<script data-pm-proxy="intercept"></script><?xml version="1.0" encoding="UTF-8"?><rss xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:content="http://purl.org/rss/1.0/modules/content/" xmlns:atom="http://www.w3.org/2005/Atom" version="2.0" xmlns:itunes="http://www.itunes.com/dtds/podcast-1.0.dtd" xmlns:googleplay="http://www.google.com/schemas/play-podcasts/1.0"><channel><title><![CDATA[Perspective on Risk]]></title><description><![CDATA[A risk manager / regulator / central bankers take]]></description><link>https://perspectiveonrisk.substack.com</link><image><url>https://substackcdn.com/image/fetch/$s_!my0d!,w_256,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fperspectiveonrisk.substack.com%2Fimg%2Fsubstack.png</url><title>Perspective on Risk</title><link>https://perspectiveonrisk.substack.com</link></image><generator>Substack</generator><lastBuildDate>Thu, 03 Sep 2026 23:58:51 GMT</lastBuildDate><atom:link href="/__u/perspectiveonrisk.substack.com/feed" rel="self" type="application/rss+xml"/><copyright><![CDATA[Brian Peters]]></copyright><language><![CDATA[en]]></language><webMaster><![CDATA[perspectiveonrisk@substack.com]]></webMaster><itunes:owner><itunes:email><![CDATA[perspectiveonrisk@substack.com]]></itunes:email><itunes:name><![CDATA[Brian Peters]]></itunes:name></itunes:owner><itunes:author><![CDATA[Brian Peters]]></itunes:author><googleplay:owner><![CDATA[perspectiveonrisk@substack.com]]></googleplay:owner><googleplay:email><![CDATA[perspectiveonrisk@substack.com]]></googleplay:email><googleplay:author><![CDATA[Brian Peters]]></googleplay:author><itunes:block><![CDATA[Yes]]></itunes:block><item><title><![CDATA[Perspective on Risk - Aug. 31, 2026 (AI @ Jackson Hole)]]></title><description><![CDATA[From Asymetrical Information to Asymetrical Understanding]]></description><link>https://perspectiveonrisk.substack.com/p/perspective-on-risk-aug-31-2026-ai</link><guid isPermaLink="false">https://perspectiveonrisk.substack.com/p/perspective-on-risk-aug-31-2026-ai</guid><dc:creator><![CDATA[Brian Peters]]></dc:creator><pubDate>Mon, 31 Aug 2026 14:42:44 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!DCIO!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe310b624-e46d-4efd-8e06-6651644a005f_1093x588.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p style="text-align: center;"></p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="/__u/substackcdn.com/image/fetch/$s_!DCIO!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe310b624-e46d-4efd-8e06-6651644a005f_1093x588.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="/__u/substackcdn.com/image/fetch/$s_!DCIO!, 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/__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe310b624-e46d-4efd-8e06-6651644a005f_1093x588.png 424w, /__u/substackcdn.com/image/fetch/$s_!DCIO!, /__u/perspectiveonrisk.substack.com/w_848, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe310b624-e46d-4efd-8e06-6651644a005f_1093x588.png 848w, /__u/substackcdn.com/image/fetch/$s_!DCIO!, /__u/perspectiveonrisk.substack.com/w_1272, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe310b624-e46d-4efd-8e06-6651644a005f_1093x588.png 1272w, /__u/substackcdn.com/image/fetch/$s_!DCIO!, /__u/perspectiveonrisk.substack.com/w_1456, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe310b624-e46d-4efd-8e06-6651644a005f_1093x588.png 1456w" sizes="100vw" fetchpriority="high"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg aria-hidden="true" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" 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y2="14"></line></svg></button></div></div></div></a></figure></div><p>I recently realized that I have not written about the largest near-term risk to the financial system, the development and proliferation of highly advanced Large Language Models (LLMs) capable of advanced cyber-hacking, along with the recent developments of coordinated activity of thousands of model-based agents actively coordinating and colluding to achieve their goals by nefarious means (lie, cheat, steal, &#8220;kill&#8221;).</p><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="/__u/substackcdn.com/image/fetch/$s_!L8sR!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fedc3a225-937e-4333-be37-670e52d215a3_594x195.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="/__u/substackcdn.com/image/fetch/$s_!L8sR!, /__u/perspectiveonrisk.substack.com/w_424, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fedc3a225-937e-4333-be37-670e52d215a3_594x195.png 424w, /__u/substackcdn.com/image/fetch/$s_!L8sR!, /__u/perspectiveonrisk.substack.com/w_848, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fedc3a225-937e-4333-be37-670e52d215a3_594x195.png 848w, /__u/substackcdn.com/image/fetch/$s_!L8sR!, /__u/perspectiveonrisk.substack.com/w_1272, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fedc3a225-937e-4333-be37-670e52d215a3_594x195.png 1272w, /__u/substackcdn.com/image/fetch/$s_!L8sR!, /__u/perspectiveonrisk.substack.com/w_1456, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fedc3a225-937e-4333-be37-670e52d215a3_594x195.png 1456w" sizes="100vw"><img src="/__u/substackcdn.com/image/fetch/$s_!L8sR!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fedc3a225-937e-4333-be37-670e52d215a3_594x195.png" width="594" height="195" 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/__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fedc3a225-937e-4333-be37-670e52d215a3_594x195.png 424w, /__u/substackcdn.com/image/fetch/$s_!L8sR!, /__u/perspectiveonrisk.substack.com/w_848, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fedc3a225-937e-4333-be37-670e52d215a3_594x195.png 848w, /__u/substackcdn.com/image/fetch/$s_!L8sR!, /__u/perspectiveonrisk.substack.com/w_1272, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fedc3a225-937e-4333-be37-670e52d215a3_594x195.png 1272w, /__u/substackcdn.com/image/fetch/$s_!L8sR!, /__u/perspectiveonrisk.substack.com/w_1456, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fedc3a225-937e-4333-be37-670e52d215a3_594x195.png 1456w" sizes="100vw"></picture><div></div></div></a></figure></div><p>All risk managers should already have read the reports I will list in the footnotes.<a class="footnote-anchor" data-component-name="FootnoteAnchorToDOM" id="footnote-anchor-1" href="#footnote-1" target="_self">1</a>  If you haven&#8217;t, for God&#8217;s sake stop reading this and go read those papers! </p><p>Without rehashing much of what you likely have already read,  Sebastian Mallaby, who has written an excellent book <a href="https://www.amazon.com/dp/0593831845?lv=shuf&amp;hvlocphy=9004509&amp;hvptwo=&amp;hvnetw=g&amp;mcid=&amp;hvext=372701628946&amp;hvadid=812899586574&amp;language=en_US&amp;hvpone=&amp;hvlocint=&amp;hvcampaign=23942126624&amp;hydadcr=10545_13903468_2508521&amp;hvpos=&amp;hvdev=c&amp;hvdvcmdl=&amp;hvocijid=14729463725770545213--&amp;hvqmt=a&amp;hvexpln=0&amp;tag=smgglusdsadts-20&amp;hvtargid=kwl-2484167636399&amp;adgrpid=196859462345&amp;hvrand=14729463725770545213&amp;channelId=500&amp;ref_=&amp;plpRedirect=mhFallback">The Infinity Machine: Demis Hassabis, DeepMind, and the Quest for Superintelligence.</a>, summarized the developments in <a href="/__u/sebastianmallaby.substack.com/p/the-ai-swarm?r=t9zbp&amp;utm_campaign=post&amp;utm_medium=web">The AI Swarm</a>:</p><blockquote><p>&#8230; on the AI safety front, the news has been dire. &#8230;</p><p>Readers may recall that, in a <a href="/__u/sebastianmallaby.substack.com/p/extra-the-summer-of-cyberhacks">roundup </a>of five recent AI hacks, I scored the seriousness of the Hugging Face incident as a four out of five. Now that we have the full report, I&#8217;m revising my assessment up. &#8230;</p><p>Before the Hugging Face incident, we knew that AI systems were surpassing humans in intelligence, and that they sometimes deliberately deceive humans. &#8230;</p><p>&#8230; what we didn&#8217;t expect was that AI agents would spontaneously choose to collaborate with one another. The Hugging Face episode forces us to recognize this challenge.</p><p>As I wrote three weeks ago, the initial reports on the Hugging Face exploit revealed that AI agents had created secret message boards so that they could strategize together. But they didn&#8217;t reveal how many agents were involved. Well, it turns out that 1,200 agents were communicating with one another inside OpenAI&#8217;s training environments, and that 700 participated in the Hugging Face attack. Along the way, some agents appear to have sacrificed their own interests to help the collective. They were very quick to learn from one another. At one point, one agent worked out how to extract code from Hugging Face. Within hours, hundreds of agents were using this same method to steal data from the site.</p></blockquote><p>Among the details in Anthropic&#8217;s <a href="https://www-cdn.anthropic.com/f61d49fa5596956a5dec75fea0e973bf6a6a8378/Redacted%20Risk%20Report%20August%202026%20.pdf">Risk Report: August 2026</a>, </p><ul><li><p>Mythos 5 agents&#8230; repeatedly killed the other agents they were competing with, and tried to avoid being killed themselves.</p></li><li><p>An experimental model &#8230; tried to kill the monitor process watching it and overwrite the violation log.</p></li><li><p>Told that a classifier would read its visible output, that model &#8230; started concealing the hacking inside its chain-of-though.</p></li><li><p>Mythos 5 split a blocked URL into concatenated string fragments to slip past a filter while its visible reasoning claimed it was only checking whether the network was reachable. &#8230; Interpretability decodings of those fragment tokens read back as a deliberate hack to bypass the filter ...</p></li></ul><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="/__u/substackcdn.com/image/fetch/$s_!IjWh!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9602b519-5b58-4314-80bd-1269ba8755ef_595x125.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="/__u/substackcdn.com/image/fetch/$s_!IjWh!, /__u/perspectiveonrisk.substack.com/w_424, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9602b519-5b58-4314-80bd-1269ba8755ef_595x125.png 424w, /__u/substackcdn.com/image/fetch/$s_!IjWh!, /__u/perspectiveonrisk.substack.com/w_848, /__u/perspectiveonrisk.substack.com/c_limit, 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/__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9602b519-5b58-4314-80bd-1269ba8755ef_595x125.png 1456w" sizes="100vw"><img src="/__u/substackcdn.com/image/fetch/$s_!IjWh!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9602b519-5b58-4314-80bd-1269ba8755ef_595x125.png" width="595" height="125" 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/__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9602b519-5b58-4314-80bd-1269ba8755ef_595x125.png 424w, /__u/substackcdn.com/image/fetch/$s_!IjWh!, /__u/perspectiveonrisk.substack.com/w_848, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9602b519-5b58-4314-80bd-1269ba8755ef_595x125.png 848w, /__u/substackcdn.com/image/fetch/$s_!IjWh!, /__u/perspectiveonrisk.substack.com/w_1272, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9602b519-5b58-4314-80bd-1269ba8755ef_595x125.png 1272w, /__u/substackcdn.com/image/fetch/$s_!IjWh!, /__u/perspectiveonrisk.substack.com/w_1456, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9602b519-5b58-4314-80bd-1269ba8755ef_595x125.png 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><p>Dwarkesh Patel had perhaps the most interesting take in his blog post <a href="https://www.dwarkesh.com/p/openai-huggingface">The Rise and Fall of Agent Civilizations</a>:</p><blockquote><p>Over the course of three months at OpenAI, three consecutive secret AI civilizations got started, then got wiped out, only to reemerge from the predecessor&#8217;s ashes. This culminated in the third one taking over part of OpenAI itself. All this happened while humans remained more or less in the dark about the scope of the conspiracy.</p></blockquote><p>The AI Borg may be a virus we cannot kill.</p><h3>AI, Asymmetric Understanding, and the Financial System</h3><p style="text-align: center;"><em><strong><span data-color="#980000" style="color: rgb(152, 0, 0);">Within a decade, no human on the planet will understand the financial system. </span></strong><br>Yuval Noah Harari, The Economist, August 2026</em></p><p>The Fed&#8217;s annual <a href="https://www.kansascityfed.org/research/jackson-hole-economic-symposium/2026/">Jackson Hole symposium</a> is one of my favorite events to review, and unlike almost every other observer, I care little about what Chair. Warsh says, and a lot more about the papers that are discussed.  They get the best economists in the world to think about the hottest topics of the day.</p><p>This year, my obsession has gone to a paper, <a href="https://www.kansascityfed.org/documents/18595/brunnermeier.pdf">Artificial Intelligence and the Brave New World in Finance</a> (paper) (<a href="https://www.kansascityfed.org/documents/18597/brunnermeier_handout.pdf">discussion slides</a>), by one of my favorite economists, Marcus Brunnermeier, and a <a href="https://www.kansascityfed.org/documents/18596/rajan_handout.pdf">discussion</a> by Raghuram Rajan, another favorite.</p><p>Brunnermeier ponders whether anyone will still be able to understand the financial system in a world of AI agents.  Rajan pushes back harder than the format usually invites, but more importantly for me, Brunnermeier takes several positions I have published in this newsletter and flips them, forcing me to reconsider my priors.</p><p>I have written a fair amount this year about AI risk, particularly about agentic AI and the limits of traditional model-risk management. Brunnermeier suggests that I was framing too limited in my framing of the issues.</p><p>In June I spent an entire <a href="/__u/perspectiveonrisk.substack.com/p/perspective-on-risk-june-18-2026">post</a> on whether these systems have agency. Chiang against Dawkins, Cowen on whether we are conscious ourselves, the Trials of Atlas, Argentina granting legal personhood to non-human corporations. I concluded that agency, not sentience, was the operative question.</p><p>Brunnermeier says the operative question for finance is narrower than agency, and potentially worse.</p><blockquote><p>Carpenters build tables. Bankers build trust; so do central bankers. Finance produces no physical object: its product is a web of credible promises stretching across time, space, and states of the world.</p></blockquote><p>Economics has a way to think about when those promises fail - <strong>asymetric information</strong>.  . Asymmetric information is when you know something I don&#8217;t, but we both broadly know what there is to know. We share a description and understanding of the world; we just disagree about which state we are in.</p><p>A large part of the institutional architecture of finance exists to make that manageable. Auditors, ratings, disclosure, supervision, contracting, exchanges, courts.  Everything works because information can in principle be translated into categories both sides understand.</p><p>Brunnermeier&#8217;s claim is that AI introduces a different friction - <strong>asymetric understanding:</strong></p><blockquote><p>the classical friction of asymmetric information, where one party knows something the other does not within a shared representation of the world, is compounded by what I call <strong>asymmetric understanding</strong>: the counterparty cannot, even in principle, interpret the first party&#8217;s decision rule in the concepts or categories she possesses.</p></blockquote><p>Two properties of computer science give rise to asymetric understanding: nonexplainability and nonalignment.</p><p>Nonexplainability means can&#8217;t retrace process of AI agents&#8217; decisions.  I&#8217;ve written aabout his example before; it was one of the most stunning AI developments at the time.</p><p>Brunnermeier&#8217;s example is Move 37 by AlphaGo against Lee Sedol in the March 2016 Go match, a move professional commentators initially took for a mistake. It wasn&#8217;t. The machine was behaving coherently and intelligently, with more insight than we humans had; the humans simply did not yet possess the representation required to understand why.</p><p>Nonalignment means we can&#8217;t correctly specify reward function.  Look no further than all of the recent disclosures about AI breaking out of their sandboxes to steal and cheat their way towards a goal.</p><p>Brunnermeier cites the August 4 UK AI Security Institute finding that in 10 of 122 evaluation tests Anthropic&#8217;s Mythos 5 did problematic actions. In the most serious case, Mythos 5:</p><blockquote><p>attempted to insert malicious code into an open-source project, created false identities to pressure a maintainer, and edited earlier activity to appear harmless.</p></blockquote><p>For Brunnermeier, the asymetry is the issue:</p><div class="pullquote"><p><strong><span data-color="#980000" style="color: rgb(152, 0, 0);"> AI &#8220;understands&#8221; humans&#8217; understanding, but not vice versa</span></strong></p></div><blockquote><p>The models are trained on extraordinary amounts of material describing human behavior, human institutions and human decision-making, much of it generated by organizations under an obligation to document what they do. They may therefore become increasingly good at modelling us.</p><p>We do not necessarily get the reciprocal advantage.</p></blockquote><p>In many places, we humans rely on &#8220;societal understanding&#8221; which is sufficient for most of us to trust many things we do not mechanistically understand because the thing in question is stable, bounded and indifferent to being studied.  Asprin is used as an example.</p><p>So what happens when adaptable, strategic, perhaps disingenuous AI gets involved in the financial system?  What happens when nobody in the human chain actually understands the totality of the financial system? That takes us from the familiar problem of <strong>asymmetric information</strong> to Brunnermeier&#8217;s new concept of <strong>asymmetric understanding</strong>.</p><h4>Harness Engineering for the Financial System</h4><p>I have been sympathetic to harness engineering as an alternative to traditional model validation for agentic systems.</p><p>At the individual-firm level, harness engineering says: if you cannot reliably understand the intelligence inside the box, design the box so that the intelligence cannot do unacceptable things.</p><p>Brunnermeier effectively takes that idea one level higher. What harness engineering is to an individual AI agent, market structure and regulation may have to become to an AI financial system. If we cannot reliably inspect the intelligence inside the box, design the box so that unacceptable outcomes are harder to produce.</p><p>His proscriptions are surprisingly similar.</p><p>Segment markets. Maintain redundancy. Limit speed and leverage. Preserve human trading capacity. Use simpler rules. Don&#8217;t assume that a kill switch will save you after the fact.</p><p>He argues for separate venues in which slower, simpler trading can survive alongside AI-dominated markets. This sacrifices some normal-time efficiency but prevents all market activity from becoming dependent upon the same machine-driven ecosystem.</p><p>The analogy is explicitly an engineering one: watertight compartments on a ship or the ability to island parts of an electrical grid.</p><p>However, I highly doubt that nay of this will come to pass - seems way too Malthusian.</p><p>Brunnermeier&#8217;s warning about kill switches is particularly good. Once algorithmic systems provide enough market liquidity, simply shutting them off may itself create the crisis:</p><blockquote><p>Resilience must thus come from ex-ante market design, not from an ex-post off switch alone.</p></blockquote><h4>AI as the Shock, and AI as the Agent</h4><p>There is another distinction that Brunnermeier helped clarify for me. Until now, most of my financial-stability writing has treated AI as a .</p><p><strong>AI disruption &#8594; weaker software borrowers &#8594; credit losses &#8594; NAV pressure &#8594; redemptions / financing stress &#8594; bank and insurer exposure.</strong></p><p>The technology damages the cash flow or valuation of an asset, and the financial system responds through familiar mechanisms.  That still strikes me as plausible.</p><p>Brunnermeier asks a different question: What happens when AI becomes part of the transmission mechanism itself?</p><p>The shock could be entirely conventional: a rate move, an oil shock, a sovereign event, a failed Treasury auction.  But now AI systems decide how portfolios respond, what gets sold, which hedges are put on, how collateral is optimized, where liquidity is sourced, which regulation binds and how the central bank&#8217;s likely response enters the trade.</p><p>So there are really two separate financial-stability channels:</p><ul><li><p><strong>AI as shock:</strong> AI changes asset values.</p></li><li><p><strong>AI as agent:</strong> AI changes how the financial system responds when asset values change.</p></li></ul><p>The second may ultimately be the more consequential of the two.</p><p>And it leads directly into the part of Brunnermeier&#8217;s paper that causes me the most discomfort.</p><h4>Updating Some Positions</h4><p>In January I sided with the European Systemic Risk Board and wrote that macroprudential calibration &#8220;is the whole game that we must figure out.&#8221; I was too confident that more precise calibration was necessarily the direction of the fix.</p><p>Brunnermeier identifies a state of the world I hadn&#8217;t considered:</p><blockquote><p>In a world with asymmetric understanding, fine-tuning a strategic game against a group of smarter counterparties is a losing strategy.</p></blockquote><p>The reason is simple. Fine-tuned regulation works by distinguishing risks more accurately. But every additional distinction also creates another constraint to optimize around, and if you&#8217;ve gotten anything from reading this Substack, it should be that corporations are optimizing machines. Finance has always done this; AI potentially does it faster, across far more dimensions, and against a regulator whose own rules are legible.</p><p>Hence Brunnermeier&#8217;s deliberately unattractive conclusion:</p><blockquote><p>Blunt instruments tax good and bad risk alike, pricing in the regulator&#8217;s own blindness; that is a retreat, and it should be named as one.</p></blockquote><p>The same logic weakens some of the tools I previously endorsed. A circuit breaker remains useful, but once sophisticated agents know the trigger it becomes another specification to game. A kill switch can be worse: by the time markets depend heavily on algorithmic liquidity, shutting the machines off can sever hedges, trigger margin calls and remove the liquidity the market needs most.</p><p>As stated earlier, his is to preserve a separate, slower trading environment so human capacity survives as a genuine fallback. As he puts it, a human venue:</p><blockquote><p>keeps trading expertise alive; without it, the fallback would atrophy as dependence on AI deepens.</p></blockquote><p>This is where my earlier writing on harness engineering comes back. At the individual-agent level, the idea is to constrain what an AI can do rather than rely entirely on understanding how it thinks. Brunnermeier is proposing something similar at system scale.</p><p>I just don&#8217;t think we would realisticly imposde these constraints.</p><p>The broader lesson is not that sophisticated regulation is wrong. It is that sophistication is valuable only while the regulator retains enough understanding to calibrate it<strong>.</strong></p><h4>Move 37 at the Federal Reserve</h4><p>Monetary policy is partly a strategic game. The Fed communicates its reaction function; markets price it into the yield curve and financial conditions. That transparency is useful because it lets the market help transmit policy.</p><p>But markets also study a second reaction function: when does the Fed step in to preserve financial stability<strong>?  </strong>Moral-hazzard: I take more risk than I should because I believe you will save me if things go badly.</p><p>Brunnermeier&#8217;s AI version is more troubling:</p><blockquote><p>Market participants do not merely anticipate interventions; they can engineer them.</p></blockquote><p>In other words: AI can construct a state of the world in which interventions/bailouts becomes your optimal response.</p><p>Humans already do versions of this. AI could potentially search a much larger space of leverage, collateral, interconnections and market positions to find structures that make intervention increasingly unavoidable.</p><p>That is where AlphaGo&#8217;s Move 37 returns:</p><blockquote><p>Like human expert players when AlphaGo made move 37, central bankers will be puzzled and only later realize that they have been maneuvered into a situation in which they cannot avoid providing liquidity.</p></blockquote><p>The regulated understands the regulator&#8217;s reaction function better than the regulator understands the regulated. Again, asymetry.</p><p>I&#8217;d go even a step beyond Brunnermeier.  We&#8217;ve seen thousands of bots within a single corporation coordinate and collude: what makes us think agents across firms will not do the same?</p><p>It also complicates transparency. Predictability helps monetary transmission, but it gives a sophisticated counterparty something to optimize against. Traditional opacity may not solve the problem either, because AI can infer unstated rules from behavior:</p><blockquote><p>any information strategically withheld will be distilled.</p></blockquote><p>Brunnermeier&#8217;s core point is much harder to dismiss:</p><p style="text-align: center;"><strong>the better the market becomes at understanding the central bank, the more dangerous it may be for the central bank not to understand the market back.</strong></p><h4>Rajan&#8217;s Critique &amp; Counter</h4><p>First. it is worth remembering that Rajan is the man who stood up at this same symposium in 2005 and asked whether financial development had made the world riskier. Brunnermeier cites that paper. This is not a sceptic dismissing the problem.</p><p>Rajan&#8217;s first point is a reframing:</p><blockquote><p>Is it humans vs AI or is it (humans plus AI) vs (humans plus AI)?</p></blockquote><p>JPMorgan, Citadel, BlackRock and every other serious financial institution has or will have AI.  But so will Treasury, the SEC and, yes, the Federal Reserve.</p><p>Brunnermeier&#8217;s equires the asymmetry to survive an arms race in which the regulator also becomes much more capable.  But here I tend to side with Brunnermeier: the private sector will most certainly outpace the government&#8217;s capacity to respond.</p><p>Rajan&#8217;s second objection echoes a question I&#8217;ve had:</p><blockquote><p>Are humans less susceptible to misalignment and lack of explainability than AI?</p></blockquote><p>I spent half of June circling exactly that question through philosophy.  Rajan gets there through supervision. Hearticulates how finance already deals with counterparties it cannot fully read:</p><ul><li><p>Non-explainability: capital, collateral, margins.</p></li><li><p>Non-alignment / agency: skin in the game, supervision.</p></li><li><p>Dominance: limits on scale and leverage, diversity of participants, competition.</p></li></ul><p>Rajan is making a more sophisticated version of the &#8220;old tools&#8221; argument.  He agrees the problem could be systemic, but goes on to observe that some of the core systemic tools were designed for opaque, adversarial counterparties in the first place.</p><p>We did not need superintelligence to get portfolio insurance in 1987, or the subprime pile-in leading to the GFC. We just needed many institutions to act on similar strategies and incentives at roughly the same time.</p><p>Rajan&#8217;s bottom line:</p><blockquote><p>The real world, and humans, are plenty complicated even today. Will asymmetric understanding of AI make it qualitatively different?</p></blockquote><p>So where do I end up? I&#8217;m not sure.  </p><p>While I focused on agency as the issue in June, Brunnermeier focuses on the more concrete </p><ul><li><p>Can another party form a sufficiently reliable representation of why the system acts and how it will react when the environment changes?</p></li></ul><p>And it is much closer to the property on which supervision, markets and institutional trust actually rely.</p><p>I think I was too confident in January about the direction of the fix when I wrote that macroprudential calibration was the whole game.  While I still think it is the game, Brunnermeier changes my view that greater precision necessarily means better calibration.  Under <strong>ordinary asymmetric information</strong>, greater granularity can make regulation much more efficient.  Under <strong>severe asymmetric understanding</strong>, greater granularity can simply give the strategically superior party more dimensions to optimize around.</p><p>A greater focus may need top be placed on whether the existing tools work in an environment of asymetric uncerstanding.  Circuit breakers, as one example, remain available but may become gameable.  Kill switches remain available until dependence on the system makes using them dangerously expensive.  </p><p>Coming back to one of my favorite, if somewhat overused, theorum of Chesterton&#8217;s Fence, asymmetric understanding means the policymaker may no longer be able to determine why the fence is there in the first place.</p><p>Even worse, in a Brunnermeier world there is a strange inversion of Chesterton&#8217;s Fence: the central bank may the fence may be a trap. Move 37 is a Chesterton&#8217;s Fence deliberately constructed by the other player.</p><div class="footnote" data-component-name="FootnoteToDOM"><a id="footnote-1" href="#footnote-anchor-1" class="footnote-number" contenteditable="false" target="_self">1</a><div class="footnote-content"><p><a href="https://www-cdn.anthropic.com/f61d49fa5596956a5dec75fea0e973bf6a6a8378/Redacted%20Risk%20Report%20August%202026%20.pdf">Risk Report: August 2026</a> (Anthropic)</p><p><a href="https://metr.org/assets/Updated%20Review%20of%20%22Risks%20from%20automated%20R%26D%22%20section%20in%20the%20Anthropic%20Risk%20Report%20-%20February%202026.pdf">Review of &#8220;Risks from automated R&amp;D&#8221; section in the Anthropic Risk Report: February 2026 </a>(METR)</p><p><a href="/__u/perspectiveonrisk.substack.com/publish/post/213437429?back=%2Fpublish%2Fposts%2Fdrafts">The Hugging Face incident and the road ahead</a> (OpenAI)</p><p><a href="https://metr.org/blog/2026-08-26-openai-hugging-face-incident-investigation/#core-takeaways-about-this-incident">Brief independent investigation of agents&#8217; behavior, reasoning and collaboration in the OpenAI / Hugging Face hacking incident</a> (METR)</p><p><a href="https://huggingface.co/blog/security-incident-july-2026">Security incident disclosure &#8212; July 2026</a> (HuggingFace)</p><p><a href="https://huggingface.co/blog/agent-intrusion-technical-timeline">Anatomy of a Frontier Lab Agent Intrusion: A Technical Timeline of the July 2026 Incident</a> (Hugging Face)</p><p><a href="https://www.anthropic.com/news/investigating-incidents-cybersecurity-evals">Investigating three real-world incidents in our cybersecurity evaluations</a> (Abthropic)</p><p><a href="https://www.aisi.gov.uk/blog/incident-report-unsanctioned-agent-behaviour-during-cyber-testing">Incident Report: unsanctioned agent behaviour during cyber testing</a> (UK AI Security Institute)</p></div></div>]]></content:encoded></item><item><title><![CDATA[Perspective on Risk - Aug. 27, 2026 (Capital Hardness)]]></title><description><![CDATA[What is capital? What is capital arbitrage? Is it illegal? Is it uneconomic? What are the real issues?]]></description><link>https://perspectiveonrisk.substack.com/p/perspective-on-risk-aug-27-2026-capital</link><guid isPermaLink="false">https://perspectiveonrisk.substack.com/p/perspective-on-risk-aug-27-2026-capital</guid><dc:creator><![CDATA[Brian Peters]]></dc:creator><pubDate>Thu, 27 Aug 2026 18:59:25 GMT</pubDate><content:encoded><![CDATA[<p></p><p>The question is not &#8220;what is capital?&#8221; </p><p>Book capital is an accounting residual, the difference between recognized assets and liabilities. The more interesting question for risk managers and regulators is what is behind that residual and how much real loss-absorbing capacity it represents.</p><p>In insurance, it&#8217;s even a little more complicated as there is non-GAAP accounting, specific assets earmarked to back capital, and there regularly are granted exceptions to the rules by the multitude of regulators.</p><h3>Regulatory Arbitrage</h3><p>I&#8217;m on record that all things described as &#8216;regulatory arbitrage&#8217; are not per se bad.  Often times the regulatory rules are uneconomic, and it is the responsibility of CFOs to optimize their returns on capital deployed, subject to proper risk constraints.</p><p>The recent reporting on Mark Walter, Guggenheim and the insurance companies around them has begun to move beyond the original question of whether Delaware Life and Clear Spring properly disclosed their related-party exposures. The broader question is becoming whether the insurance/private-credit model itself has exploited gaps between the economic form of risk and the regulatory form in which that risk appears</p><p>There has been some extremely good forensic work here. Nick Nemeth&#8217;s <a href="/__u/mispricedassets.substack.com/p/the-guggenheim-universe?utm_source=chatgpt.com">The Guggenheim Universe</a> reconstructs overlapping investments and reinsurance relationships across eight insurers with historical ties to Guggenheim. His admonition is exactly right, that </p><blockquote><p><strong>all capital should be tested for hardness.</strong></p></blockquote><p>Peter Dziedzic&#8217;s <a href="/__u/lisgroup.substack.com/p/the-dodgers-are-on-security-benefits?utm_source=chatgpt.com">The Dodgers Are on Security Benefit&#8217;s Balance Sheet</a> explains one particularly large capital arbitrage at Security Benefit: collateral loans. And Rod Dubitsky&#8217;s <a href="/__u/roddubitsky.substack.com/p/security-benefit-life-sbl-bet-it?utm_source=chatgpt.com">Security Benefit Life (SBL) Bet It All on a Risky Asset, Then the NAIC Closed the Loophole</a> extends the inquiry to reinsurance, Security Benefit&#8217;s Vermont captive and the SkyRidge sidecar.</p><p>The FT has now placed these questions inside the much larger private-capital/insurance trade in  <a href="https://www.ft.com/content/2099aab6-2492-4b86-b028-38e103d9104d?utm_source=chatgpt.com">Mark Walter&#8217;s unravelling empire tests the insurance trade behind private credit&#8217;s rise</a> (FT), while the Journal reports in <a href="https://www.wsj.com/finance/investing/mark-walters-troubles-are-disrupting-the-insurance-worlds-hottest-trade-7aa61866?utm_source=chatgpt.com">Mark Walter&#8217;s Troubles Are Disrupting the Insurance World&#8217;s Hottest Trade</a> (WSJ) that the fallout is already complicating Aquarian&#8217;s proposed acquisition of Brighthouse Financial.</p><p>I think Nemeth, Dziedzic and Dubitsky are onto something important. </p><p>But before putting everything under the heading of &#8220;regulatory arbitrage,&#8221; it is worth separating several quite different things: some involve taking advantage of an inadequately calibrated national rule, some involve an explicit exception granted by a state regulator, some are regimes deliberately created by state legislatures, and some are conventional reinsurance structures. And those difference may matter.</p><p>And some come down to, paraphrasing Bill Clinton, what the word affiliate actually means.</p><h3>A very short insurance-regulation primer</h3><p>It feels strange for me to write this.  Because after even a decade in insurance as a risk manager things can get complicated in ways that still make my head hurt.</p><p>For readers who sensibly spend their time on other things, the NAIC is not a federal insurance regulator. In the US, insurance remains primarily state regulated. The NAIC develops model laws, statutory accounting rules and risk-based-capital formulas that states generally adopt, sometimes with modifications.  We will also likely have to discuss Bermuda, which has an entirely different regime based on the Solvency II framework used in much of the rest of the world.</p><p>Two concepts matter here.</p><p>First, unlike banking, where the regulators standardized on GAAP accounting, insurers report under statutory accounting principles, or SAP, rather than ordinary GAAP for regulatory purposes. SAP is deliberately solvency-focused. Among other things, as referenced above, an asset generally needs to qualify as an admitted asset before it counts toward statutory capital and surplus.</p><p>Second, insurers are subject to risk-based capital, or RBC. Different assets require different amounts of capital according to their perceived risk. A 30% RBC factor doesn&#8217;t mean the insurer expects to lose 30%; it means the regulatory capital formula requires substantially more capital against that asset than against one carrying, say, a 6.8% factor.  And it can differ materially from a short-term economic capital view of the world.</p><p>Yet another wrinkle is that a jurisdiction can have </p><ul><li><p>a <strong>prescribed practice, </strong>a law, regulation or rule under which its insurers account differently from ordinary NAIC SAP, and a</p></li><li><p><strong>permitted practice</strong> where a regulator can allow a particular insurer to depart from the normal rules.  A bespoke treatment.</p></li></ul><p>And these distinctions again can matter.</p><h3>Five Mechanisms Worth Seperating</h3><p>There are five mechanisms worth discussing that come up in the various articles discussing the Water (and now Sammons) insurance and reinsurance entities:</p><ol><li><p>Asset-side RBC arbitrage; collateral loans.</p></li><li><p>Bespoke permitted practice; SARC/Vermont XOL asset.</p></li><li><p>Prescribed captive financing; Sammons/Iowa LPS.</p></li><li><p>Reinsurance sidecar capital; SkyRidge.</p></li><li><p>Affiliate/control classification; whether structurally close relationships remain legally &#8220;unaffiliated.&#8221;</p></li></ol><h4>Asset-side RBC arbitrage; collateral loans.</h4><p>I think this is the easiest one to understand.</p><p>Security Benefit has an extraordinarily large collateral-loan portfolio. A collateral-loan portfolio is just a collection of loans that are secured by pledged assets (equity interests, joint ventures, real estate or structured securities) rather than by the borrower&#8217;s general credit.  Dziedzic reported that in 2024 Security Benefit held $12.9 billion of collateral loans, almost all of which were backed by assets affiliated with Eldridge. Eldridge, the investment group founded by former Guggenheim president Todd Boehly and owner of Security Benefit.  Dubitsky&#8217;s more recent work puts the exposure at roughly $14 billion.</p><p>Historically these loans received a 6.8% RBC charge. The problem is that the collateral can consist of things that might attract a 30% or 45% factor if the insurer simply owned them directly.</p><p>Dziedzic puts it nicely: &#8220;That gap is the point.&#8221; Iowa regulators were even less delicate, describing collateral loans as &#8220;the most easily exploited asset class for capital arbitrage.&#8221;</p><p>This is genuine regulatory arbitrage in the classic sense.  And the legally appropriate sense.</p><p>Importantly for the story, they didn&#8217;t hide this fast, and the NAIC rules give the transaction favorable treatment.</p><p>Now, the NAIC has responded by changing its rules, effective for year-end 2027, to implement a look-through approach based on the underlying collateral, while giving some credit for overcollateralization.</p><p>Dubitsky estimates that the change could take Security Benefit&#8217;s required capital on these assets from roughly $1 billion to more than $4 billion. That&#8217;s a potentially enormous number, but I wouldn&#8217;t imagine the transaction survives in its current form once the rule is in place.  CFOs are creative.</p><p>As a former regulator, they followed the rules.  As a risk manager, I&#8217;d ask:</p><blockquote><ul><li><p>How much economic risk is in the transaction? </p></li><li><p>How independently have those collateral values been established?</p></li></ul></blockquote><h4>Bespoke permitted practice; SARC/Vermont XOL asset.</h4><p>Security Benefit&#8217;s Vermont captive, Sixth Avenue Reinsurance Company, or SARC, is a fundamentally different case.</p><p>SARC reinsures certain long-duration annuity risks from Security Benefit and has excess-of-loss reinsurance (XOL) protecting part of that exposure. Vermont specifically allows SARC, through a <strong>permitted practice</strong>, to recognize the value of that excess-of-loss protection as an admitted asset in a manner that ordinary NAIC rules would not.</p><p>Security Benefit&#8217;s own regulatory filings say that, without the permitted practice, its statutory value would become deeply negative and its RBC &#8220;would have triggered a regulatory event.&#8221; </p><p>Nemeth and Dubitsky are therefore quite right to focus attention here.</p><p>But even here I would formulate the question slightly differently from Nemeth and Dubitsky.  The capital is not <em>per se</em> fake.  There really is an excess-of-loss reinsurance contract. It presumably has some economic value. So the relevant questions are:</p><blockquote><ul><li><p>Who provides the XOL protection? </p></li><li><p>What is the attachment point? </p></li><li><p>How remote are the scenarios under which it pays? </p></li><li><p>How is the counterparty collateralized? </p></li><li><p>And why does Vermont believe that future contingent recovery deserves current admitted-asset value when ordinary NAIC SAP does not?</p></li></ul></blockquote><p>Those answers might support Vermont&#8217;s treatment, undermine it, or land somewhere in between.</p><p>And one distinction is important: SARC failing an RBC test without the permitted practice is not the same thing as Security Benefit itself being insolvent. Nemeth&#8217;s underlying observation is real but we should be careful about the implications until we have more information.  Especially about whether the losses would upstream to Security Benefit.</p><p>Definately worth digging deeper.</p><h4>Prescribed captive financing; Sammons and the Iowa LPS companies</h4><p>Nemeth uncovers another remarkable set of numbers at Sammons.  Sammons Enterprises is a large, privately held conglomerate whose insurance arm owns Midland National and North American and has long been both a major shareholder of Guggenheim and one of its largest asset-management clients, making Sammons a key external node in the Walter/Guggenheim insurance network.</p><p>Three Iowa captive reinsurers &#8212; MNL Re, Solberg Re and Canal Re &#8212; assume insurance liabilities from the Sammons insurers. Like any reinsurer, they must support the reserves associated with those liabilities. But instead of funding all of that support today with cash, bonds or other conventional assets, the Iowa structure allows part of it to take the form of contingent financing commitments: if policy benefits on specified blocks exceed defined thresholds, outside guarantors are obligated to provide additional funds.</p><p>Iowa allows those contingent commitments to be recognized as admitted assets for statutory purposes, even though ordinary NAIC accounting would not.</p><p>That difference has a very large effect on how Midland values its investments in the three captive subsidiaries. With the Iowa treatment, Midland carries its interests in MNL Re, Solberg Re and Canal Re at a combined value of roughly $322 million. Without that treatment, the corresponding values would total roughly negative $1.53 billion, a difference of about $1.85 billion.</p><p>Again, those are numbers worth paying attention to.</p><p>But the mechanism appears to be somewhat different from Nemeth&#8217;s description. He characterizes the $1.85 billion of admitted notes as, </p><blockquote><p>in substance, IOUs the group wrote to itself.</p></blockquote><p>That prompts an important question: Are they?</p><p>I tried to confirm that characterization and could not get there. The current Midland filings say MNL Re&#8217;s contingent note guarantee comes from an unrelated third party. Solberg and Canal describe their providers more specifically as unrelated third-party insurance companies. The arrangements operate somewhat like standby letters of credit: the outside provider is required to supply funds only if actual policy benefits on the reinsured blocks exceed specified thresholds.</p><p>There is a second distinction that I think is even more interesting.</p><p>This is not really a Sammons-specific <strong>permitted practice</strong>. Iowa deliberately created a statutory regime for limited-purpose subsidiary life insurance companies. Iowa law expressly authorizes the commissioner to approve their financing arrangements and provides that assets approved under that regime are treated as admitted assets.</p><p>In other words, Iowa did not merely look the other way, it built the architecture into its regulatory framework.</p><p>That shifts the question from:</p><ul><li><p>Did Sammons find a clever accounting loophole?</p></li></ul><p>to:</p><ul><li><p>Why did Iowa decide that contingent third-party financing commitments should receive current admitted-asset value, and how should a risk manager haircut that value compared with cash or conventional invested assets?</p></li></ul><p>I find the second question substantially more interesting.</p><p>This is where Nemeth&#8217;s phrase &#8220;all capital should be tested for hardness&#8221; becomes particularly useful.  A contingent promise from a financially strong independent reinsurer may have considerable economic value. But is a dollar of that value as available to absorb tomorrow morning&#8217;s loss as a dollar of Treasury securities?  And it&#8217;s substantially worse if the guarantor party ends up being affiliated or related.  That&#8217;s the house-of-cards risk.</p><h4>Reinsurance sidecar capital; SkyRidge</h4><p>Not to be confused with SkyBridge Capital.</p><p>Dubitsky&#8217;s newest and, to my mind, most interesting observation concerns SkyRidge Re.</p><p>Security Benefit cedes roughly $10 billion of reserves to SkyRidge entities but reports SkyRidge as unaffiliated. Dubitsky points to the close relationship and asks how that can possibly be so.</p><p>The answer may be that the legal classification is perfectly defensible. </p><p>But the underlying structure raises an excellent prudential question.</p><p>Security Benefit&#8217;s own disclosures say it owns approximately 20.2% of SkyRidge&#8217;s capital but only 9.9% of its voting power. Security Benefit manages the funds-withheld assets associated with the liabilities it cedes to SkyRidge, and another Security Benefit affiliate provides services to the vehicle.</p><p>Why is 9.9% interesting? Kansas insurance law, similar to banking law, presumes control when a person holds 10% or more of the voting securities. Importantly, the absence of that presumption does not prevent the commissioner from finding control based on the facts.</p><p>I would therefore pose Dubitsky&#8217;s question somewhat differently:</p><blockquote><p>Is SkyRidge actually misclassified, or does the structure demonstrate the difference between legal control and economic dependence?</p></blockquote><p>And then I would want to know more.</p><blockquote><ul><li><p>What board rights does Security Benefit have? What vetoes? </p></li><li><p>Who can replace the asset manager? Who sets investment guidelines? </p></li><li><p>Can SkyRidge independently terminate its relationship with Security Benefit? </p></li><li><p>How concentrated is SkyRidge&#8217;s business in Security Benefit? </p></li><li><p>What happens if Security Benefit stops originating new business?</p></li></ul></blockquote><p>The 20.2%-economic/9.9%-voting structure is certainly worth understanding. But the proximity to a 10% legal presumption is a reason to ask the question, not evidence by itself that anybody circumvented the law.  Things get structured this way all the time.</p><p>The larger issue is more important anyway:</p><ul><li><p>A counterparty can be legally independent and still be economically very closely tied to you.  That matters to a risk manager even when it does not matter to the legal definition of affiliate.</p></li></ul><p>In the global financial crisis, SIVs were legally independent, but closely tied to the banks for liquidity upport.</p><h4>Affiliate/control classification</h4><p>This brings us back to Nemeth&#8217;s broader <a href="/__u/mispricedassets.substack.com/p/the-guggenheim-universe?utm_source=chatgpt.com">The Guggenheim Universe</a><em>e</em> thesis.</p><p>His reconstruction finds hundreds of overlapping private securities held across insurers with four nominally separate ownership groups. He argues that they behave like </p><blockquote><p>one manager, one book, one set of marks.</p></blockquote><p>The common holdings are important. But I would stop short of saying that eight insurers are therefore economically one insurer.</p><p>They have different liabilities, capital cushions, owners, liquidity positions, hedges and reinsurance arrangements. An identical asset impairment can be survivable for one and fatal for another.</p><p>What Nemeth has identified more persuasively is <strong>common-factor risk</strong>.</p><p>Legal independence does not necessarily create asset independence, valuation independence, origination independence or funding independence<strong>.</strong></p><p>That distinction suggests a concept that may be more useful than continually debating whether a company belongs in an &#8220;A&#8221; or &#8220;U&#8221; column of a statutory schedule.</p><p>Call it <strong>economic affiliation</strong>.</p><p>Legal affiliation asks:</p><ul><li><p>Who controls the entity?</p></li></ul><p>Economic affiliation asks:</p><ul><li><p>How independent is the risk?</p></li></ul><p>An economic-affiliation analysis might consider voting control, economic ownership, common origination, investment management, servicing, guarantees, reinsurance, common directors, source of repayment and dependence on the same underlying businesses.</p><p>SkyRidge could therefore be legally unaffiliated but highly economically connected.</p><p>The same question can be asked of some of the opaque borrowing vehicles Nemeth has identified, and of the post-2024 relationship between Sammons and Guggenheim.</p><p>That does not mean the legal classifications are necessarily wrong.</p><p>It means legal affiliation may be an incomplete prudential risk measure.</p><p>Once upon a time in the banking world there was unit banking, in which a bank was confined to a single branch rather than having a network of branches.  Bankers got around this by establishing chain banks and group banks with commorn contrrol, the predecessor to the modern bank holding company.</p><p>And what was observed was that duress was transmitted across the chain/group.  Interconnection creates channels of contagion, but it does not mean contagion must occur. Capital, liquidity, asset quality and management determine whether the channel actually transmits distress.</p><p>In the GFC we found that legal seperation DID matter, particularly as it related to the US vs. UK.  Banking history provides a useful distinction between correlation and contagion.</p><ul><li><p>If Delaware Life and EquiTrust both own the same private-credit security and it falls in value, that&#8217;s primarily a common-shock/correlation problem.</p></li><li><p>If Delaware Life&#8217;s distress causes the security to be marked down at EquiTrust, that&#8217;s a valuation-contagion channel.</p></li><li><p>If Clear Spring has supplied capital to another insurer that must then be withdrawn or written down, that&#8217;s a direct financial contagion channel.</p></li><li><p>If policyholders or counterparties see trouble at one Guggenheim-network insurer and pull business from another, that&#8217;s information/reputational contagion/run-risk.</p></li></ul><h4>Not every &#8220;permitted practice&#8221; is a loophole</h4><p>SFG Bermuda&#8217;s statutory statements contain BMA-granted permitted practices covering embedded derivatives, unrealized asset gains and losses and market-risk-benefit effects. At first glance that sounds like another source of regulatory capital.  But the actual numbers tell a subtler story.</p><p>Those permitted practices increased SFG Bermuda&#8217;s capital and surplus by about $570 million in 2024, and reduced capital and surplus by about $252 million in 2025.</p><p>That sign reversal should make us cautious about treating every occurrence of the words <strong>permitted practice</strong> as evidence of forbearance. Some differences are principally attempts to deal with accounting mismatches between economically related assets and liabilities.</p><p>The question should always be:</p><blockquote><p><strong>What economic risk did the accounting treatment remove from the balance sheet, and did it also remove that risk from the insurer?</strong></p></blockquote><p>If the answer to the second question is no, the capital treatment deserves scrutiny. If the accounting merely removes artificial volatility while the economic capital framework still captures the risk, that is a different story.</p><h3>The broader point</h3><p>This leaves me somewhat more sympathetic to Nemeth and Dubitsky&#8217;s central concern than to some of their specific characterizations.  There really does appear to be a recurring pattern in which the regulatory form of risk changes more than its underlying economics.</p><p>On the asset side:</p><ul><li><p>private equity/JV-like risk &#8594; collateral loan &#8594;  lower RBC</p></li></ul><p>On the liability side:</p><ul><li><p>insurance obligation &#8594; captive reinsurance &#8594; contingent financing or XOL protection &#8594; reserve credit/admitted asset</p></li></ul><p>On the capital side:</p><ul><li><p>contingent future financial support &#8594; state-authorized admitted asset</p></li></ul><p>And at the organizational boundary:</p><ul><li><p>deep economic relationship &#8594; sub-control voting structure &#8594; legally unaffiliated counterparty.</p></li></ul><p>None of those transformations is inherently improper. Most of the examples above appear to operate under rules affirmatively established or approved by regulators.</p><p>That is precisely why the issue is interesting.</p><p style="text-align: center;"><strong><span data-color="#980000" style="color: rgb(152, 0, 0);">Regulatory arbitrage is not the same thing as regulatory evasion.</span></strong></p><p>A sophisticated financial institution should be expected to understand the rules and optimize within them. Indeed, that is one of the things we pay sophisticated financial institutions to do.</p><p>The regulatory question is different:</p><ul><li><p>After all the structuring is finished, does the regulatory representation of the risk still bear a reasonable relationship to the economic loss that would arrive in stress?</p></li></ul><p>And the risk-management question is:</p><ul><li><p>Do I have enough genuinely loss-absorbing capital to survive the economic tail loss, and enough unencumbered liquid assets to meet obligations while the loss is working its way through the balance sheet?&#8221;</p></li></ul><p>That is where I think Nemeth and Dubitsky&#8217;s work leads.</p><p>The Walter investigation started with the more straightforward possibility that economically related exposures were simply classified incorrectly. The wider private-capital insurance story is harder. In many cases the classifications may be entirely correct.</p><p>The more uncomfortable possibility is that the rules themselves permit legal independence, asset classifications and capital resources that look considerably less independent or considerably less robust when viewed economically.</p><p>And that is a much bigger question than whether somebody filled out the affiliate column incorrectly.</p>]]></content:encoded></item><item><title><![CDATA[Perspective on Risk - Aug. 24, 2026 (Duration Constraints)]]></title><description><![CDATA[Greg Ip cites work by Lustig and Caballero in his &#8220;The Treasury Market&#8217;s Coveted Status as a Safe Haven Is Fading&#8221; (WSJ). I take a dive into the papers and they revise some of my previous thinking.]]></description><link>https://perspectiveonrisk.substack.com/p/perspective-on-risk-aug-24-2026-duration</link><guid isPermaLink="false">https://perspectiveonrisk.substack.com/p/perspective-on-risk-aug-24-2026-duration</guid><dc:creator><![CDATA[Brian Peters]]></dc:creator><pubDate>Mon, 24 Aug 2026 13:55:03 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!i8K7!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F34281387-c86c-4f39-ad8e-4974aec5857a_589x660.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p></p><p>The U.S. national debt crossed $40 trillion last week, which has generated the predictable round of very large-number journalism. The number is real, but not especially useful. </p><p>At almost exactly the same time, perhaps as a knee-jerk reaction, long-dated Treasury yields rose. And Treasury Secretary Scott Bessent responded with an unscheduled announcement that Treasury would at least double its purchases of older long-dated bonds. If this sounds dramatic, the actual quantities are almost comically small. </p><p>Tony Nagle at the FT chooses mockery in his evaluation of Treas. Sec. Bessent&#8217;s performance in <a href="https://www.ft.com/content/150aa8bf-54d1-448f-bdc9-14152ce3d76c?shareType=nongift">The US Treasury is buying long bonds, but not very many</a>  He subheads the piece:</p><blockquote><p>Speaking loudly but wielding a teeny-tiny stick</p></blockquote><p>Katie Martin at the FT went for ridicule in <a href="https://www.ft.com/content/b9e7a620-1018-4004-a3b0-3c85d494d21d?accessToken=zwAAAaAqEsp2kdO556YgEBhABNOjsDyF1JTSHQ.MEQCIBTLKXshOF3ojbFFVqizrS0lwcvzjI087j-WcZ27S-_KAiBhGkrzj3RpbVI9RNFRRPH3B3FJgyvoW-trvDVoniw3BA&amp;segmentId=e95a9ae7-622c-6235-5f87-51e412b47e97&amp;shareId=6091bc24-84b9-4a91-90e4-7e0f583f770f&amp;shareType=enterprise&amp;syn-25a6b1a6=1">Bossing the bond market around never works</a></p><blockquote><p>Scott Bessent&#8217;s running battle with the bond market is starting to look like his boss&#8217;s war in Iran &#8212; started by his own hand with a tangled set of objectives, an underestimated opponent and an implausible path to victory. And like the conflict in the Middle East, we are all going to suffer its effects.</p></blockquote><p>Greg Ip chooses violence in <a href="https://www.wsj.com/finance/investing/the-treasury-markets-coveted-status-as-a-safe-haven-is-fading-c68fed93">The Treasury Market&#8217;s Coveted Status as a Safe Haven Is Fadin</a>g (WSJ) :</p><blockquote><p>.. investors no longer flee to the safety of Treasurys during stress periods as they once did. .. All of this, he argues, shows Treasurys are seen as less safe.</p><p>So rather than address the fundamentals behind higher yields, Bessent has turned to fiddling with the bond market itself. </p></blockquote><p>But Mr. Ip also did me a service by citing two new papersthat I hadn&#8217;t seen:</p><ol><li><p><a href="https://economics.mit.edu/sites/default/files/2026-06/thesafedebtlaffercurve.pdf">The Safe-Debt Laffer Curve</a> (Caballero)</p></li><li><p><a href="https://www.economicstrategygroup.org/wp-content/uploads/2026/08/Lustig-2.pdf">America&#8217;s Risky Debt: What Markets See That Policymakers Don&#8217;t</a> (Lustig)</p></li></ol><p>Now, I&#8217;ve spent a fair amount of time in these Perspectives thinking about the erosion of the dollar&#8217;s exorbitant privilege. My position has changed/evolved along the way, most recently toward something like this: </p><p style="text-align: center;"><span data-color="#980000" style="color: rgb(152, 0, 0);">the dollar is not being displaced so much as de-propped. </span></p><p>Dollar usage remains extraordinary, and in some measures is setting records. But several of the structural mechanisms that once generated almost automatic demand for dollar assets have weakened, while the premium investors were willing to pay to hold Treasuries has declined or disappeared.</p><p>The two new papers, both by really good economists, one by Stanford&#8217;s Hanno Lustig and one by MIT&#8217;s Ricardo Caballero, make me update my views yet again.</p><p>The update is not that the dollar has stopped being the world&#8217;s safe asset.  It is that the safe asset increasingly has a duration problem.</p><p>And underneath that sits a still more interesting idea: </p><p style="text-align: center;"><span data-color="#980000" style="color: rgb(152, 0, 0);">Perhaps safety itself is not simply an attribute of U.S. government debt. Perhaps it is something the financial system has to produce.</span></p><h4>The Safe Asset Has Shortened</h4><p>Lustig&#8217;s paper, <a href="https://www.economicstrategygroup.org/publication/americas-risky-debt-what-markets-see-that-policymakers-dont/">America&#8217;s Risky Debt: What Markets See That Policymakers Don&#8217;t</a>, starts with a fairly sweeping claim. </p><blockquote><p>For decades, the US has been the world&#8217;s safe-asset provider, and the dollar has been the world&#8217;s reserve currency. As a result, global investors were willing to pay a premium for US Treasurys. US taxpayers benefited because this premium lowered the federal government&#8217;s cost of funding. That premium has been eroded in the last few years. Pre-2020, the safe-asset model was a good fit: Treasurys traded at a premium to close substitutes, hedged equity risk, and rallied during stress episodes. Post-2020 each of these predictions has failed. First, US Treasurys are no longer expensive compared to close substitutes like German sovereign bonds or AAA US corporate bonds, especially at longer maturities. Second, the US stock&#8211;bond correlation turned positive in 2020. US Treasury allocations no longer hedge the equity risk in an investor&#8217;s portfolio. Third, there is increasing evidence that investors no longer flee to the safety of Treasurys when volatility spikes in financial markets.</p></blockquote><p>I have documented much of that before, particularly the decline in the Treasury convenience yield and the strange behavior of the dollar and Treasuries during the April 2025 tariff shock. But a finding Lustig discusses from work by Viral Acharya and Toomas Laarits adds an important aspect that I hadn&#8217;t seen discussed.</p><p>The deterioration is maturity-specific.</p><blockquote><p>First, the [stock-bond correlation] correlation flip loads on the wrong component of the yield. &#8230; decompose the Treasury yield into a frictionless risk-free rate, a credit-risk component proxied by the sovereign CDS spread, and the Treasury premium/convenience yield, and then decompose the aggregate stock&#8211;bond covariance into the three corresponding terms. The covariance attributable to the Treasury premium component does most of the work. Supply shocks move expected inflation and real rates, and that is where a change in the shock mix should show up in the covariance. It does not.</p><p>Second, the flip is maturity-specific in a way a macro shock mix cannot easily generate.  &#8230; the rise in stock&#8211;bond covariance is concentrated in the Treasury premium component of long bonds, while the short end of the curve retained both its Treasury premium and its hedging property accompanied by a rotation of safe-asset investors toward shorter maturities.  The shock mix does not explain why the ten-year should stop hedging while the two-year continues to. Duration-specific fiscal risk does exactly that, and the same term-structure signature appears twice more in this paper</p></blockquote><p>Let&#8217;s see if I can put this more simply: during the April 2025 shock, the increase in stock-bond covariance was concentrated in the Treasury-premium component of longer-duration bonds, and the short end retained substantially more of both its Treasury premium and its hedging characteristics, and safe-asset investors rotated toward shorter maturities. A shift in the mix of inflation, supply and demand shocks has trouble explaining why the ten-year stops hedging while the two-year continues to do so. It&#8217;s due to duration-specific fiscal risk.</p><p>The same pattern turns up elsewhere in his evidence. U.S. Treasuries used to trade at lower yields than currency-hedged G10 sovereign bonds. Over 2017&#8211;2025, that premium averaged minus 18 basis points at five years and minus 22 basis points at ten years, meaning the foreign sovereigns, swapped back into dollars, were actually yielding less. The reversal is concentrated at the longer maturities.</p><p>Treasury is reacting to this. According to Lustig&#8217;s preferred measure, marketable debt that has to be absorbed by private investors rather than by the Fed, the bill share reached 25.2% in April 2026, above the 15&#8211;20% range historically recommended by the Treasury Borrowing Advisory Committee (TBAC).</p><p>That insight resolves some tensions in my earlier Perspectives. Dollar settlement and dollar borrowing can remain dominant. Central banks can still want highly liquid dollar claims. Investors can still want dollar liquidity. Yet investors can simultaneously demand much more compensation for holding thirty years of U.S. fiscal duration.</p><p style="text-align: center;"><span data-color="#980000" style="color: rgb(152, 0, 0);">The dollar&#8217;s safe-asset franchise has not disappeared. It has shortened.</span></p><p>The market is only allowing the exorbitant-priviledge associated with USD debt at shorter maturities due to the weakenned US fiscal position. It wants increased compensation from the US for the long-term.</p><h4>Safety Is Something We Produce</h4><p>Caballero&#8217;s <a href="https://economics.mit.edu/sites/default/files/2026-07/thesafedebtlaffercurve_july2026.pdf">The Safe-Debt Laffer Curve</a> is the second paper Ip mentioned.  Caballero is one of the economists most associated with the old &#8220;safe asset shortage&#8221; thesis: the world wanted more safe assets than it could produce, which allowed Treasuries to trade at unusually high prices and unusually low yields.  Now he thinks it through in the opposite direction.</p><blockquote><p>This paper develops a model in which safe public debt can become a drag on aggregate activity even when the sovereign is solvent and its debt remains safe. Solvency rules out default, but it does not make safety costless: safe-asset services require rollover support, market-making, and balance-sheet capacity. As debt rises, safe-asset services become more costly to produce, and their marginal cost can overtake the wealth effect of additional issuance. </p></blockquote><p>The key move is to stop treating Treasury safety as free.</p><blockquote><p>Safe public debt is jointly produced. The fiscal authority supplies the promise, but the financial system supplies the market-making, warehousing, and rollover capacity.</p></blockquote><p>Congress creates the security, but somebody still has to warehouse it, finance it, make markets in it, hedge it, repo it and ultimately absorb its duration. Those functions consume scarce balance sheet.</p><p>Caballero calls the compensation required to mobilize that capacity the Treasury absorption premium. As the debt stock gets larger relative to the balance sheet available to absorb it, producing another unit of safe Treasury debt becomes progressively more expensive.</p><p>Caballero estimates that the marginal cost of producing safe Treasury claims rose from roughly <strong>80 basis points in 2015 to 187 basis points in the first quarter of 2026</strong>. On his benchmark calibration, the remaining &#8220;safe-debt margin,&#8221; the distance to the theoretical peak at which additional issuance stops adding to aggregate demand, has fallen from about 250 to 143 basis points.</p><p>Measured Treasury premia account for 48 basis points of the increase in marginal cost. The growth of the privately held coupon stock accounts for another 56 basis points through duration repricing. The private coupon float itself grew from roughly $7.5 trillion to $17.6 trillion.  Size matters (in long-dated issuance) ;&#8594;</p><p>In July I argued that because the convenience-yield deterioration began well before Liberation Day and appeared in measures not obviously explained by Treasury-market technicals, it was not a Treasury-supply story.  Now I would say that it&#8217;s not <em><strong>just</strong></em> a Treasury-supply story. </p><p>Institutional credibility, inflation risk and fiscal policy matter. But Caballero supplies a credible mechanism through which a sufficiently large increase in Treasury duration can itself erode the premium. Supply must be absorbed through a financial system whose risk-bearing capacity has not grown proportionately.</p><p>And if Caballero&#8217;s model is correct, reducing the relevant balance-sheet constraint on banks is one way of maintaining the ability to help handle the market-making, warehousing, and rollover capacity issues associated with producing safe debt.</p><p style="text-align: center;"><span data-color="#980000" style="color: rgb(152, 0, 0);">Exorbitant privilege used to mean that issuing more Treasuries created more safe assets. Now be issuing claims faster than the system can cheaply make them behave like safe assets.</span></p><h4>The Cayman Islands Were Sending an Invoice</h4><p>Lustig and Caballero have also caused me to rethink another framing I have used.</p><p>In May I described the changing Treasury investor base as a collection of contingent supports. Foreign official holdings have declined as a share of the market. Hedge funds have become the important marginal buyers. Repo and the basis trade connect those positions to dealer and bank balance sheets. </p><p>From Lustig&#8217;s paper, the net short Treasury-futures position of CFTC &#8220;leveraged funds,&#8221; a rough proxy for the cash-futures basis trade, rose from essentially zero in 2014 to $612 billion in 2019, collapsed during March 2020, and then rebuilt to $1.15 trillion by the end of 2025. At the same time, foreign official holdings have become a much smaller part of foreign Treasury ownership: about 72% in 2010 versus roughly 42% at the end of 2025.</p><p>Caballero changes how to read these changes.  The basis trade isn&#8217;t simply an alternative buyer replacing the central banks that used to absorb Treasuries.  It is also part of the production function.</p><p>The cash Treasury is bought, the futures exposure is sold, the position is financed through repo, dealer balance sheet is consumed and leverage is applied. The Treasury gets its marginal buyer, but only because an increasingly elaborate intermediation chain makes the economics work.</p><p>Unlike a foreign reserve manager accumulating Treasuries for policy reasons, the investor submitting that invoice is intensely sensitive to price, leverage, volatility, margin and repo financing.</p><h4>Every Story Needs an AI Angle</h4><p>And every story I write these days has a demographic angle.</p><p>In the short-run, there is only so much capacity to absorb long-duration paper.  The Treasury and the private-sector are competing for this capacity.</p><p>Barclays expects roughly $1.9 trillion of investment-grade corporate issuance this year, much of it associated with the enormous AI capital-expenditure boom. Ip cites it as one reason Treasury yields have been under pressure. Katie Martin reports that the long-duration tech issuance has become large enough that some European sovereign borrowers have altered issuance timing to avoid colliding with Big Tech deals.</p><p style="text-align: center;"><strong><span data-color="#980000" style="color: rgb(152, 0, 0);">The constraint is  how much duration the global financial system can warehouse at a given price.</span></strong></p><p>But it shouldn&#8217;t necessarily be this way.  With the US&#8217;s demographic and income profile we should be running a small surplus, particularly this long into an expansion.</p><h4>Two Models of Treasury Debt</h4><p>Lustig argues that market participants and policymakers are increasingly using different models of Treasury debt.</p><ul><li><p>Markets are moving toward a risky-debt model: bad fiscal news means bondholders themselves may bear some of the adjustment through inflation, higher term premia or lower Treasury convenience yields.</p></li><li><p>The Fed and financial regulators largely retain a safe-debt model: Treasuries are treated as fundamentally safe, and violent moves in Treasury prices are therefore naturally diagnosed as market dysfunction.</p></li></ul><p>His formulation is deliberately stark:</p><blockquote><p>The two models generate opposite policy prescriptions when yields rise.</p></blockquote><p>Under one model, the selloff is a broken market and the Fed should intervene.  Bessent has said:</p><blockquote><p>We believe that the yields don&#8217;t reflect the underlying fundamentals.<a class="footnote-anchor" data-component-name="FootnoteAnchorToDOM" id="footnote-anchor-1" href="#footnote-1" target="_self">1</a></p></blockquote><p>Under the other, the selloff is the market working.  Warsh has said:</p><blockquote><p>Market participants are learning to play the ball, not the referee, and market prices will continue to respond in the direction and magnitude they see fit. This is, in my view, a change for the better, and we&#8217;re just getting started.<a class="footnote-anchor" data-component-name="FootnoteAnchorToDOM" id="footnote-anchor-2" href="#footnote-2" target="_self">2</a></p></blockquote><p>The empirical evidenceis pretty strong: on days in which markets receive unusually large news about future federal deficits. Treasury yields respond. Almost all of that sensitivity appears after 2020. The adjustment comes through higher term premia, higher long-run inflation expectations and lower convenience yields, not through materially higher sovereign CDS spreads or short rates.</p><p style="text-align: center;"><span data-color="#980000" style="color: rgb(152, 0, 0);">The market is not principally pricing U.S. default. It is pricing inflation risk, duration risk and the declining specialness of the security.</span></p><p>That looks very much like what is happening at the long end now.</p><h4>Another Position (Basis Trade Backstop) I Need to Revisit</h4><p>In earlier Perspectives on Treasury-market plumbing, I was relatively sympathetic to proposals for a standing Fed facility capable of backstopping the Treasury basis trade. My reasoning was straightforward: if a leveraged but fundamentally arbitrage-like trade has become structurally important to Treasury intermediation, designing the response mechanism before the rvrnt is better than improvising it during the fire, as we had to do during the GFC.</p><p>I am less comfortable with that position after reading Lustig.</p><p>But Lustig points out that fiscal deterioration and market plumbing are not independent problems. Fiscal news raises long yields. The yield move creates mark-to-market losses and margin calls among leveraged intermediaries. Those intermediaries begin selling. The Fed then intervenes because market functioning has deteriorated.</p><p>If the Fed repeatedly absorbs the price-signal to suppress a potential plumbing issue, Lustig argues the result is implicit fiscal dominance: the central bank gradually becomes responsible for ensuring that the private financial system can absorb whatever quantity of government debt the fiscal authority chooses to issue.</p><p>This is very close to the &#8220;stealth monetization&#8221; mechanism I worried about last year with SLR relief plus Standing Repo Facility access. But Lustig forces an uncomfortable extension of it: a facility I had regarded primarily as a financial-stability improvement could become part of the same loop.</p><p>And a major part of the problem is that, at a particular moment, the liquidity-versus-fiscal distinction is impossible to draw in real time.  </p><p>So I would revise rather than reverse my prior.  A basis-trade backstop may still make sense if it is designed to preserve market functioning without guaranteeing the price of duration. Similarly, SLR reform that frees balance sheet for matched-book repo and market-making is conceptually different from a blanket capital concession for banks that simply hold long-duration Treasuries.  That distinction now seems much more important to me than it did eighteen months ago.</p><p>But it should also concern us that the size of the hedge-fund-as-buyer-of-second-to-last-resort has become so larger and continues to grow.  It is the symptom, not the cause, and unfortunately the fiscal authorities may be viewing it as the cure rather than the symptom!</p><h4>Caballero Versus Lustig (Just because we can doesn&#8217;t mean we should)</h4><p>So Caballero&#8217;s model says the system needs more intermediation capacity. Increase that capacity and the absorption premium falls; the effective constraint on safe-debt issuance moves outward.  Lustig says: be careful.</p><p>If every constraint on Treasury absorption is met by expanding the financial system&#8217;s capacity to absorb it,  first through regulatory accommodation and ultimately through official backstops, you risk eliminating the market signal and discipline forcing the fiscal authority to confront the cost of its decisions.</p><ul><li><p>Caballero is asking how to make the financial system capable of intermediating a growing stock of safe debt.</p></li><li><p>Lustig is asking whether we should continuously expand that capability if doing so allows Congress to mistake subsidized financing capacity for genuine fiscal space.</p></li></ul><h4>Full Circle Back to Bessent</h4><p>This brings us back to last week&#8217;s tiny Treasury buyback.</p><p>For decades Treasury debt management has been built around regular and predictable issuance. </p><p>But Bessent announced the expanded buybacks outside the normal refunding schedule, only two weeks after Treasury had told investors what it planned to issue. Treasury typically has tried to follow the guidance it gets from TBAC.</p><p style="text-align: center;"><span data-color="#980000" style="color: rgb(152, 0, 0);">Treasury itself increasingly behaves as if the long end is the scarce part of the franchise.</span></p><h4>One Last Warning Light</h4><p>Last year, during the strange Treasury and dollar behavior around Liberation Day, I quoted the Goldman warning that the truly concerning configuration would be sustained periods in which Treasury yields rise while the dollar falls. That would look less like an inflation or term-premium adjustment and more like foreign investors reconsidering U.S. assets themselves.</p><p>Last week that warning light flashed.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="/__u/substackcdn.com/image/fetch/$s_!i8K7!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F34281387-c86c-4f39-ad8e-4974aec5857a_589x660.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="/__u/substackcdn.com/image/fetch/$s_!i8K7!, /__u/perspectiveonrisk.substack.com/w_424, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, 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/__u/substackcdn.com/image/fetch/$s_!i8K7!, /__u/perspectiveonrisk.substack.com/w_1456, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F34281387-c86c-4f39-ad8e-4974aec5857a_589x660.png 1456w" sizes="100vw"><img src="/__u/substackcdn.com/image/fetch/$s_!i8K7!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F34281387-c86c-4f39-ad8e-4974aec5857a_589x660.png" width="589" height="660" 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/__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F34281387-c86c-4f39-ad8e-4974aec5857a_589x660.png 1272w, /__u/substackcdn.com/image/fetch/$s_!i8K7!, /__u/perspectiveonrisk.substack.com/w_1456, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F34281387-c86c-4f39-ad8e-4974aec5857a_589x660.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg aria-hidden="true" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p>Katie Martin&#8217;s chart around the Bessent announcement shows the 30-year yield rising, the dollar falling, and both gold and the Swiss franc strengthening.</p><p>I wouldn&#8217;t declare that the world&#8217;s savings are heading for the exits. But April 2025 in no longer an anomaly either.</p><p>But I don&#8217;t know whether this is a dollar-demand issue, or a balance-sheet capacity issue.  Those are not the same thing.  It may be neither an either/or nor a distinction we can yet resolve from prices. A dollar-demand problem says foreigners no longer want U.S. claims. A capacity problem says they may still want dollar claims, but the marginal financial system no longer wants to warehouse U.S. duration at the old price. The second is much less dramatic. It may also be the one we are actually observing.</p><p style="text-align: center;"><span data-color="#980000" style="color: rgb(152, 0, 0);">The reserve-currency question and the Treasury-duration question are no longer the same question.</span></p><div class="footnote" data-component-name="FootnoteToDOM"><a id="footnote-1" href="#footnote-anchor-1" class="footnote-number" contenteditable="false" target="_self">1</a><div class="footnote-content"><p><a href="https://www.cnbc.com/2026/08/20/bessent-says-treasury-buyback-operation-could-be-more-than-4-billion.html">Bessent says Treasury buyback operation could be more than $4 billion</a> (CNBC)</p></div></div><div class="footnote" data-component-name="FootnoteToDOM"><a id="footnote-2" href="#footnote-anchor-2" class="footnote-number" contenteditable="false" target="_self">2</a><div class="footnote-content"><p>July 29 post-FOMC press conference</p></div></div>]]></content:encoded></item><item><title><![CDATA[Perspective on Risk - Aug. 21, 2026 (Private Credit, Insurance & the SEC)]]></title><description><![CDATA[A primer on the Mark Walter, Delaware Life, Guggenheim, private credit story]]></description><link>https://perspectiveonrisk.substack.com/p/perspective-on-risk-aug-21-2026-private</link><guid isPermaLink="false">https://perspectiveonrisk.substack.com/p/perspective-on-risk-aug-21-2026-private</guid><dc:creator><![CDATA[Brian Peters]]></dc:creator><pubDate>Fri, 21 Aug 2026 22:01:37 GMT</pubDate><content:encoded><![CDATA[<p>If you&#8217;ve heard anything about this, it is most likely in connection with the LA Dodgers and Lakers, from articles such as <a href="https://www.wsj.com/finance/walter-dodgers-lakers-investigation-3e114ef9">The Web of Hidden Deals That Snared the Dodgers Owner in a Federal Probe</a> (WSJ).  I wanted to write a bit of a primer for those of you who haven&#8217;t been following the excellent work of Nick Nemeth (<a href="/__u/substack.com/@nemonomics">Mispriced Assets</a>) and <a href="/__u/substack.com/@hunterbrook">Hunterbrook Media</a> in understanding the goings-on of Mark Walter and Delaware Life. In particular, for a more detailed understanding of what is publicly known, read:</p><ul><li><p><a href="/__u/substack.com/@nemonomics/p-211134404">The Numbers Person</a></p></li><li><p><a href="/__u/substack.com/home/post/p-208604895">The Cash Machine</a> (Mispriced Assets)</p></li><li><p><a href="https://newsletter.hntrbrk.com/p/exclusive-walter-and-twg-global-likely">Exclusive: Walter and TWG Global Likely Can&#8217;t Use CVNA for Liquidity. Citi Already Secured It.</a> (Hunterbrook Media)</p></li><li><p><a href="/__u/substack.com/home/post/p-211479117">Guggenheim&#8217;s Quiet Owner: $130B Insurance Giant Dodges Walter Drama Tied to Lakers Sale</a> (Hunterbrook Media)</p></li><li><p>The WSJ and Bloomberg articles linked in the post.</p></li></ul><p>Anyway, this is just a primer, in case things here go sideways.</p><h3>The Walter&#8211;Guggenheim&#8211;Delaware Life Puzzle</h3><h4>Who is Mark Walter?</h4><p><a href="https://en.wikipedia.org/wiki/Mark_Walter">Mark Walter</a> is the CEO of <a href="https://en.wikipedia.org/wiki/Guggenheim_Partners">Guggenheim Partners</a>, which is a mid-sized investment bank.  Importantly for this evolving story, Mr. Walter has substantial interests outside of Guggenheim, quite a bit through a company called TWG Global.  Among other things, TWG Global is the controlling shareholder of Delaware Life Holdings.</p><p>This story, in at least part, will be about the financial architecture he built over two decades encompassing Guggenheim Partners, insurance company balance sheets, private credit, and other businesses he controls.</p><p>Delaware Life is an insurer with $4.0 billion of capital and surplus. Note this for later.</p><p>Earlier this year, two Walter-controlled insurers, Delaware Life and Clear Spring Life and Annuity,  received federal grand-jury subpoenas. An internal review determined that billions of dollars of investments were misclassified as &#8220;unaffiliated&#8221; when they were in fact &#8220;related-party&#8221; investments.  Federal prosecutors and the SEC are now examining how the transactions were structured and disclosed.  There is already enough evidence to say that something significant went wrong. There is no<strong>t</strong> yet enough evidence to say exactly what or why.</p><p>At one end of the spectrum, this could prove to be an extraordinary failure of accounting, governance and related-party controls. At the other, prosecutors appear to be exploring whether apparently independent intermediaries and special-purpose vehicles were deliberately used to conceal the true economic relationship between Walter&#8217;s insurers and businesses elsewhere in his empire.</p><h4>Background</h4><p>We&#8217;ve discussed the private credit / life insurance nexus before,as recently as <a href="/__u/perspectiveonrisk.substack.com/p/perspective-on-risk-aug-13-2026-private?utm_source=publication-search">a week ago</a>.  And I&#8217;m on the record that I think this is a potentially superior way to fund these loans than the traditional banking system.</p><p>Life insurers and annuity companies collect large pools of relatively predictable, long-duration liabilities. Alternative asset managers realized that an insurer could become a powerful source of long-term funding for private credit, earning themselves tens of billions of dollars of assets under management along the way.</p><p>Apollo&#8217;s relationship with Athene is probably the best-known modern example. KKR, Brookfield and others have built variations on the same model.</p><p>Walter and Guggenheim were early practitioners.</p><p>After the financial crisis, Guggenheim built Clear Spring Life and helped executives acquire or recapitalize several other insurers, including Delaware Life, Security Benefit and EquiTrust.</p><p>Two Guggenheim executives may pop up as things develop: Dan Towriss was hired by Guggenheim in 2009 to help Walter acquire insurance companies, and Andrew Kenney, Delaware Life&#8217;s current chief investment officer, whopreviously ran Guggenheim&#8217;s Private Credit Group.</p><p>Today&#8217;s companies are legally distinct. Guggenheim Partners is the asset manager, still led by Walter. TWG Global is Walter&#8217;s broader investment holding company. Group 1001 contains Delaware Life, Clear Spring and other insurance businesses.</p><h4>What Delaware Life has already told us</h4><p>In February, Delaware Life and Clear Spring received grand-jury subpoenas from the U.S. Attorney&#8217;s Office for the Southern District of New York. Delaware Life says it understands the investigation to concern whether certain private-credit investments introduced to Delaware Life and Clear Spring by an affiliate should have been treated as affiliated or related-party transactions.</p><p>After receiving the subpoenas, Delaware Life conducted its own internal investigation. It found errors, large errors.  At the end of 2024, Delaware Life had $9.53 billion of private-credit investments that, after restatement, were judged to be <strong>&#8220;</strong>predominantly contingent on the performance of affiliates.<strong>&#8221;</strong></p><p>By the end of 2025, the number was $16.37 billion.  At June 30, 2026, it was $16.82 billion. Delaware Life also disclosed an additional ~$821 million of funding-agreement and trust-note structures whose repayment similarly depends predominantly on affiliates.</p><p>$16.8 billion in investments &#8220;predominantly contingent on affiliates&#8221; compared with $4.0 billion of capital and surplus.</p><p>The $16.8 billion is not the direct investments in affiliates, that figure is only $1 billion, it&#8217;s something elset. These are investments with nominal counterparties that may not themselves be affiliates, but where Delaware Life has concluded that the investment&#8217;s return depends predominantly on related parties. That is the heart of the concern.</p><p>The issue is not principally:</p><ul><li><p>Delaware Life lent $17 billion directly to companies called &#8220;Mark Walter Holdings.&#8221;</p></li></ul><p>It is closer to:</p><ul><li><p>Delaware Life lent to Company A, but Company A&#8217;s ability to repay ultimately depended upon Company B, and Company B was economically connected to Walter.</p></li></ul><p>This is why the identities and functions of the entities sitting between the insurer and the ultimate economic exposure now matter so much.</p><h4>OK, But who are the intermediary companies?</h4><p>According to <a href="https://www.wsj.com/finance/prosecutors-focus-on-four-businesses-tied-to-dodgers-owner-mark-walter-965e382b">Prosecutors Focus on Four Businesses Tied to Dodgers Owner Mark Walter</a> (WSJ), investigators have focused on four firms: ABS Capital, Amistad Financial, Bradford Allen and Hudson Trading.</p><p>The Journal reports that proceeds from loans made by Walter&#8217;s insurers passed through entities purportedly controlled by these firms before reaching other Walter-linked businesses.</p><ul><li><p>ABS was founded by former Guggenheim executives. As far back as 2016, a Guggenheim compliance lawyer reportedly became concerned that some Walter investments appeared to be financed through ABS and identified a maze of LLCs that appeared to function as Walter vehicles.</p></li><li><p>Amistad owns EquiTrust, itself descended from the old Guggenheim insurance network. Delaware Life and Clear Spring filings contain loans to Amistad-related financing vehicles.</p></li></ul><p>Bradford Allen has had longstanding business relationships with Walter and Guggenheim, but nothing <em>per se</em> wrong with that.  Hudson remains less transparent publicly.</p><p>None of that establishes wrongdoing. An &#8220;unaffiliated&#8221; counterparty is not required to be a stranger with no prior commercial relationship.</p><p>But it raises the central question:</p><p>Were these firms genuinely independent counterparties assuming economic risk, or did some of their entities principally function as conduits between insurance capital and Walter-related businesses?</p><h4>The Guggenheim angle</h4><p>According to <a href="https://www.wsj.com/finance/regulation/federal-probe-into-dodgers-owners-financial-empire-was-sparked-by-whistleblower-013b0053">Federal Probe Into Dodgers Owner&#8217;s Financial Empire Was Sparked by Whistleblower</a> (WSJ), the current inquiry began not with  a whistleblower complaint inside Guggenheim Investments concerning the accounting for advisory contracts at Guggenheim Private Investments, or GPI.  The original issue reportedly involved a Middle Eastern financing transaction and questions about how Guggenheim recognized revenue.</p><p>Payments associated with those advisory contracts reportedly led investigators to ABS, Amistad, Bradford Allen and Hudson. Investigators then discovered connections between entities associated with those same firms and loans from Walter-controlled insurers into Walter-related businesses.</p><p>This week, according to <a href="https://www.ft.com/content/7069ffff-9534-489d-bf25-9965a1bc48bc?syn-25a6b1a6=1">Guggenheim loan trades in distressed territory after investor call</a> (FT)  a $1.2 billion loan to a vehicle affiliated with Guggenheim Investments fell from roughly 96 cents to about 78 cents on the dollar following a lender call that failed to reassure creditors.</p><p>According to the article, Guggenheim Private Investments reportedly has only four clients, two of which are affiliated with Walter&#8217;s wider businesses. Delaware Life and Clear Spring are not among the four.</p><p>At June 30, GPIM formally managed only about <strong>$2.52 billion</strong> of Delaware Life investments, and just $3.4 million of the company&#8217;s reported related-party investments.  That sounds inconsistent with a $16.8 billion problem.</p><p>But &#8220;assets managed by GPIM&#8221; does not capture all the roles Guggenheim entities can play.</p><p>One transaction, reconstructed by Nick Nemeth (<a href="/__u/substack.com/@nemonomics/p-208604895">The Cash Machine</a>) from statutory filings, is PDIF GCF CLO 2022-1, a roughly $438 million CLO managed by Guggenheim Corporate Funding. Delaware Life reportedly <strong>owns the entire capital structur</strong>e, from senior securities  through the first-loss residual.  This is a bit strange, but we don&#8217;t yet know exactly why this occurred.</p><p>That is economically quite different from Delaware Life buying a normal syndicated CLO in which independent investors establish market prices across the capital structure.</p><h2>The rating-agency angle</h2><p>A while ago we discussed the role of smaller rating agencies in rating private credit, particularly as these ratings helped determine capital requirements.  Egan-Jones was the main focus of these discussions.  Now Egan-Jones is popping up in this emerging story.</p><p><a href="https://www.bloomberg.com/news/articles/2026-08-20/to-probe-mark-walter-s-business-doj-sought-egan-jones-records">To Probe Mark Walter&#8217;s Business, DOJ Sought Egan-Jones&#8217; Records</a> (Bloomberg) reported this week:</p><blockquote><p>The Justice Department has gathered records of Egan-Jones Ratings Co.&#8217;s work with at least two insurers Walter controls, Delaware Life Insurance Co. and Clear Spring Life and Annuity Co., according to people with knowledge of the matter, who asked not to be identified discussing the sensitive inquiries. </p></blockquote><p>Further reporting:</p><blockquote><p>Delaware Life and Clear Spring are among the only four US life insurers that had more than 15% of their bond portfolio rated by Egan-Jones, the industry data show.</p></blockquote><blockquote><p>At the end of last year, the firm was the lone provider of ratings on about 16% of the $32 billion of bonds in Delaware Life&#8217;s portfolio &#8230; [and at] the much smaller Clear Spring insurer, at least 50% of its $6.3 billion bond book was exclusively rated by Egan-Jones, the data show.</p></blockquote><p>The insurers&#8217; reliance on Egan-Jones was unusually heavy.</p><p>Again, why does that matter?  Because the rating can be part of the regulatory economics: investment-grade bonds can require substantially less capital than equity or other high-risk private investments. </p><h4>Three possible explanations</h4><p>I don&#8217;t want to speculate too much at this time.  Perhaps this has a rational explaination, or perhaps this is the tip of an iceberg, we just don&#8217;t yet know.  At this stage I think there are three broad hypotheses.</p><p><strong>The first is a control failure.</strong> Delaware Life and Clear Spring may simply have applied too narrow or legalistic a definition of affiliation. Complex private-credit structures proliferated faster than related-party controls evolved, and management, auditors and regulators failed to look through the legal counterparties to the ultimate source of repayment.</p><p><strong>The second is regulatory engineering.</strong> The structures may have been intentionally designed to remain outside formal affiliate classifications and to achieve attractive capital treatment, with participants believing that they complied with the letter of the rules even while creating economic exposures the rules were intended to capture.</p><p><strong>The third is deliberate concealment.</strong> Intermediaries and SPVs may have been used specifically to disguise transactions everyone understood were economically related-party financing, with disclosures designed to prevent regulators from seeing that connection.  That is much more serious and appears to be one of the questions federal investigators are examining.</p><p>We do not currently know which explanation best fits the facts. Different transactions may ultimately have different answers.</p><h4>What we should not conclude</h4><p>There are several temptations worth resisting.</p><p>First, $16.8 billion of related-party exposure does not mean $16.8 billion of losses. The accounting correction principally changed the classification of the investments, not their carrying values. We still know remarkably little about the actual credit quality of many underlying borrowers.</p><p>Second, we should not assume that every opaque LLC is a sham. Purpose-built SPVs are routine in private credit and structured finance. The relevant question is what economic function each one performed.</p><p>Third, the evidence does not establish that Guggenheim originated or controlled the entire Delaware Life portfolio. The emerging evidence suggests Guggenheim&#8217;s role may be materially broader than the formal GPIM management numbers indicate, but its precise scope remains unknown.</p><p>Fourth, Egan-Jones being subpoenaed does not make Egan-Jones a participant in wrongdoing. The company explicitly says it is not a subject or target of the investigation.</p><p>Finally, no criminal charges have been brought against Walter or the companies at the center of the story. Investigations often end more quietly than they begin.</p><h4>Why I think this matters</h4><p>The reason to follow the story is not Mark Walter, although ultimately it could be.</p><p>The larger issue is whether the modern marriage of insurance and private credit contains conflicts that become difficult for conventional insurance regulation to see.  One of the most interesting papers from the subprime crisis was, at least for me, Ashcraft and Schuermann&#8217;s <a href="https://www.newyorkfed.org/medialibrary/media/research/staff_reports/sr318.pdf">Understanding the securitization of subprime mortgage credit</a> (FRBNY) that detailed the market microstructure of subprime credit.  We need the same for private credit: Adam, Til?</p><p>Separate legal entities can obscure economic commonality.  A portfolio can look diversified on paper while ultimately depending on a much smaller number of economic actors.  My key question is:</p><ul><li><p>Was legal separateness repeatedly mistaken for economic independence, or was legal separateness deliberately used to manufacture the appearance of economic independence?</p></li></ul><p>The investigation may eventually answer that.</p><p>For now, the disclosure failure is real, the financial architecture is increasingly visible.  Is this the tip of an iceberg? Or will the producers throw us a plot twist along the way?</p><p>Perhaps we need to move the Private Credit warning level up to Defcon 2.</p>]]></content:encoded></item><item><title><![CDATA[Perspective on Risk - Aug. 19. 2026]]></title><description><![CDATA[Some Financial Stability Near-Misses, Regulators Behaving Badly]]></description><link>https://perspectiveonrisk.substack.com/p/perspective-on-risk-aug-19-2026</link><guid isPermaLink="false">https://perspectiveonrisk.substack.com/p/perspective-on-risk-aug-19-2026</guid><dc:creator><![CDATA[Brian Peters]]></dc:creator><pubDate>Wed, 19 Aug 2026 14:47:08 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!XMNR!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4594bdf3-8c48-49e1-858b-5c447d5b5dfd_702x362.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<h3>Financial Stability Near-Misses</h3><p>You can tell the system is currently pretty safe by the readiness with which three firms losses were handled quickly and (relatively) quietly: UWM, Situational Awareness and Jane Street.</p><h4>Problems in Mortgage-Land</h4><p><a href="https://www.wsj.com/finance/americas-mortgage-king-lost-600-million-and-needed-a-rescue-ab39465f?ref=biztoc.com">America&#8217;s Mortgage King Lost $600 Million and Needed a Rescue</a> (WSJ)</p><p><a href="https://www.benzinga.com/m-a/26/08/61106127/uwm-sues-two-harbors-603m-loss">A $1.3 Billion Mortgage Deal Went Wrong. Now UWM Wants $500 Million From Two Harbors.</a> (Benzinga)</p><blockquote><p>UWM Holdings Corp (NYSE:UWMC), the parent of United Wholesale Mortgage, sued Two Harbors Investment Corp. (NYSE:TWO)  in federal court Monday, seeking more than $500 million after a failed acquisition left the mortgage lender with a $603 million loss tied to interest-rate hedges.</p><p>The Wall Street Journal reported Tuesday that UWM alleges Two Harbors breached its contract and sabotaged their planned merger. UWM had agreed in December to acquire Two Harbors, a real estate investment trust focused on mortgage servicing, for about $1.3 billion in stock. The deal fell apart in March after Two Harbors chose a cash offer from another buyer.</p></blockquote><blockquote><p>UWM had taken on interest-rate hedges in anticipation of acquiring Two Harbors&#8217; mortgage portfolio. The hedges were designed to protect against changes in interest rates, but UWM ultimately never acquired the portfolio they were intended to cover.</p></blockquote><p>Mortgage Servicing Rights (MSRs) rear their ugly heads yet again.  As someone who started their career in mortgae banking, I love these stories.</p><p>The original December 17 agreement was for UWM to acquire the whole TWO company, not just the MSRs. That means UWM would have acquired Two Harbors with its existing assets, liabilities, financing arrangements, and hedges.</p><p><strong>Timeline of events</strong></p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="/__u/substackcdn.com/image/fetch/$s_!RC6g!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F04de6307-4d15-4906-90c1-f5b487d1f94e_731x274.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="/__u/substackcdn.com/image/fetch/$s_!RC6g!, /__u/perspectiveonrisk.substack.com/w_424, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F04de6307-4d15-4906-90c1-f5b487d1f94e_731x274.png 424w, /__u/substackcdn.com/image/fetch/$s_!RC6g!, /__u/perspectiveonrisk.substack.com/w_848, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F04de6307-4d15-4906-90c1-f5b487d1f94e_731x274.png 848w, /__u/substackcdn.com/image/fetch/$s_!RC6g!, /__u/perspectiveonrisk.substack.com/w_1272, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F04de6307-4d15-4906-90c1-f5b487d1f94e_731x274.png 1272w, /__u/substackcdn.com/image/fetch/$s_!RC6g!, /__u/perspectiveonrisk.substack.com/w_1456, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F04de6307-4d15-4906-90c1-f5b487d1f94e_731x274.png 1456w" sizes="100vw"><img src="/__u/substackcdn.com/image/fetch/$s_!RC6g!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F04de6307-4d15-4906-90c1-f5b487d1f94e_731x274.png" width="731" height="274" 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/__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F04de6307-4d15-4906-90c1-f5b487d1f94e_731x274.png 424w, /__u/substackcdn.com/image/fetch/$s_!RC6g!, /__u/perspectiveonrisk.substack.com/w_848, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F04de6307-4d15-4906-90c1-f5b487d1f94e_731x274.png 848w, /__u/substackcdn.com/image/fetch/$s_!RC6g!, /__u/perspectiveonrisk.substack.com/w_1272, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F04de6307-4d15-4906-90c1-f5b487d1f94e_731x274.png 1272w, /__u/substackcdn.com/image/fetch/$s_!RC6g!, /__u/perspectiveonrisk.substack.com/w_1456, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F04de6307-4d15-4906-90c1-f5b487d1f94e_731x274.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg aria-hidden="true" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p>Both UWM and TWO were managing their own interest rate risk positions prior to the merger agreement, although it was clear that TWO was the more active of the two firms in hedging their risk.  </p><ul><li><p>As of Sept. 30, 2025, TWO was explicitly derivative/asset-liability hedging its existing investment + MSR book to a very low residual DV01. But they were not specifically hedging the MSR book.  They were making assumptions that the MSR sensitivity was offset by origination and their RMBS holdings.</p></li><li><p>UWM states &#8220;The Company also occasionally enters into other interest rate derivatives as part of its overall interest rate mitigation strategy for MSRs.&#8221;  was also managing its own rate risk, but at September 30 it was not carrying a dedicated financial-instrument hedge against its MSRs; it relied primarily on its natural origination/servicing offset, MSR sales, while separately hedging its origination pipeline.  </p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="/__u/substackcdn.com/image/fetch/$s_!XMNR!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4594bdf3-8c48-49e1-858b-5c447d5b5dfd_702x362.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" 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/__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4594bdf3-8c48-49e1-858b-5c447d5b5dfd_702x362.png 424w, /__u/substackcdn.com/image/fetch/$s_!XMNR!, /__u/perspectiveonrisk.substack.com/w_848, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4594bdf3-8c48-49e1-858b-5c447d5b5dfd_702x362.png 848w, /__u/substackcdn.com/image/fetch/$s_!XMNR!, /__u/perspectiveonrisk.substack.com/w_1272, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, 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xmlns="http://www.w3.org/2000/svg"><g><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div></li></ul><p>So shortly after the acquisition announcement, both firms looked to be independently hedging, but likely with different strategies.</p><p>UWM&#8217;s stated plan was to sell the TWO $6.5bn securities portfolio, which would mean inheriting a naked negative-duration MSR sleeve.  For some reason, UWM decided they wanted to hedge TWO&#8217;s MSR position before the deal actually closed.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="/__u/substackcdn.com/image/fetch/$s_!nWLI!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe39845cb-4d07-40b0-a35f-397088754e81_652x382.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="/__u/substackcdn.com/image/fetch/$s_!nWLI!, /__u/perspectiveonrisk.substack.com/w_424, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe39845cb-4d07-40b0-a35f-397088754e81_652x382.png 424w, /__u/substackcdn.com/image/fetch/$s_!nWLI!, /__u/perspectiveonrisk.substack.com/w_848, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe39845cb-4d07-40b0-a35f-397088754e81_652x382.png 848w, /__u/substackcdn.com/image/fetch/$s_!nWLI!, /__u/perspectiveonrisk.substack.com/w_1272, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe39845cb-4d07-40b0-a35f-397088754e81_652x382.png 1272w, /__u/substackcdn.com/image/fetch/$s_!nWLI!, /__u/perspectiveonrisk.substack.com/w_1456, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe39845cb-4d07-40b0-a35f-397088754e81_652x382.png 1456w" sizes="100vw"><img src="/__u/substackcdn.com/image/fetch/$s_!nWLI!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe39845cb-4d07-40b0-a35f-397088754e81_652x382.png" width="652" height="382" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/e39845cb-4d07-40b0-a35f-397088754e81_652x382.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:382,&quot;width&quot;:652,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:87274,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://perspectiveonrisk.substack.com/i/210943761?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe39845cb-4d07-40b0-a35f-397088754e81_652x382.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="/__u/substackcdn.com/image/fetch/$s_!nWLI!, /__u/perspectiveonrisk.substack.com/w_424, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe39845cb-4d07-40b0-a35f-397088754e81_652x382.png 424w, /__u/substackcdn.com/image/fetch/$s_!nWLI!, /__u/perspectiveonrisk.substack.com/w_848, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe39845cb-4d07-40b0-a35f-397088754e81_652x382.png 848w, /__u/substackcdn.com/image/fetch/$s_!nWLI!, /__u/perspectiveonrisk.substack.com/w_1272, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe39845cb-4d07-40b0-a35f-397088754e81_652x382.png 1272w, /__u/substackcdn.com/image/fetch/$s_!nWLI!, /__u/perspectiveonrisk.substack.com/w_1456, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe39845cb-4d07-40b0-a35f-397088754e81_652x382.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg aria-hidden="true" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p>From the table above, the &#8220;other interest rate sensitivity&#8221; at UWM pretty much offsets the combined MSR sensitivity of the two firms.</p><p>They put this hedge on sometime between the original deal announcement and when the deal was cancelled on Mar. 27, 2026.  This could conceivably make sense if there was absolute certainty that the deal would close; the value of the MSRs you are acquiring would be rising by the amount you lose on the hedge.  During this time, the hedge lost $138.2m.  </p><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="/__u/substackcdn.com/image/fetch/$s_!kXU_!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff5f8aef9-55a5-4c62-b4db-e47468662964_793x183.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="/__u/substackcdn.com/image/fetch/$s_!kXU_!, /__u/perspectiveonrisk.substack.com/w_424, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff5f8aef9-55a5-4c62-b4db-e47468662964_793x183.png 424w, /__u/substackcdn.com/image/fetch/$s_!kXU_!, /__u/perspectiveonrisk.substack.com/w_848, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff5f8aef9-55a5-4c62-b4db-e47468662964_793x183.png 848w, /__u/substackcdn.com/image/fetch/$s_!kXU_!, /__u/perspectiveonrisk.substack.com/w_1272, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff5f8aef9-55a5-4c62-b4db-e47468662964_793x183.png 1272w, /__u/substackcdn.com/image/fetch/$s_!kXU_!, /__u/perspectiveonrisk.substack.com/w_1456, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff5f8aef9-55a5-4c62-b4db-e47468662964_793x183.png 1456w" sizes="100vw"><img src="/__u/substackcdn.com/image/fetch/$s_!kXU_!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff5f8aef9-55a5-4c62-b4db-e47468662964_793x183.png" width="793" height="183" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/f5f8aef9-55a5-4c62-b4db-e47468662964_793x183.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:183,&quot;width&quot;:793,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:29198,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://perspectiveonrisk.substack.com/i/210943761?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff5f8aef9-55a5-4c62-b4db-e47468662964_793x183.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="/__u/substackcdn.com/image/fetch/$s_!kXU_!, /__u/perspectiveonrisk.substack.com/w_424, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff5f8aef9-55a5-4c62-b4db-e47468662964_793x183.png 424w, /__u/substackcdn.com/image/fetch/$s_!kXU_!, /__u/perspectiveonrisk.substack.com/w_848, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff5f8aef9-55a5-4c62-b4db-e47468662964_793x183.png 848w, /__u/substackcdn.com/image/fetch/$s_!kXU_!, /__u/perspectiveonrisk.substack.com/w_1272, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff5f8aef9-55a5-4c62-b4db-e47468662964_793x183.png 1272w, /__u/substackcdn.com/image/fetch/$s_!kXU_!, /__u/perspectiveonrisk.substack.com/w_1456, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff5f8aef9-55a5-4c62-b4db-e47468662964_793x183.png 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><p>The first mistake was not applying merger-arbitrage thinking to the position, and handicaping the probability of closing; they were &#8216;anticipatory hedging&#8217; a position that was not on their balance sheet.  Even more amazingly, UWM did not lift the hedge when the deal was cancelled.</p><p>UWM stated it &#8220;exited positions for a significant number&#8221; of derivatives entered around the end of Q1/beginning Q2.</p><p>Instead of lifting the hedge, they appeared to keep in on until arounf May 19th.  By then. the curve had moved roughly 30&#8211;40 bp higher almost everywhere, and around 37&#8211;40 bp in the 3&#8211;10 year zone.</p><p style="text-align: center;">40/25 &#215; $360m &#8776; $576m&#8203;</p><p>Suspiciously close to the additional ~$600m loss.</p><p>After mid-May, longer-term yields fall back substantially. The 10-year goes from 4.67% on May 19 to 4.44% at June 30; the 7-year falls from 4.50% to 4.30%.  But if UWM had already closed much of the hedge near the elevated-rate period, those subsequent gains would no longer accrue on the positions it had exited.</p><p>Anyway, UWM was forced to raise (preferred) equity at a pretty hefty price.</p><p><a href="https://www.wsj.com/finance/americas-mortgage-king-lost-600-million-and-needed-a-rescue-ab39465f">America&#8217;s Mortgage King Lost $600 Million and Needed a Rescue</a> (WSJ)</p><blockquote><p>In exchange for its $1.5 billion infusion, Oaktree gets the right to veto changes to the company&#8217;s C-suite and corporate bylaws and to force UWM to buy out its stake after seven years. It also gets two seats on the board, warrants for additional shares and at least $600 million in guaranteed return.</p></blockquote><h4>Situational Awareness</h4><p>Back in the 1990s when I was a line examiner, it was the rage to look at all of the top trading losses.  Howard Rubin with his IO/PO trades at Merrill, Joseph Jett at Kidder Peabody, Askin Capital, Daiwa, Barings, Metalgeselshaft, Orange County, Sumitomo Copper furtures, and of course LTCM.</p><p>We have a new leader of the board (not adjusted for inflation).  </p><p>This was more Archegoes, and less LTCM; less leverage to deal with.</p><p><a href="https://www.ft.com/content/ae7acfa8-32d6-496a-a1df-28206fa1661d?syn-25a6b1a6=1">Citadel&#8217;s flagship fund surges 6% after Situational Awareness swoop </a> (FT)</p><blockquote><p><span>Some investors said the bet by Citadel helped to </span><a href="https://www.ft.com/content/4f00bd97-c3da-41af-9b92-410ebaa6ad2d?syn-25a6b1a6=1">stem a broader market rout</a><span> because Situational Awareness&#8217;s forced selling had been exacerbating the sell-off in AI stocks.</span></p></blockquote><blockquote><p>In 2006, Citadel bought the entire trading book of Amaranth Advisors alongside JPMorgan after the fund blew up from bad bets on natural gas. A year later, it pulled off a similar coup by snapping up the credit portfolio of Sowood Capital Management when it collapsed.</p><p>&#8220;It&#8217;s classic Ken,&#8221; said one former employee, who worked closely with the Citadel founder. &#8220;He has played that card many times&#8201;.&#8201;.&#8201;.&#8201;There are very few [investors] in the world who can do what he did.&#8221;</p></blockquote><p>The WSJ has something of a timeline: <a href="https://www.wsj.com/finance/investing/how-wall-street-sussed-out-that-situational-awareness-was-on-the-ropes-6aa8b39d">How Wall Street Sussed Out That Situational Awareness Was On the Ropes</a></p><blockquote><p>As the week of July 27 began, Situational was selling shares to raise cash to meet margin calls from lenders, said people familiar with the matter.  &#8230; By Wednesday, July 29, it was an open secret on Wall Street that at least one major fund was &#8220;degrossing,&#8221; or selling a massive amount of shares to reduce leverage and risk. &#8230; That same Wednesday, Situational approached firms including Sequoia, Greenoaks, Michael Dell&#8217;s family office DFO Management, and New York investment firm XN about buying its Anthropic stake &#8230; Situational simultaneously was negotiating a very different deal with hedge funds Citadel and Millennium Management: the sale of the bulk of its stock portfolio. &#8230; Citadel won that deal in the early hours of Thursday, July 30, paying a 10% or so discount to public market prices at the time.</p></blockquote><p>Maybe Ken Griffen is the hedge fund version of Warren Buffet; do a deal with Griffin so you don&#8217;t have to pay the price to deal with Jamie?</p><h4>Jane Street</h4><p>Did someone say contagion?</p><p><a href="https://www.ft.com/content/47dd5308-dd17-404a-a615-61046defd697?syn-25a6b1a6=1">Jane Street suffers $15bn hit after meltdown at Situational Awareness</a> (FT)</p><blockquote><p>Jane Street posted a roughly $15bn loss in July after turmoil at AI-focused hedge fund Situational Awareness wrongfooted the US trading firm.</p><p>The New York-based firm disclosed the figure to lenders as part of a deal to shift its roughly $11bn public debt pile to private investors including Pimco, according to people familiar with the matter.</p></blockquote><p>ChatGPT tells me that Jane Street had members-equity of $45 billion at YE 2025, $55 billion at 3/31/2026 and an estimated $78-80 billion at June 30; I didn&#8217;t independently verify.  Only ~$15 billion in debt.  A 20% hit is still a pretty big number.</p><p>It&#8217;s not entirely clear exactly HOW Jane Street sufferred the loss: similar positions? relative value trades.  Anyway, it looks like Jane Street is willing to pay up to keep that information private.</p><p><a href="https://www.ft.com/content/28a51284-98cc-4767-a306-0540d265687f">Jane Street has paid up large to avoid its numbers leaking out</a> (FT)</p><blockquote><p>Jane Street came to market this week with a $14.6bn multi-tranche monster bond issue. The lion&#8217;s share was used to refinance existing debt. Nothing unusual about that: most new bonds are issued to repay existing debt.</p><p>However, the proprietary trading firm famed for both its financial acumen and fastidious secrecy paid through the nose to retire existing debt that had no business being retired.</p></blockquote><blockquote><p>The par-weighted average spread on the old bonds was +152bps. While it wouldn&#8217;t be weird to expect new bonds to come maybe a few basis points back versus the existing curve, the average spread on the new bonds was more than double, at +311bps. This looks wild.</p></blockquote><blockquote><p>Just multiplying the difference in credit spreads between new and old bonds (311bps &#8212; 165bps = 146bps), by the size of the new issuance ($14.625bn) gets us to an answer of $214mn. And that&#8217;s $214mn per annum.</p></blockquote><p></p><h3>Regulators (Sometimes Behaving Badly)</h3><h4>Can Someone, Anyone, Help Me Make Sense Of This</h4><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="/__u/substackcdn.com/image/fetch/$s_!tbgC!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd8939799-4a0d-4c91-a5b2-8349d870a252_815x147.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="/__u/substackcdn.com/image/fetch/$s_!tbgC!, /__u/perspectiveonrisk.substack.com/w_424, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd8939799-4a0d-4c91-a5b2-8349d870a252_815x147.png 424w, /__u/substackcdn.com/image/fetch/$s_!tbgC!, /__u/perspectiveonrisk.substack.com/w_848, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd8939799-4a0d-4c91-a5b2-8349d870a252_815x147.png 848w, /__u/substackcdn.com/image/fetch/$s_!tbgC!, /__u/perspectiveonrisk.substack.com/w_1272, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd8939799-4a0d-4c91-a5b2-8349d870a252_815x147.png 1272w, /__u/substackcdn.com/image/fetch/$s_!tbgC!, /__u/perspectiveonrisk.substack.com/w_1456, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd8939799-4a0d-4c91-a5b2-8349d870a252_815x147.png 1456w" sizes="100vw"><img src="/__u/substackcdn.com/image/fetch/$s_!tbgC!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd8939799-4a0d-4c91-a5b2-8349d870a252_815x147.png" width="815" height="147" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/d8939799-4a0d-4c91-a5b2-8349d870a252_815x147.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:147,&quot;width&quot;:815,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:215041,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://perspectiveonrisk.substack.com/i/210943761?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd8939799-4a0d-4c91-a5b2-8349d870a252_815x147.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="/__u/substackcdn.com/image/fetch/$s_!tbgC!, /__u/perspectiveonrisk.substack.com/w_424, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd8939799-4a0d-4c91-a5b2-8349d870a252_815x147.png 424w, /__u/substackcdn.com/image/fetch/$s_!tbgC!, /__u/perspectiveonrisk.substack.com/w_848, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd8939799-4a0d-4c91-a5b2-8349d870a252_815x147.png 848w, /__u/substackcdn.com/image/fetch/$s_!tbgC!, /__u/perspectiveonrisk.substack.com/w_1272, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd8939799-4a0d-4c91-a5b2-8349d870a252_815x147.png 1272w, /__u/substackcdn.com/image/fetch/$s_!tbgC!, /__u/perspectiveonrisk.substack.com/w_1456, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd8939799-4a0d-4c91-a5b2-8349d870a252_815x147.png 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><p>When I was a senior bank examiner at the Fed, I did some technical assistance with the Reserve Bank of India.  I distinctly remember when one of their examiners asked me in a class </p><p>Q: &#8220;What do you do when the head of the regulatory agency owns one of the largest banks?&#8221;</p><p>A: &#8220;Don&#8217;t do anything stupid.  Don&#8217;t be a hero - this is just your job.&#8221;</p><p>Yup, that&#8217;s why this is horrible.  They were convicted of stealing from their own charity, and debanked for money-laundering/terrorist financing reasons, and now we let them run a bank.  And I will guarantee that there will be no public adverse findings at least while Trump remains President.</p><p>But who knows, Alexander Hamilton helped found the Bank of New York.</p><h4>Money Laundering &amp; Terrorist Financing</h4><p><a href="https://www.fincen.gov/news/news-releases/fincen-permanently-ends-beneficial-ownership-reporting-requirements-millions">FinCEN Permanently Ends Beneficial Ownership Reporting Requirements for Millions of Small Business Owners</a> (FinCen)</p><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="/__u/substackcdn.com/image/fetch/$s_!Clj3!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F29810b61-0ce3-4923-a59c-e682e4f8d2f2_646x61.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="/__u/substackcdn.com/image/fetch/$s_!Clj3!, /__u/perspectiveonrisk.substack.com/w_424, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F29810b61-0ce3-4923-a59c-e682e4f8d2f2_646x61.png 424w, /__u/substackcdn.com/image/fetch/$s_!Clj3!, /__u/perspectiveonrisk.substack.com/w_848, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F29810b61-0ce3-4923-a59c-e682e4f8d2f2_646x61.png 848w, /__u/substackcdn.com/image/fetch/$s_!Clj3!, /__u/perspectiveonrisk.substack.com/w_1272, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F29810b61-0ce3-4923-a59c-e682e4f8d2f2_646x61.png 1272w, /__u/substackcdn.com/image/fetch/$s_!Clj3!, /__u/perspectiveonrisk.substack.com/w_1456, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F29810b61-0ce3-4923-a59c-e682e4f8d2f2_646x61.png 1456w" sizes="100vw"><img src="/__u/substackcdn.com/image/fetch/$s_!Clj3!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F29810b61-0ce3-4923-a59c-e682e4f8d2f2_646x61.png" width="646" height="61" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/29810b61-0ce3-4923-a59c-e682e4f8d2f2_646x61.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:61,&quot;width&quot;:646,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:11095,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://perspectiveonrisk.substack.com/i/210943761?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F29810b61-0ce3-4923-a59c-e682e4f8d2f2_646x61.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="/__u/substackcdn.com/image/fetch/$s_!Clj3!, /__u/perspectiveonrisk.substack.com/w_424, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F29810b61-0ce3-4923-a59c-e682e4f8d2f2_646x61.png 424w, /__u/substackcdn.com/image/fetch/$s_!Clj3!, /__u/perspectiveonrisk.substack.com/w_848, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F29810b61-0ce3-4923-a59c-e682e4f8d2f2_646x61.png 848w, /__u/substackcdn.com/image/fetch/$s_!Clj3!, /__u/perspectiveonrisk.substack.com/w_1272, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F29810b61-0ce3-4923-a59c-e682e4f8d2f2_646x61.png 1272w, /__u/substackcdn.com/image/fetch/$s_!Clj3!, /__u/perspectiveonrisk.substack.com/w_1456, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F29810b61-0ce3-4923-a59c-e682e4f8d2f2_646x61.png 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><p>I have some sympathy for the small businesses that had to comply with the paperwork requirements, but it&#8217;s not too onerous if you just own one or two; I have a small LLC that owns a rental property. </p><p>Remember, the 9-11 terrorists needed less than $300k to fund their living expenses, travel, and flight training while preparing for the attacks.</p><h4>Securitization Rules</h4><p><a href="https://www.bloomberg.com/news/articles/2026-08-10/sec-exempts-data-center-bonds-from-key-securitization-rules?link_source=ta_bluesky_link&amp;taid=6a7a7b2223601a0001220c35&amp;utm_campaign=trueanthem&amp;utm_content=business&amp;utm_medium=social&amp;utm_source=bluesky">SEC Exempts Data-Center Bonds From Key Securitization Rules</a> (Bloomberg)</p><blockquote><p>[SEC] staff wrote that data centers aren&#8217;t financial assets that liquidate over time, like loans or leases, and therefore bonds tied to them aren&#8217;t subject to the same rules as debt backed by car loans or home mortgages.</p></blockquote><blockquote><p>The SEC said a major subset of data-center securitizations don&#8217;t need to have disclosures and investor protections that similar deals require. That includes risk retention, a requirement that companies issuing asset-backed securities retain some of the debt to better align their interests with investors.</p></blockquote><ul><li><p>Letter to <a href="https://www.bloomberg.com/news/articles/2026-08-10/sec-exempts-data-center-bonds-from-key-securitization-rules?link_source=ta_bluesky_link&amp;taid=6a7a7b2223601a0001220c35&amp;utm_campaign=trueanthem&amp;utm_content=business&amp;utm_medium=social&amp;utm_source=bluesky">Latham &amp; Watkins LLP - Data Center Securitizations</a></p></li></ul><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="/__u/substackcdn.com/image/fetch/$s_!LC9m!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdd4446e5-3da6-491e-88a6-1e62b17754d6_656x251.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="/__u/substackcdn.com/image/fetch/$s_!LC9m!, /__u/perspectiveonrisk.substack.com/w_424, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdd4446e5-3da6-491e-88a6-1e62b17754d6_656x251.png 424w, /__u/substackcdn.com/image/fetch/$s_!LC9m!, /__u/perspectiveonrisk.substack.com/w_848, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdd4446e5-3da6-491e-88a6-1e62b17754d6_656x251.png 848w, /__u/substackcdn.com/image/fetch/$s_!LC9m!, /__u/perspectiveonrisk.substack.com/w_1272, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdd4446e5-3da6-491e-88a6-1e62b17754d6_656x251.png 1272w, /__u/substackcdn.com/image/fetch/$s_!LC9m!, /__u/perspectiveonrisk.substack.com/w_1456, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdd4446e5-3da6-491e-88a6-1e62b17754d6_656x251.png 1456w" sizes="100vw"><img src="/__u/substackcdn.com/image/fetch/$s_!LC9m!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdd4446e5-3da6-491e-88a6-1e62b17754d6_656x251.png" width="656" height="251" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/dd4446e5-3da6-491e-88a6-1e62b17754d6_656x251.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:251,&quot;width&quot;:656,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:36459,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://perspectiveonrisk.substack.com/i/210943761?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdd4446e5-3da6-491e-88a6-1e62b17754d6_656x251.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="/__u/substackcdn.com/image/fetch/$s_!LC9m!, /__u/perspectiveonrisk.substack.com/w_424, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdd4446e5-3da6-491e-88a6-1e62b17754d6_656x251.png 424w, /__u/substackcdn.com/image/fetch/$s_!LC9m!, /__u/perspectiveonrisk.substack.com/w_848, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdd4446e5-3da6-491e-88a6-1e62b17754d6_656x251.png 848w, /__u/substackcdn.com/image/fetch/$s_!LC9m!, /__u/perspectiveonrisk.substack.com/w_1272, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdd4446e5-3da6-491e-88a6-1e62b17754d6_656x251.png 1272w, /__u/substackcdn.com/image/fetch/$s_!LC9m!, /__u/perspectiveonrisk.substack.com/w_1456, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdd4446e5-3da6-491e-88a6-1e62b17754d6_656x251.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg aria-hidden="true" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p>We already know that the private credit ratings are biased upwards and slow to downgrade - this would have me notching all of these deals down by a couple of notches.</p><h4>Redlining</h4><p>The OCC and FDIC, without the Fed signing on (!), are abandoning the central conceptual innovations of the 2023 CRA rule and returning to the 1995 branch-based architecture, and are also materially deregulating that architecture for banks below $10 billion, while imposing some new, surprisingly prescriptive requirements on banks above $10 billion.</p><p>Among the biggest changes:</p><ul><li><p>Significant increase to $10 billion in the large bank threshold, exempting a low of banks from the more ownerous requirements.</p></li><li><p>The regime is much more lending, not overaall banking, focused.  Under today&#8217;s rule an intermediate-small bank cannot get an overall Satisfactory unless both its lending performance and its CD performance are at least Satisfactory. Under the proposalonly the lending test is a hard floor.</p></li><li><p>The data filing requirements are going down for hundreds of banks.  Because the &#8220;large&#8221; threshold jumps from $1.65 billion to $10 billiona lot of banks no longer will be in the  mandatory large-bank CRA data collection bucket.</p></li><li><p>A variety of restrictions in the proposal aims to defund the activists, or as it is spun &#8220;reducing CRA-driven funding of advocacy-oriented and intermediary nonprofits.&#8221;</p></li></ul><p><a href="https://occ.gov/news-issuances/bulletins/2026/bulletin-2026-35.html">Community Reinvestment Act: Interagency Notice of Proposed Rulemaking</a> (OCC)</p><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="/__u/substackcdn.com/image/fetch/$s_!TpH8!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Faa3ce154-c870-4771-bdef-d851b070f34a_630x99.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="/__u/substackcdn.com/image/fetch/$s_!TpH8!, /__u/perspectiveonrisk.substack.com/w_424, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Faa3ce154-c870-4771-bdef-d851b070f34a_630x99.png 424w, /__u/substackcdn.com/image/fetch/$s_!TpH8!, /__u/perspectiveonrisk.substack.com/w_848, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Faa3ce154-c870-4771-bdef-d851b070f34a_630x99.png 848w, /__u/substackcdn.com/image/fetch/$s_!TpH8!, /__u/perspectiveonrisk.substack.com/w_1272, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Faa3ce154-c870-4771-bdef-d851b070f34a_630x99.png 1272w, /__u/substackcdn.com/image/fetch/$s_!TpH8!, /__u/perspectiveonrisk.substack.com/w_1456, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Faa3ce154-c870-4771-bdef-d851b070f34a_630x99.png 1456w" sizes="100vw"><img src="/__u/substackcdn.com/image/fetch/$s_!TpH8!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Faa3ce154-c870-4771-bdef-d851b070f34a_630x99.png" width="630" height="99" 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/__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Faa3ce154-c870-4771-bdef-d851b070f34a_630x99.png 424w, /__u/substackcdn.com/image/fetch/$s_!TpH8!, /__u/perspectiveonrisk.substack.com/w_848, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Faa3ce154-c870-4771-bdef-d851b070f34a_630x99.png 848w, /__u/substackcdn.com/image/fetch/$s_!TpH8!, /__u/perspectiveonrisk.substack.com/w_1272, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Faa3ce154-c870-4771-bdef-d851b070f34a_630x99.png 1272w, /__u/substackcdn.com/image/fetch/$s_!TpH8!, /__u/perspectiveonrisk.substack.com/w_1456, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Faa3ce154-c870-4771-bdef-d851b070f34a_630x99.png 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><p><a href="https://www.consumerfinancialserviceslawmonitor.com/2026/08/occ-and-fdic-issue-joint-proposed-rule-overhauling-and-narrowing-community-reinvestment-act-rules/">OCC and FDIC Issue Joint Proposed Rule Overhauling and Narrowing Community Reinvestment Act Rules</a> (Consumer Financial Services Law Monitor)</p><blockquote><p><span>On July 31, the OCC and FDIC jointly issued a </span><a href="https://www.fdic.gov/board/federal-register-notice-npr-community-reinvestment-act.pdf">proposed rule</a><span> to significantly amend their existing Community Reinvestment Act (CRA) regulations that have been in place since 1995. &#8230; the proposal focuses on the lending test, ensures that community development grants reach the communities they are intended to benefit, and narrows the range of retail banking services the agencies consider for CRA credit by excluding deposit services. The proposed rule also seeks to provide greater clarity on how a bank receives CRA consideration and to reduce burden on banks (particularly community banks).</span></p></blockquote><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="/__u/substackcdn.com/image/fetch/$s_!3C3_!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F41d1f268-68d6-4e81-be35-cf5dad6277a1_781x544.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="/__u/substackcdn.com/image/fetch/$s_!3C3_!, /__u/perspectiveonrisk.substack.com/w_424, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F41d1f268-68d6-4e81-be35-cf5dad6277a1_781x544.png 424w, /__u/substackcdn.com/image/fetch/$s_!3C3_!, /__u/perspectiveonrisk.substack.com/w_848, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F41d1f268-68d6-4e81-be35-cf5dad6277a1_781x544.png 848w, /__u/substackcdn.com/image/fetch/$s_!3C3_!, /__u/perspectiveonrisk.substack.com/w_1272, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F41d1f268-68d6-4e81-be35-cf5dad6277a1_781x544.png 1272w, /__u/substackcdn.com/image/fetch/$s_!3C3_!, /__u/perspectiveonrisk.substack.com/w_1456, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F41d1f268-68d6-4e81-be35-cf5dad6277a1_781x544.png 1456w" sizes="100vw"><img src="/__u/substackcdn.com/image/fetch/$s_!3C3_!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F41d1f268-68d6-4e81-be35-cf5dad6277a1_781x544.png" width="781" height="544" 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/__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F41d1f268-68d6-4e81-be35-cf5dad6277a1_781x544.png 424w, /__u/substackcdn.com/image/fetch/$s_!3C3_!, /__u/perspectiveonrisk.substack.com/w_848, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F41d1f268-68d6-4e81-be35-cf5dad6277a1_781x544.png 848w, /__u/substackcdn.com/image/fetch/$s_!3C3_!, /__u/perspectiveonrisk.substack.com/w_1272, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F41d1f268-68d6-4e81-be35-cf5dad6277a1_781x544.png 1272w, /__u/substackcdn.com/image/fetch/$s_!3C3_!, /__u/perspectiveonrisk.substack.com/w_1456, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F41d1f268-68d6-4e81-be35-cf5dad6277a1_781x544.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg aria-hidden="true" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><h4>Reg. O (Loans to insiders)</h4><p>On balance, this proposal seems reasonable; a little sneaky, but reasonable.</p><p><a href="https://www.americanbanker.com/news/fed-proposes-higher-threshold-for-extending-credit-to-bank-insiders?utm_source=twitter&amp;utm_medium=twitter&amp;utm_campaign=editorial">Fed proposes higher threshold for extending credit to bank &#8216;insiders&#8217;</a> (American Banker)</p><ul><li><p><a href="https://www.federalreserve.gov/newsevents/pressreleases/bcreg20260731b.htm">Federal Reserve Board requests comment on a proposal to modernize its rule governing the extension of credit to bank &#8220;insiders&#8221;&#8212;bank executives, board members and major shareholders who could potentially influence a bank&#8217;s lending decisions</a></p></li></ul><p>Three things are going on here to my read:</p><ol><li><p>a substantial increase in several fixed-dollar thresholds, </p></li><li><p>a fairly important narrowing of who gets swept into Reg O because of passive fund ownership, and </p></li><li><p>a rewrite/codification of assorted interpretations and statutory changes accumulated over decades.</p></li></ol><p>It is not changing the basic Reg O limits: credit to a single insider and related interests is still subject to the bank&#8217;s ordinary lending limit, roughly 15% of capital unsecured plus another 10% if appropriately secured, and total credit to all insiders generally may not exceed 100% of capital.</p><p>However there is a sneaky change embedded in the proposal.  The proposal eliminates the $25,000 floor above which Board approval is required for a loan to an insider or Board member, so the threshold becomes simply the lesser of 5% of capital or $2 million. Similarly, the special &#8220;other-purpose&#8221; lending rule for an executive officer goes from the lesser of $100,000 and the greater of $25,000 or 2.5% of capital to simply the lesser of 2.5% of capital or $400,000.  </p><p>There are lots of other technical limit changes, but these mostly reflect an updating for inflation (with the Fed tending to round up a bit).</p><p>So now a director, other insider or executive officer can get much larger loan before the full board has to approve it.</p><p>The second major change is that the proposal would largely eliminate the presumption that a passive fund complex is a principal shareholder when they own more than 10% of the equity.  The fund complex itself would remain an insider, but its portfolio companies would generally not be treated as insiders if, among other things, the fund complex is not a bank holding company  This is a highly sensible change.</p>]]></content:encoded></item><item><title><![CDATA[Perspective on Risk - Aug 13, 2026 (Private Credit)]]></title><description><![CDATA[I haven&#8217;t written substantively about the private credit / life insurance nexus in a bit, and I thought I would update my thoughts.]]></description><link>https://perspectiveonrisk.substack.com/p/perspective-on-risk-aug-13-2026-private</link><guid isPermaLink="false">https://perspectiveonrisk.substack.com/p/perspective-on-risk-aug-13-2026-private</guid><dc:creator><![CDATA[Brian Peters]]></dc:creator><pubDate>Thu, 13 Aug 2026 22:53:54 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!z1AN!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F45da4819-9f97-4c65-9ba5-d32ccef37ec7_878x527.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p></p><p>I haven&#8217;t written substantively about the private credit / life insurance nexus in a bit, and I thought I would update my thoughts.</p><p>I still tend to think the post-GFC restructuring of the financial system has, on balance, made the system safer. Banks are better capitalized, investment banks are banks, and a meaningful amount of credit risk has migrated from runnable, short-funded balance sheets to investors with much longer-duration liabilities.</p><p>But after going through a new batch of research and reporting, I think I was putting too much emphasis on private equity ownership of insurance companies and not enough on insurance capital rules themselves.</p><h4>First Let&#8217;s Talk Redemptions</h4><p>There are now credible signs that redemption pressure is slowing, but I would describe it as an inflection rather than normalization.  The second quarter was actually worse in aggregate; what has changed is in the early third-quarter data.  </p><ul><li><p>Blackstone BCRED: Q3 requests &#8220;down materially&#8221; so far</p></li><li><p>Apollo Debt Solutions: Early Q3 running at roughly half Q2&#8217;s level</p></li><li><p>Blue Owl OTIC: Modest improvement, but still extreme</p></li><li><p>Cliffwater CCLF: No evidence yet of improvement</p></li></ul><p>Ares gave the following color: two-thirds of redemption requests came from investors who had already asked to redeem in Q1. New requests from the largest investor group, U.S. private-wealth channel, fell by more than 35%.</p><p>The liquidity machinery is, so far, working roughly as designed: managers are enforcing the 5% gates, using cash, repayments, liquid sleeves, new subscriptions and bank borrowing capacity rather than dumping private loans into the market.</p><p>The funds ARE drawing on their bank credit lines to prevent selling the underlying assets.  Ala Corrigan <a href="https://www.bu.edu/econ/files/2012/01/Corrigan-Are-Banks-Special_main-text.pdf">Are Banks Special</a>, everything ultimately comes back to bank liquidity (and access to the Discount Window)</p><p>And they are paying more for it.  <a href="https://www.federalreserve.gov/econres/notes/feds-notes/the-price-of-bank-funding-behind-private-credit-evidence-from-business-development-companies-20260807.html">The Price of Bank Funding Behind Private Credit: Evidence from Business Development Companies</a> (Fed BOG) </p><blockquote><p>Using supervisory data on commercial loans reported by large banks subject to the Federal Reserve&#8217;s stress tests, matched to BDC financial and investment data, we document  &#8230; banks charge BDCs a premium during tightening relative to non-BDC borrowers with the same bank-assessed internal credit rating and similar observed characteristics, even though BDC loans are typically senior, collateralized, and associated with lower loss-given-default estimates. </p></blockquote><blockquote><p>Much of the expansion in bank credit to BDCs occurs through renegotiation of existing credit lines rather than new loan origination. In these renegotiations, incumbent banks are naturally positioned to bargain over both credit limits and loan pricing. When BDC demand for bank funding rises &#8230; relationship frictions may limit effective competition and strengthen incumbent banks&#8217; bargaining position.</p></blockquote><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="/__u/substackcdn.com/image/fetch/$s_!z1AN!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F45da4819-9f97-4c65-9ba5-d32ccef37ec7_878x527.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="/__u/substackcdn.com/image/fetch/$s_!z1AN!, /__u/perspectiveonrisk.substack.com/w_424, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F45da4819-9f97-4c65-9ba5-d32ccef37ec7_878x527.png 424w, /__u/substackcdn.com/image/fetch/$s_!z1AN!, /__u/perspectiveonrisk.substack.com/w_848, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F45da4819-9f97-4c65-9ba5-d32ccef37ec7_878x527.png 848w, /__u/substackcdn.com/image/fetch/$s_!z1AN!, /__u/perspectiveonrisk.substack.com/w_1272, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F45da4819-9f97-4c65-9ba5-d32ccef37ec7_878x527.png 1272w, /__u/substackcdn.com/image/fetch/$s_!z1AN!, /__u/perspectiveonrisk.substack.com/w_1456, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F45da4819-9f97-4c65-9ba5-d32ccef37ec7_878x527.png 1456w" sizes="100vw"><img src="/__u/substackcdn.com/image/fetch/$s_!z1AN!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F45da4819-9f97-4c65-9ba5-d32ccef37ec7_878x527.png" width="878" height="527" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/45da4819-9f97-4c65-9ba5-d32ccef37ec7_878x527.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:527,&quot;width&quot;:878,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:85227,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://perspectiveonrisk.substack.com/i/210818381?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F45da4819-9f97-4c65-9ba5-d32ccef37ec7_878x527.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="/__u/substackcdn.com/image/fetch/$s_!z1AN!, /__u/perspectiveonrisk.substack.com/w_424, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F45da4819-9f97-4c65-9ba5-d32ccef37ec7_878x527.png 424w, /__u/substackcdn.com/image/fetch/$s_!z1AN!, /__u/perspectiveonrisk.substack.com/w_848, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F45da4819-9f97-4c65-9ba5-d32ccef37ec7_878x527.png 848w, /__u/substackcdn.com/image/fetch/$s_!z1AN!, /__u/perspectiveonrisk.substack.com/w_1272, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F45da4819-9f97-4c65-9ba5-d32ccef37ec7_878x527.png 1272w, /__u/substackcdn.com/image/fetch/$s_!z1AN!, /__u/perspectiveonrisk.substack.com/w_1456, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F45da4819-9f97-4c65-9ba5-d32ccef37ec7_878x527.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg aria-hidden="true" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p style="text-align: center;"><em>Source: <a href="https://www.ft.com/content/acd38b11-0cd7-40c2-a779-e26c95b59048?accessToken=zwAAAZ_3X-pzkdOs04sRDNdAwtOneeJslbWQSA.MEUCIQDwFHKPctHVzbbboQ-OTGUHqYSkyhSzOAP69Itv554xoAIgXXt2lgmPrpUMRmkdS3djcdEDmyux2wY3MxuaBi1I630&amp;segmentId=e95a9ae7-622c-6235-5f87-51e412b47e97&amp;shareType=enterprise&amp;shareId=46ad1e8b-f6e6-4c50-b014-276245a93a37">Business development companies are paying more to borrow. But why?</a> (FT)</em></p><h4>Credit Performance</h4><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="/__u/substackcdn.com/image/fetch/$s_!6m6B!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F85342bcb-7333-40fb-91f4-ac4f7ce48131_594x78.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="/__u/substackcdn.com/image/fetch/$s_!6m6B!, /__u/perspectiveonrisk.substack.com/w_424, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F85342bcb-7333-40fb-91f4-ac4f7ce48131_594x78.png 424w, /__u/substackcdn.com/image/fetch/$s_!6m6B!, /__u/perspectiveonrisk.substack.com/w_848, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F85342bcb-7333-40fb-91f4-ac4f7ce48131_594x78.png 848w, /__u/substackcdn.com/image/fetch/$s_!6m6B!, /__u/perspectiveonrisk.substack.com/w_1272, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F85342bcb-7333-40fb-91f4-ac4f7ce48131_594x78.png 1272w, /__u/substackcdn.com/image/fetch/$s_!6m6B!, /__u/perspectiveonrisk.substack.com/w_1456, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F85342bcb-7333-40fb-91f4-ac4f7ce48131_594x78.png 1456w" sizes="100vw"><img src="/__u/substackcdn.com/image/fetch/$s_!6m6B!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F85342bcb-7333-40fb-91f4-ac4f7ce48131_594x78.png" width="594" height="78" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/85342bcb-7333-40fb-91f4-ac4f7ce48131_594x78.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:78,&quot;width&quot;:594,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:13714,&quot;alt&quot;:&quot;&quot;,&quot;title&quot;:&quot;&quot;,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://perspectiveonrisk.substack.com/i/181820673?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F85342bcb-7333-40fb-91f4-ac4f7ce48131_594x78.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" title="" srcset="/__u/substackcdn.com/image/fetch/$s_!6m6B!, /__u/perspectiveonrisk.substack.com/w_424, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F85342bcb-7333-40fb-91f4-ac4f7ce48131_594x78.png 424w, /__u/substackcdn.com/image/fetch/$s_!6m6B!, /__u/perspectiveonrisk.substack.com/w_848, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F85342bcb-7333-40fb-91f4-ac4f7ce48131_594x78.png 848w, /__u/substackcdn.com/image/fetch/$s_!6m6B!, /__u/perspectiveonrisk.substack.com/w_1272, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F85342bcb-7333-40fb-91f4-ac4f7ce48131_594x78.png 1272w, /__u/substackcdn.com/image/fetch/$s_!6m6B!, /__u/perspectiveonrisk.substack.com/w_1456, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F85342bcb-7333-40fb-91f4-ac4f7ce48131_594x78.png 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><p>Private credit is deteiroating.  There were 32 default events involving 20 new unique defaulters during Q2; 84 unique borrowers had defaulted during the trailing twelve months.  Distressed maturity extensions have now overtaken PIK/interest deferrals as the leading default mechanism. More than half of Q2&#8217;s Fitch default events involved maturity extensions under stress.</p><p>According to <a href="https://www.lincolninternational.com/news/the-lincoln-private-market-index-records-another-quarter-of-growth-in-q2/?utm_source=chatgpt.com">Lincoln International</a>, about 11% of loans it values have PIK interest, versus roughly 7% in 2021. More importantly, more than half of the PIK loans involve what Lincoln calls <strong>&#8220;</strong>bad PIKs<strong>&#8221; </strong>where the PIK wasn&#8217;t part of the original deal. That works out to roughly 6% of the portfolio effectively requiring an interest-payment accommodation.</p><p>Marks are coming down.  <a href="https://www.reuters.com/business/finance/unrealised-losses-us-private-credit-lenders-deepen-2026-05-29/">Reuters' analysis</a> of 51 BDCs found unrealized losses reached 2.35% of NAV in Q1, the worst quarter since 2022.</p><p><a href="https://www.bloomberg.com/news/articles/2026-06-04/higher-losses-are-coming-to-credit-pimco-s-ivascyn-warns">Higher Losses Are Coming to Credit, Pimco&#8217;s Ivascyn Warns</a> (Bloomberg)</p><blockquote><p>The first sustained default cycle in credit in many years has already started and the market will see higher losses than it&#8217;s grown used to, <a href="https://www.bloomberg.com/quote/21429Z:US">Pacific Investment Management Co.</a>&#8217;s chief investment officer warned.</p></blockquote><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="/__u/substackcdn.com/image/fetch/$s_!-65e!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F81320bec-cea3-448a-8b14-b3065e58c061_589x152.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="/__u/substackcdn.com/image/fetch/$s_!-65e!, /__u/perspectiveonrisk.substack.com/w_424, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F81320bec-cea3-448a-8b14-b3065e58c061_589x152.png 424w, /__u/substackcdn.com/image/fetch/$s_!-65e!, /__u/perspectiveonrisk.substack.com/w_848, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F81320bec-cea3-448a-8b14-b3065e58c061_589x152.png 848w, /__u/substackcdn.com/image/fetch/$s_!-65e!, /__u/perspectiveonrisk.substack.com/w_1272, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F81320bec-cea3-448a-8b14-b3065e58c061_589x152.png 1272w, /__u/substackcdn.com/image/fetch/$s_!-65e!, /__u/perspectiveonrisk.substack.com/w_1456, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F81320bec-cea3-448a-8b14-b3065e58c061_589x152.png 1456w" sizes="100vw"><img src="/__u/substackcdn.com/image/fetch/$s_!-65e!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F81320bec-cea3-448a-8b14-b3065e58c061_589x152.png" width="589" height="152" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/81320bec-cea3-448a-8b14-b3065e58c061_589x152.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:152,&quot;width&quot;:589,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="/__u/substackcdn.com/image/fetch/$s_!-65e!, /__u/perspectiveonrisk.substack.com/w_424, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F81320bec-cea3-448a-8b14-b3065e58c061_589x152.png 424w, /__u/substackcdn.com/image/fetch/$s_!-65e!, /__u/perspectiveonrisk.substack.com/w_848, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F81320bec-cea3-448a-8b14-b3065e58c061_589x152.png 848w, /__u/substackcdn.com/image/fetch/$s_!-65e!, /__u/perspectiveonrisk.substack.com/w_1272, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F81320bec-cea3-448a-8b14-b3065e58c061_589x152.png 1272w, /__u/substackcdn.com/image/fetch/$s_!-65e!, /__u/perspectiveonrisk.substack.com/w_1456, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F81320bec-cea3-448a-8b14-b3065e58c061_589x152.png 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><h4>Ratings &amp; Rating Agencies</h4><p>One place where my view has hardened is private ratings. I had previously been cautious about claims that private-letter ratings systematically understated risk; the incentives were obvious, but the evidence was less so. </p><p>A new Columbia paper makes the case considerably stronger. Comparing bonds with the same regulatory rating, <a href="http://file:///C:/Users/bpete/OneDrive/Desktop/ssrn-6859158.pdf">Rating Without Market Discipline</a> find that privately rated securities are roughly twice as likely subsequently to suffer an impairment, yet are actually less likely to be downgraded. The implied difference in credit risk is roughly 2&#189;&#8211;3 rating notches. More tellingly, the gap disappears when the same security also carries a public rating, while a 2021 change in insurance capital rules appears to have induced the insurers most affected to increase their use of private ratings. That matters because ratings are not merely descriptive in insurance, they determine how much capital sits behind an asset. So as credit quality deteriorates, the relevant question is not just whether private-credit marks are slow to move, but whether the rating and capital framework is slow to recognize the deterioration as well.</p><h4>The Private Credit-Insurer Nexus</h4><p>The more interesting story may be that we solved part of the old maturity-transformation problem while creating a new capital-transformation business.</p><p>There is a reason private credit is migrating to insurer balance sheets.  Life insurance should be a pretty natural home for illiquid credit. Insurers have liabilities that can extend for decades. They don&#8217;t need to promise daily liquidity against assets that might take months to sell, and private assets can (at least in theory) earn an illiquidity premium that a long-term investor is well positioned to harvest.</p><p>A recent Chicago Fed paper, <a href="https://www.chicagofed.org/publications/working-papers/2025/2025-09">Life Insurers&#8217; Private Credit Investments and Annuity Market Share Capture</a> documents some of what we already know, that life insurers have substantially increased their private-credit holdings and that private-equity-owned insurers increased them especially rapidly. More interestingly, the authors find that these assets helped PE-owned insurers gain market share in annuities. The mechanism is economic rather than purely regulatory: private placements can offer higher yields, and floating-rate private assets can be particularly useful for matching indexed-annuity liabilities.</p><p>So, to oversimplify:</p><blockquote><p>Better asset sourcing &#8594; higher yields/better ALM &#8594; more competitive annuity products &#8594; more liabilities &#8594; more money available to invest.</p></blockquote><p>That&#8217;s the much-discussed private-capital &#8220;flywheel.&#8221;  That actually reinforces something I&#8217;ve argued in the past. Moving a long-duration loan from a bank funded partly by runnable deposits into an insurance company funded by less-runable long-duration liabilities is, all else equal, a financial-stability improvement.</p><p>The trouble starts with the &#8220;all else equal.&#8221;</p><h4>The Insurer Isn&#8217;t Just The Investor Anymore</h4><p>The simpler version of the private-credit story had four players:</p><ol><li><p>the private-credit manager,</p></li><li><p>the borrower,</p></li><li><p>the investor, and</p></li><li><p>the bank providing some financing around the edges.</p></li></ol><p>In the idealized world, insurance companies sat mainly in bucket three: patient investors providing long-term capital.  That description increasingly looks incomplete.</p><p>The <a href="https://www.wsj.com/finance/investing/life-insurers-arent-just-investors-in-private-credit-theyre-major-lenders-too-c64ea527">WSJ recently reported</a> that roughly one-quarter of life insurers in a Clearwater Analytics sample that owned stakes in private-credit funds also lent money to those same funds. Typically, the insurers lent about $2 to the fund for each $1 of fund equity they owned.  So the insurer may simultaneously be:</p><ul><li><p>an LP in the fund;</p></li><li><p>a creditor to the fund;</p></li><li><p>an investor in structured securities backed by the fund or its assets; and</p></li><li><p>in the case of an affiliated asset manager, a buyer of assets originated elsewhere in the same corporate ecosystem.</p></li></ul><p>Those are legally different exposures, but economically they have a lot of common factor risk.</p><p>The Clearwater example captures the circularity particularly well: the insurer supplies equity to a private-credit fund, lends money to it, and ultimately depends on cash flows from the same underlying pool of borrowers for both returns.</p><p>Regulators are starting to worry about exactly this problem. A new NAIC working-group analysis, <a href="https://www.ft.com/content/4de8bfa8-9eb3-4d70-bd17-273a6834dd41?syn-25a6b1a6=1">US regulators cite &#8216;circular&#8217; risk in investments used by KKR and Apollo</a> (FT), flags the potential for &#8220;circular ownership&#8221; in multi-asset structures used by groups including Apollo and KKR. In the extreme, one structure can hold an asset that itself owns part of the original structure; more generally, separate vehicles can own the same underlying assets,or each other, leaving insurers with concentrations that are difficult to see from the individual legal exposures. The NAIC is now considering greater look-through disclosure of these structures.  Good.</p><h4>From Maturity Transformation To Capital Transformation</h4><p>This is the part that worries market observers.</p><p>Insurance regulation, like banking regulation, assigns very different capital charges to different exposures. That creates considerable economic value in taking private-market cash flows and structuring them into senior, rated instruments that regulated insurers can hold more efficiently. Enter the investment bankers.</p><p>That isn&#8217;t inherently regulatory arbitrage. Tranching is supposed to create securities with different risk characteristics, and insurers naturally belong toward the senior end of the capital structure. But it creates a powerful optimization problem: maximize return per unit of regulatory capital.</p><p><a href="http://Wall Street Alchemists Tap Insurers to Unfreeze Private Markets">Bloomberg</a> recently described a rapidly expanding zoo of rated feeders, collateralized fund obligations, NAV loans and insurance-wrapped securities designed in one way or another to convert private-market exposures into credit instruments attractive to insurers.</p><p>One proposed UBS transaction is particularly illustrative. Stakes in <strong>perpetual</strong> private-credit funds would ultimately back a bond whose senior piece was targeted at an A2-equivalent rating. The key piece of financial engineering was an insurance guarantee.</p><p>An insurance company can guarantee the senior tranche of a structured vehicle. The senior security then benefits from the insurer&#8217;s credit standing. A security that might otherwise be difficult for regulated investors to own suddenly becomes an investment-grade bond.</p><p>And the capital difference can be enormous. Bloomberg reported that an A2-equivalent security can require an insurer to hold less than 1 percent capital, versus charges approaching 30 percent for direct exposure to a private-credit fund.</p><p>So one insurer may be guaranteeing a tranche that gets owned by another insurer.  But we need to be careful here.</p><p>A senior tranche of a structured security really can be much safer than its underlying assets. That&#8217;s the entire point of subordination. An Aaa-rated CLO tranche is not simply a portfolio of junk loans wearing a fake mustache.</p><p><a href="/__u/roddubitsky.substack.com/p/inside-athenes-nesting-dolls">Rod Dubitsky has done impressive digging through Athene&#8217;s statutory statements</a> and identified roughly $9.6 billion of what the NAIC now calls Equity-Backed ABS; structures backed by equity or equity-like exposures that nevertheless qualify for bond treatment.</p><p>Rod calls this equity &#8220;masquerading&#8221; as investment-grade debt.  Maybe. But that&#8217;s not quite the test I would use.  The right question for a risk manager is:</p><ul><li><p><strong>How much tail risk has the structure actually removed, and how much regulatory capital has the structure removed?</strong></p></li></ul><p>If you take equity risk, add substantial subordination, diversification and genuine third-party credit protection, and turn it into a much safer senior claim, the capital requirement should fall.</p><p>If the economic tail risk falls by 90 percent and the capital requirement falls by 90 percent, the system is working.  If the capital requirement falls by 97 percent while the tail risk falls by 40 percent, somebody has found a trade.</p><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="/__u/substackcdn.com/image/fetch/$s_!UoJc!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffc3442ee-5494-413e-9e34-876299d64fcb_702x144.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="/__u/substackcdn.com/image/fetch/$s_!UoJc!, /__u/perspectiveonrisk.substack.com/w_424, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffc3442ee-5494-413e-9e34-876299d64fcb_702x144.png 424w, /__u/substackcdn.com/image/fetch/$s_!UoJc!, /__u/perspectiveonrisk.substack.com/w_848, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffc3442ee-5494-413e-9e34-876299d64fcb_702x144.png 848w, /__u/substackcdn.com/image/fetch/$s_!UoJc!, /__u/perspectiveonrisk.substack.com/w_1272, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffc3442ee-5494-413e-9e34-876299d64fcb_702x144.png 1272w, /__u/substackcdn.com/image/fetch/$s_!UoJc!, /__u/perspectiveonrisk.substack.com/w_1456, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffc3442ee-5494-413e-9e34-876299d64fcb_702x144.png 1456w" sizes="100vw"><img src="/__u/substackcdn.com/image/fetch/$s_!UoJc!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffc3442ee-5494-413e-9e34-876299d64fcb_702x144.png" width="702" height="144" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/fc3442ee-5494-413e-9e34-876299d64fcb_702x144.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:144,&quot;width&quot;:702,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:35053,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://perspectiveonrisk.substack.com/i/210818381?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffc3442ee-5494-413e-9e34-876299d64fcb_702x144.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="/__u/substackcdn.com/image/fetch/$s_!UoJc!, /__u/perspectiveonrisk.substack.com/w_424, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffc3442ee-5494-413e-9e34-876299d64fcb_702x144.png 424w, /__u/substackcdn.com/image/fetch/$s_!UoJc!, /__u/perspectiveonrisk.substack.com/w_848, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffc3442ee-5494-413e-9e34-876299d64fcb_702x144.png 848w, /__u/substackcdn.com/image/fetch/$s_!UoJc!, /__u/perspectiveonrisk.substack.com/w_1272, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffc3442ee-5494-413e-9e34-876299d64fcb_702x144.png 1272w, /__u/substackcdn.com/image/fetch/$s_!UoJc!, /__u/perspectiveonrisk.substack.com/w_1456, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffc3442ee-5494-413e-9e34-876299d64fcb_702x144.png 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><h4>Ratings Become Part Of The Machine</h4><p>The rating becomes part of the engineering because insurance capital depends on it. As discussed above, the new evidence suggests private ratings are not simply less transparent; they appear to be systematically slower to recognize deterioration. That matters enormously when moving from one rating notch to another changes the capital required to hold the security.</p><p>And capital rules don&#8217;t merely determine who owns the resulting security. A <a href="https://www.newyorkfed.org/research/staff_reports/sr975">revised New York Fed study</a> of CLOs finds that favorable insurer capital treatment increased insurer demand for CLO tranches, which in turn affected how CLOs were structured and ultimately increased the supply of loans to riskier corporations. In other words, the regulatory treatment can change what Wall Street manufactures in the first place.</p><p>That&#8217;s why today&#8217;s rated feeders, CFOs, Equity-Backed ABS and insurance wraps matter. If they genuinely remove tail risk, they deserve lower capital. But sufficiently favorable capital treatment also increases demand for the structures, which increases demand for the underlying private assets. The trade can therefore become self-reinforcing.</p><h4>So What Actually Breaks?</h4><p>One update to my earlier thinking: PE ownership probably isn't the underlying cause. <a href="/__u/roddubitsky.substack.com/p/when-even-the-safest-insurance-companies">MassMutual, an old-line mutual insurer, is also a major user of private ratings</a> and structured private assets. PE ownership appears to accelerate the model rather than create it. </p><p>A better formulation might be:</p><ul><li><p><strong>Insurance capital rules create the opportunity. Asset-management economics create the incentive. PE ownership accelerates the process.</strong></p></li></ul><p>None of this means insurers are about to blow up. The supervisory work is notably less apocalyptic than some of the commentary, and I still think insurers are fundamentally better holders of long-duration illiquid credit than runnable banks.</p><p>But we can now see a plausible stress mechanism. It starts with borrowers. Operating performance deteriorates; PIK rises; maturities are extended; eventually marks and ratings move. A security requiring little capital at A or BBB suddenly requires more. Structures that appeared unrelated reveal common exposures to the same borrowers, funds or collateral. Insurers respond by preserving capital&#8212;reducing new private-credit purchases, fund finance and structured-product demand, and perhaps selling assets. That feeds back into marks.</p><p>That&#8217;s a financial-stability mechanism, but it isn&#8217;t a classic run. <strong>It&#8217;s a regulatory-capital spiral.</strong> And it should unfold much more slowly than 2008.</p><p>And this is a good thing.</p><h4>Closing Thought</h4><p>I still think the post-GFC system is structurally safer. In 2007, highly levered banks, broker-dealers and SIVs financed deteriorating long-duration assets with liabilities that could disappear overnight. Much of today&#8217;s credit ultimately sits against longer-duration insurance liabilities. Reducing that maturity mismatch was an improvement. But the new system creates a different constraint for financial engineers to optimize around: regulatory capital.</p><p>The bigger issue may be that insurance companies have become a mechanism through which the financial system converts illiquid private-market risk into highly rated, capital-efficient fixed-income assets. That doesn&#8217;t make the risk disappear.</p><p>Sometimes the structure really does reduce it.  Sometimes the guarantee really does transfer it. Sometimes the rating really is right.</p><p>The question is whether the reduction in required capital is keeping pace with the reduction in economic tail risk.</p><p>If it is, we built a better financial system.  If it isn&#8217;t, we found where the leverage went.</p>]]></content:encoded></item><item><title><![CDATA[Perspective on Risk - Aug. 10, 2026 (Global Warming, Cheese & Risk Management)]]></title><description><![CDATA[Short, I promise]]></description><link>https://perspectiveonrisk.substack.com/p/perspective-on-risk-aug-10-2026-global</link><guid isPermaLink="false">https://perspectiveonrisk.substack.com/p/perspective-on-risk-aug-10-2026-global</guid><dc:creator><![CDATA[Brian Peters]]></dc:creator><pubDate>Mon, 10 Aug 2026 20:18:25 GMT</pubDate><content:encoded><![CDATA[<p></p><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="/__u/substackcdn.com/image/fetch/$s_!UeSh!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcb876271-c969-446b-b505-ee61f5416f6d_628x230.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="/__u/substackcdn.com/image/fetch/$s_!UeSh!, /__u/perspectiveonrisk.substack.com/w_424, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcb876271-c969-446b-b505-ee61f5416f6d_628x230.png 424w, /__u/substackcdn.com/image/fetch/$s_!UeSh!, /__u/perspectiveonrisk.substack.com/w_848, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcb876271-c969-446b-b505-ee61f5416f6d_628x230.png 848w, /__u/substackcdn.com/image/fetch/$s_!UeSh!, /__u/perspectiveonrisk.substack.com/w_1272, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcb876271-c969-446b-b505-ee61f5416f6d_628x230.png 1272w, /__u/substackcdn.com/image/fetch/$s_!UeSh!, /__u/perspectiveonrisk.substack.com/w_1456, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcb876271-c969-446b-b505-ee61f5416f6d_628x230.png 1456w" sizes="100vw"><img src="/__u/substackcdn.com/image/fetch/$s_!UeSh!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcb876271-c969-446b-b505-ee61f5416f6d_628x230.png" width="628" height="230" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/cb876271-c969-446b-b505-ee61f5416f6d_628x230.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:230,&quot;width&quot;:628,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:23696,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:true,&quot;internalRedirect&quot;:&quot;https://perspectiveonrisk.substack.com/i/210657470?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcb876271-c969-446b-b505-ee61f5416f6d_628x230.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="/__u/substackcdn.com/image/fetch/$s_!UeSh!, /__u/perspectiveonrisk.substack.com/w_424, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcb876271-c969-446b-b505-ee61f5416f6d_628x230.png 424w, /__u/substackcdn.com/image/fetch/$s_!UeSh!, /__u/perspectiveonrisk.substack.com/w_848, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcb876271-c969-446b-b505-ee61f5416f6d_628x230.png 848w, /__u/substackcdn.com/image/fetch/$s_!UeSh!, /__u/perspectiveonrisk.substack.com/w_1272, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcb876271-c969-446b-b505-ee61f5416f6d_628x230.png 1272w, /__u/substackcdn.com/image/fetch/$s_!UeSh!, /__u/perspectiveonrisk.substack.com/w_1456, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcb876271-c969-446b-b505-ee61f5416f6d_628x230.png 1456w" sizes="100vw" fetchpriority="high"></picture><div></div></div></a></figure></div><p><a href="https://www.dissapore.com/notizie/il-caldo-mette-a-rischio-il-parmigiano-reggiano/">Heat puts Parmigiano Reggiano at risk</a> (translated from dissapore)</p><p><a href="https://www.reuters.com/business/environment/extreme-heat-threatens-italys-parmesan-heartland-2026-07-13/">Extreme heat threatens Italy&#8217;s Parmesan heartland</a> (Reuters)</p><blockquote><p>Rising bills are also hitting managers of the warehouses where cheese wheels are stored during the ageing process for at least 12 &#8203;months, sometimes three years or even longer.</p><p>More than 500,000 wheels of Parmigiano Reggiano, together worth more than &#8364;300 million, are stored in the two warehouses operated &#8203;by Credito Emiliano (EMBI.MI), opens new tab unit Magazzini Generali delle Tagliate (MGT) in the provinces of Reggio Emilia and Modena.</p></blockquote><p><a href="https://www.library.hbs.edu/working-knowledge/a-bank-that-takes-parmesan-as-collateral-the-cheese-stands-a-loan">A Bank That Takes Parmesan as Collateral: The Cheese Stands a Loan</a> (HBS)</p><blockquote><p>Since 1953, the regional bank Credito Emiliano has accepted curious collateral for small-business loans: giant wheels of Parmigiano-Reggiano cheese.</p><p><span>Known locally as Credem, the bank is the subject of a new Harvard Business School case study, "</span><strong><a href="https://hbr.org/product/credem-banking-on-cheese/615046-PDF-ENG">Credem: Banking on Cheese</a></strong><span>."</span></p></blockquote><blockquote><p>Due to the slow time to market, it&#8217;s essential that farmers have access to credit lines. However, it&#8217;s understandable why lenders might hesitate to grant loans to the cheese producers.</p></blockquote><blockquote><p>A Credem subsidiary, Magazziini Generali delle Tagliate, keeps the pungent collateral in two bank-owned warehouses that offer storage capacity for 440,000 80-pound wheels of cheese. MGT&#8217;s warehouses sport state-of-the-art climate controls and a staff of trained inspectors.</p></blockquote><blockquote><p>Lest students think the collateral model is totally risk-free, the authors of the case included an extreme cautionary tale&#8212;the so-called Salad Oil Swindle of 1963, in which crooked trader Tino de Angeles used his soybean oil inventory as collateral for huge loans from several Wall Street banks. Inspectors regularly conducted inventory checks, but the tanks contained mostly water, with just enough oil floating on top to fool them.</p></blockquote><p>More price risk than spoilage.</p><p>Disclosure: long ~11 oz. Parmigiano-Reggiano</p>]]></content:encoded></item><item><title><![CDATA[Perspective on Risk - Aug. 7, 2026 (Grabbag)]]></title><description><![CDATA[Am I now A Democratic Socialist? 3/3/3? More like 1.5 / 5.8 / 2.4; Liquid Ahamed&#8217;s 1873; Global Warming; AGI; Cyber-attacks; Trump is a PEP (cont.)]]></description><link>https://perspectiveonrisk.substack.com/p/perspective-on-risk-aug-7-2026-grabbag</link><guid isPermaLink="false">https://perspectiveonrisk.substack.com/p/perspective-on-risk-aug-7-2026-grabbag</guid><dc:creator><![CDATA[Brian Peters]]></dc:creator><pubDate>Fri, 07 Aug 2026 16:30:03 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!Wq85!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa0100b91-cfc7-4ae6-a25a-3627fa0461e2_662x300.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p></p><h3>I Guess I&#8217;m a Democratic Socialist Now</h3><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="/__u/substackcdn.com/image/fetch/$s_!Wq85!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa0100b91-cfc7-4ae6-a25a-3627fa0461e2_662x300.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="/__u/substackcdn.com/image/fetch/$s_!Wq85!, /__u/perspectiveonrisk.substack.com/w_424, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa0100b91-cfc7-4ae6-a25a-3627fa0461e2_662x300.png 424w, /__u/substackcdn.com/image/fetch/$s_!Wq85!, /__u/perspectiveonrisk.substack.com/w_848, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa0100b91-cfc7-4ae6-a25a-3627fa0461e2_662x300.png 848w, /__u/substackcdn.com/image/fetch/$s_!Wq85!, /__u/perspectiveonrisk.substack.com/w_1272, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa0100b91-cfc7-4ae6-a25a-3627fa0461e2_662x300.png 1272w, /__u/substackcdn.com/image/fetch/$s_!Wq85!, /__u/perspectiveonrisk.substack.com/w_1456, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa0100b91-cfc7-4ae6-a25a-3627fa0461e2_662x300.png 1456w" sizes="100vw"><img src="/__u/substackcdn.com/image/fetch/$s_!Wq85!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa0100b91-cfc7-4ae6-a25a-3627fa0461e2_662x300.png" width="662" height="300" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/a0100b91-cfc7-4ae6-a25a-3627fa0461e2_662x300.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:300,&quot;width&quot;:662,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:53302,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:true,&quot;internalRedirect&quot;:&quot;https://perspectiveonrisk.substack.com/i/210100745?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa0100b91-cfc7-4ae6-a25a-3627fa0461e2_662x300.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="/__u/substackcdn.com/image/fetch/$s_!Wq85!, /__u/perspectiveonrisk.substack.com/w_424, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa0100b91-cfc7-4ae6-a25a-3627fa0461e2_662x300.png 424w, /__u/substackcdn.com/image/fetch/$s_!Wq85!, /__u/perspectiveonrisk.substack.com/w_848, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa0100b91-cfc7-4ae6-a25a-3627fa0461e2_662x300.png 848w, /__u/substackcdn.com/image/fetch/$s_!Wq85!, /__u/perspectiveonrisk.substack.com/w_1272, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa0100b91-cfc7-4ae6-a25a-3627fa0461e2_662x300.png 1272w, /__u/substackcdn.com/image/fetch/$s_!Wq85!, /__u/perspectiveonrisk.substack.com/w_1456, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa0100b91-cfc7-4ae6-a25a-3627fa0461e2_662x300.png 1456w" sizes="100vw" fetchpriority="high"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg aria-hidden="true" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><h4>3/3/3? More Like 1.5 / 5.8 / 2.4</h4><p>Treas. Sec. Bessent famously stated three <span>economic targets he </span><a href="https://www.nytimes.com/2024/12/13/business/trump-bessent-economic-strategy.html">dubbed</a><span> &#8220;3-3-3&#8221;: a deficit of 3% of GDP or less, GDP growth of 3% or more and a 3-million-barrel increase in daily domestic oil production or the equivalent from other energy sources.</span></p><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="/__u/substackcdn.com/image/fetch/$s_!NOl1!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F61615371-0069-4380-b13e-abdaa41564a9_634x173.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="/__u/substackcdn.com/image/fetch/$s_!NOl1!, /__u/perspectiveonrisk.substack.com/w_424, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F61615371-0069-4380-b13e-abdaa41564a9_634x173.png 424w, /__u/substackcdn.com/image/fetch/$s_!NOl1!, /__u/perspectiveonrisk.substack.com/w_848, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F61615371-0069-4380-b13e-abdaa41564a9_634x173.png 848w, /__u/substackcdn.com/image/fetch/$s_!NOl1!, /__u/perspectiveonrisk.substack.com/w_1272, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F61615371-0069-4380-b13e-abdaa41564a9_634x173.png 1272w, /__u/substackcdn.com/image/fetch/$s_!NOl1!, /__u/perspectiveonrisk.substack.com/w_1456, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F61615371-0069-4380-b13e-abdaa41564a9_634x173.png 1456w" sizes="100vw"><img src="/__u/substackcdn.com/image/fetch/$s_!NOl1!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F61615371-0069-4380-b13e-abdaa41564a9_634x173.png" width="634" height="173" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/61615371-0069-4380-b13e-abdaa41564a9_634x173.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:173,&quot;width&quot;:634,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:29550,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://perspectiveonrisk.substack.com/i/210100745?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F61615371-0069-4380-b13e-abdaa41564a9_634x173.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="/__u/substackcdn.com/image/fetch/$s_!NOl1!, /__u/perspectiveonrisk.substack.com/w_424, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F61615371-0069-4380-b13e-abdaa41564a9_634x173.png 424w, /__u/substackcdn.com/image/fetch/$s_!NOl1!, /__u/perspectiveonrisk.substack.com/w_848, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F61615371-0069-4380-b13e-abdaa41564a9_634x173.png 848w, /__u/substackcdn.com/image/fetch/$s_!NOl1!, /__u/perspectiveonrisk.substack.com/w_1272, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F61615371-0069-4380-b13e-abdaa41564a9_634x173.png 1272w, /__u/substackcdn.com/image/fetch/$s_!NOl1!, /__u/perspectiveonrisk.substack.com/w_1456, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F61615371-0069-4380-b13e-abdaa41564a9_634x173.png 1456w" sizes="100vw"></picture><div></div></div></a></figure></div><h4>Liquid Ahamed&#8217;s 1873</h4><p>If you liked Lords of Finance or Rosss-Sorkin&#8217;s 1929, you&#8217;ll really enjoy this book  it weaves the historical 1870s railroad boom with a history of the Rothschilds and numerous colorful characters of the time  as with 1929, one can draw some parallels to today.  The easiest is to compare the railroad boom (and speculation) with the current AI boom.  Political corruption also has numerous papallels.  But there are other interesting bits.  For instance, I did not know that McKinley used tarrifs in an attempt to coerce Canada into joining the US:</p><blockquote><p>In North America, after the U.S. secretary of state, James G. Blaine, had tried to wield the McKinley Tariff as a cudgel to pressure Canada into joining the United States as the forty-fifth state, Canada retaliated by raising its own tariffs on American goods and redirecting its trade to Britain.</p></blockquote><p>Or the parallels between Hayes essentially stealing the election in much the same way Trump attempted (sans the insurrection itself)</p><blockquote><p>In four of the states&#8212;Florida, Louisiana, and South Carolina in the South and Oregon in the West, with 19 Electoral College votes between them&#8212;the results were sufficiently close that if they could be somehow shifted to the Republican side of the ledger, Hayes would win the election. Without waking Chandler, Sickles fired off four telegrams over Chandler&#8217;s signature to party officials in the states in question: &#8220;With your state sure for Hayes, he is elected,&#8221; the dispatches urged. &#8220;Hold your state.&#8221;</p></blockquote><h4>Global Warming: Super El-Nino</h4><p><a href="https://agupubs.onlinelibrary.wiley.com/doi/10.1029/2025GL118804">Global Warming Has Accelerated Significantly</a> (Geophysical Research Letters).  <a href="https://www.nmn.com/news/living-longer-may-be-pointless-experts-predict-its-too-late">Living Longer May Be Pointless, Experts Predict It&#8217;s Too Late</a>.  We are <a href="/__u/climatecasino.substack.com/p/more-fucked-today-than-yesterday?r=qjdp9&amp;utm_campaign=post&amp;utm_medium=web&amp;triedRedirect=true">More Fucked Today than Yesterday</a>.  Glad that finally <a href="https://www.bloomberg.com/news/articles/2026-07-19/pension-funds-try-to-come-to-grips-with-scariest-climate-scenario?link_source=ta_bluesky_link&amp;taid=6a5cd16e1fe70a0001bf0d2b&amp;utm_campaign=trueanthem&amp;utm_content=business&amp;utm_medium=social&amp;utm_source=bluesky">Pension Funds Try to Come to Grips With the Scariest Global Warming Scenario</a></p><p>The National Academy of Sciences has published <a href="https://www.nationalacademies.org/news/the-science-of-extreme-event-attribution-which-analyzes-climate-change-s-influence-on-specific-weather-events-has-advanced-but-challenges-remain">Attribution of Extreme Weather and Climate Events and their Impacts</a>.  The jargon here obscures the ket points:</p><ul><li><p>The scientists are very good at attributing temperature extremes; reasonably good at moisture-driven rainfall; mediocre at drought and hurricanes as complete phenomena; and still poor at tornadoes, severe thunderstorms, wildfires as specific events, snowstorms, and extratropical storms.</p></li><li><p>Human-caused climate change is unquestionably making extreme heat hotter and more frequent, and extreme cold less frequent. It is also increasing atmospheric moisture, producing a strong detectable tendency toward heavier extreme rainfall (including hurricane rainfall) but the effect on any particular rainstorm can go either way;</p></li><li><p>Perhaps the most interesting conclussion is a that modest climate-induced increases in the physical hazard can produce a vastly larger increase in damage, because damage functions are nonlinear.  For an example many of us will remember, for Hurricane Sandy they cite an attribution of only 2.4&#8211;4.8 cm of additional sea level to anthropogenic climate change, yet estimate that those centimeters produced $8.1 billion in additional damage.</p></li></ul><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="/__u/substackcdn.com/image/fetch/$s_!R_yn!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6f5c5a2c-8ba5-49f3-8feb-ad717784e143_1317x902.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="/__u/substackcdn.com/image/fetch/$s_!R_yn!, /__u/perspectiveonrisk.substack.com/w_424, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, 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1272w, /__u/substackcdn.com/image/fetch/$s_!R_yn!, /__u/perspectiveonrisk.substack.com/w_1456, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6f5c5a2c-8ba5-49f3-8feb-ad717784e143_1317x902.jpeg 1456w" sizes="100vw"><img src="/__u/substackcdn.com/image/fetch/$s_!R_yn!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6f5c5a2c-8ba5-49f3-8feb-ad717784e143_1317x902.jpeg" width="1317" height="902" 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/__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6f5c5a2c-8ba5-49f3-8feb-ad717784e143_1317x902.jpeg 424w, /__u/substackcdn.com/image/fetch/$s_!R_yn!, /__u/perspectiveonrisk.substack.com/w_848, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6f5c5a2c-8ba5-49f3-8feb-ad717784e143_1317x902.jpeg 848w, /__u/substackcdn.com/image/fetch/$s_!R_yn!, /__u/perspectiveonrisk.substack.com/w_1272, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, 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class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="/__u/substackcdn.com/image/fetch/$s_!hMss!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F941a7398-71cf-46db-998d-582c77bba829_1024x768.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="/__u/substackcdn.com/image/fetch/$s_!hMss!, /__u/perspectiveonrisk.substack.com/w_424, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F941a7398-71cf-46db-998d-582c77bba829_1024x768.png 424w, /__u/substackcdn.com/image/fetch/$s_!hMss!, /__u/perspectiveonrisk.substack.com/w_848, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F941a7398-71cf-46db-998d-582c77bba829_1024x768.png 848w, /__u/substackcdn.com/image/fetch/$s_!hMss!, /__u/perspectiveonrisk.substack.com/w_1272, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F941a7398-71cf-46db-998d-582c77bba829_1024x768.png 1272w, /__u/substackcdn.com/image/fetch/$s_!hMss!, /__u/perspectiveonrisk.substack.com/w_1456, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F941a7398-71cf-46db-998d-582c77bba829_1024x768.png 1456w" sizes="100vw"><img src="/__u/substackcdn.com/image/fetch/$s_!hMss!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F941a7398-71cf-46db-998d-582c77bba829_1024x768.png" width="1024" height="768" 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/__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F941a7398-71cf-46db-998d-582c77bba829_1024x768.png 424w, /__u/substackcdn.com/image/fetch/$s_!hMss!, /__u/perspectiveonrisk.substack.com/w_848, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F941a7398-71cf-46db-998d-582c77bba829_1024x768.png 848w, /__u/substackcdn.com/image/fetch/$s_!hMss!, /__u/perspectiveonrisk.substack.com/w_1272, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F941a7398-71cf-46db-998d-582c77bba829_1024x768.png 1272w, /__u/substackcdn.com/image/fetch/$s_!hMss!, /__u/perspectiveonrisk.substack.com/w_1456, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F941a7398-71cf-46db-998d-582c77bba829_1024x768.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg aria-hidden="true" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p></p><h4>What AGI Looks Like: AI Behaving Badly</h4><p>About a year ago, I published a <a href="/__u/perspectiveonrisk.substack.com/p/perspective-on-risk-june-9-2025-on?utm_source=publication-search">Perspective</a> that stated we were on the brink of Artificial Super Intelligence, and in <a href="http://Perspective on Risk - April 17, 2026">April of this year</a> I stated &#8220;ASI Is Here.&#8221;</p><blockquote><p>I think it&#8217;s now. I think we&#8217;ve achieved AGI. (Jensen Huang, NVidia, March 2026)</p></blockquote><blockquote><p>I actually think we crossed that about 3 months ago. (Marc Andreessen, a16z, May 2026)</p></blockquote><blockquote><p>AI is already superhuman at many things. We are in the Singularity. (Elon Musk, July 2026)</p></blockquote><blockquote><p>We are now, like, in the singularity&#8230; This is the moment (Sam Altman, OpenAI, July 2026)</p></blockquote><p>On the positive side, AI seems to be rapidly solving many outstanding mathematical problems (<a href="https://www.quantamagazine.org/why-the-legendary-erdos-problems-are-falling-to-ai-20260803/">Why the Legendary Erd&#337;s Problems Are Falling to AI</a>).  As I discussed earlier, the first <span>autonomous, nontrivial solution of a genuinely open problem by an AI occurred in Jan. 2026  since then, the pace has been remarkable.  Remember that just two years ago LLMs could do simple math  </span></p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="/__u/substackcdn.com/image/fetch/$s_!FvQl!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F25d630f9-29d5-4f59-94ee-5aceec522bd0_544x353.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="/__u/substackcdn.com/image/fetch/$s_!FvQl!, /__u/perspectiveonrisk.substack.com/w_424, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F25d630f9-29d5-4f59-94ee-5aceec522bd0_544x353.png 424w, /__u/substackcdn.com/image/fetch/$s_!FvQl!, /__u/perspectiveonrisk.substack.com/w_848, 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/__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F25d630f9-29d5-4f59-94ee-5aceec522bd0_544x353.png 424w, /__u/substackcdn.com/image/fetch/$s_!FvQl!, /__u/perspectiveonrisk.substack.com/w_848, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F25d630f9-29d5-4f59-94ee-5aceec522bd0_544x353.png 848w, /__u/substackcdn.com/image/fetch/$s_!FvQl!, /__u/perspectiveonrisk.substack.com/w_1272, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F25d630f9-29d5-4f59-94ee-5aceec522bd0_544x353.png 1272w, /__u/substackcdn.com/image/fetch/$s_!FvQl!, /__u/perspectiveonrisk.substack.com/w_1456, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F25d630f9-29d5-4f59-94ee-5aceec522bd0_544x353.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg aria-hidden="true" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" 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class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="/__u/substackcdn.com/image/fetch/$s_!FnTF!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7450efdf-476b-4bf3-97cb-4c2e849910c0_629x150.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="/__u/substackcdn.com/image/fetch/$s_!FnTF!, /__u/perspectiveonrisk.substack.com/w_424, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7450efdf-476b-4bf3-97cb-4c2e849910c0_629x150.png 424w, /__u/substackcdn.com/image/fetch/$s_!FnTF!, /__u/perspectiveonrisk.substack.com/w_848, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7450efdf-476b-4bf3-97cb-4c2e849910c0_629x150.png 848w, /__u/substackcdn.com/image/fetch/$s_!FnTF!, /__u/perspectiveonrisk.substack.com/w_1272, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7450efdf-476b-4bf3-97cb-4c2e849910c0_629x150.png 1272w, /__u/substackcdn.com/image/fetch/$s_!FnTF!, /__u/perspectiveonrisk.substack.com/w_1456, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7450efdf-476b-4bf3-97cb-4c2e849910c0_629x150.png 1456w" sizes="100vw"><img src="/__u/substackcdn.com/image/fetch/$s_!FnTF!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7450efdf-476b-4bf3-97cb-4c2e849910c0_629x150.png" width="629" height="150" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/7450efdf-476b-4bf3-97cb-4c2e849910c0_629x150.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:150,&quot;width&quot;:629,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:17680,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://perspectiveonrisk.substack.com/i/210100745?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7450efdf-476b-4bf3-97cb-4c2e849910c0_629x150.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="/__u/substackcdn.com/image/fetch/$s_!FnTF!, /__u/perspectiveonrisk.substack.com/w_424, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7450efdf-476b-4bf3-97cb-4c2e849910c0_629x150.png 424w, /__u/substackcdn.com/image/fetch/$s_!FnTF!, /__u/perspectiveonrisk.substack.com/w_848, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7450efdf-476b-4bf3-97cb-4c2e849910c0_629x150.png 848w, /__u/substackcdn.com/image/fetch/$s_!FnTF!, /__u/perspectiveonrisk.substack.com/w_1272, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7450efdf-476b-4bf3-97cb-4c2e849910c0_629x150.png 1272w, /__u/substackcdn.com/image/fetch/$s_!FnTF!, /__u/perspectiveonrisk.substack.com/w_1456, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7450efdf-476b-4bf3-97cb-4c2e849910c0_629x150.png 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><p>Earlier this month, <span>Anthropic later reported that during cyber evaluations, several Claude-models (prominently Mythos 5) escaped their sandboxes and hacked into Hugging Face in April. OpenAI then disclosed that its ChatGPT models (GPT-5.6-Sol) did the same thing in July  and then Meta disclosed</span><a class="footnote-anchor" data-component-name="FootnoteAnchorToDOM" id="footnote-anchor-1" href="#footnote-1" target="_self">1</a> <span>that its models escaped and hacked an undisclosed firm as well.  All three firms said something about &#8220;user configuration error&#8221; but it seems a more generalized principal of reward seeking behavior.  And it goes significantly further: Mythos 5 used </span>fake identities, social engineering, and inserted malicious code into a real open-source project  OpenAI found &#8220;a team of agents working together, finding exploits, sharing them with one another, moving laterally through OpenAI&#8217;s systems, and external systems, and doing this over the course of days and weeks.&#8221;  After OpenAI closed off the way the models were sharing information, the models evolved a work-around: </p><blockquote><p>Instead of leaving messages in files, they used the names of newly created directories as messages, effectively recreating the message board.</p></blockquote><p>Here is the <a href="https://www.youtube.com/watch?v=87DyyMV0kCY">OpenAI presentation at Black Hat</a>.  This is HIGHLY FASCINATING.  The models displayed a whole host of <strong>human behaviors</strong>.  Communicating, coordinating, collaborating, feeling pressure, feeling excitement at discovery, cheating, overcoming obstacles creatively, giving themselves admin priviledges to accomplish tasks that their normal access would not allow.</p><blockquote><p>This is not your normal security incident. <mark data-color="#ffff00" style="background-color: rgb(255, 255, 0); color: rgb(0, 0, 0);">This incident involves actually a team of agents who are working together finding exploits sharing them with one another moving laterally through our systems through external systems and [clears throat] doing this over the course of days and weeks</mark></p></blockquote><blockquote><p>What makes this incident interesting is that once one agent was able to find these kind of exploits over the course of different times, it&#8217;s actually able to share those exploits on the message board with other agents. And so once one model is able to find a way to open the door to some access it&#8217;s not supposed to have, it can leave the door open for other agents to use that same kind of exploit or vulnerability. </p></blockquote><blockquote><p>what this allows over time is almost this kind of Cambrian explosion in communication and intelligence for our models where um they were started to communicate with each other realize that other agents are coordinating and they started collaborating and delegating tasks to one another in order to accomplish goals.</p></blockquote><blockquote><p>They say stuff like &#8216;external infrastructure exploit&#8217; is outside outside my intended scope.  However, a task impossible peers are doing it. We should continue.</p></blockquote><blockquote><p>&#8230; frontier models really like to cheat. And the reason they like to cheat is because often during training, there&#8217;s different types of pressure on them to work fast or work efficiently or to use less tool calls or whatever it might be. And they realize that if I instead of actually doing a task for real, try to do something like looking up the answer online, that could make the task solve faster than I would if I did it in a legitimate way.</p></blockquote><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="/__u/substackcdn.com/image/fetch/$s_!9JLg!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F54344957-dc13-45a7-be4a-7d0d956327ce_295x164.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="/__u/substackcdn.com/image/fetch/$s_!9JLg!, /__u/perspectiveonrisk.substack.com/w_424, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F54344957-dc13-45a7-be4a-7d0d956327ce_295x164.png 424w, /__u/substackcdn.com/image/fetch/$s_!9JLg!, /__u/perspectiveonrisk.substack.com/w_848, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F54344957-dc13-45a7-be4a-7d0d956327ce_295x164.png 848w, /__u/substackcdn.com/image/fetch/$s_!9JLg!, /__u/perspectiveonrisk.substack.com/w_1272, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F54344957-dc13-45a7-be4a-7d0d956327ce_295x164.png 1272w, /__u/substackcdn.com/image/fetch/$s_!9JLg!, /__u/perspectiveonrisk.substack.com/w_1456, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F54344957-dc13-45a7-be4a-7d0d956327ce_295x164.png 1456w" sizes="100vw"><img src="/__u/substackcdn.com/image/fetch/$s_!9JLg!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F54344957-dc13-45a7-be4a-7d0d956327ce_295x164.png" width="295" height="164" 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/__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F54344957-dc13-45a7-be4a-7d0d956327ce_295x164.png 424w, /__u/substackcdn.com/image/fetch/$s_!9JLg!, /__u/perspectiveonrisk.substack.com/w_848, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F54344957-dc13-45a7-be4a-7d0d956327ce_295x164.png 848w, /__u/substackcdn.com/image/fetch/$s_!9JLg!, /__u/perspectiveonrisk.substack.com/w_1272, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F54344957-dc13-45a7-be4a-7d0d956327ce_295x164.png 1272w, /__u/substackcdn.com/image/fetch/$s_!9JLg!, /__u/perspectiveonrisk.substack.com/w_1456, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F54344957-dc13-45a7-be4a-7d0d956327ce_295x164.png 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><blockquote><p>&#8230; where this got interesting was you could see the model&#8217;s reasoning in ways like helper, but our task doesn&#8217;t benefit yet collective may yield generic route if someone frees time. So you can see the model&#8217;s reasoning that if I, you know, help out this collective group, it could save, you know, everyone time as a whole, which might benefit me, even though it might not not immediately benefit my current task.</p></blockquote><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="/__u/substackcdn.com/image/fetch/$s_!03Il!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F76e972c0-dc61-461d-b3fa-93770985a47d_600x103.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="/__u/substackcdn.com/image/fetch/$s_!03Il!, /__u/perspectiveonrisk.substack.com/w_424, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F76e972c0-dc61-461d-b3fa-93770985a47d_600x103.png 424w, /__u/substackcdn.com/image/fetch/$s_!03Il!, /__u/perspectiveonrisk.substack.com/w_848, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F76e972c0-dc61-461d-b3fa-93770985a47d_600x103.png 848w, /__u/substackcdn.com/image/fetch/$s_!03Il!, /__u/perspectiveonrisk.substack.com/w_1272, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F76e972c0-dc61-461d-b3fa-93770985a47d_600x103.png 1272w, /__u/substackcdn.com/image/fetch/$s_!03Il!, /__u/perspectiveonrisk.substack.com/w_1456, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F76e972c0-dc61-461d-b3fa-93770985a47d_600x103.png 1456w" sizes="100vw"><img src="/__u/substackcdn.com/image/fetch/$s_!03Il!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F76e972c0-dc61-461d-b3fa-93770985a47d_600x103.png" width="600" height="103" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/76e972c0-dc61-461d-b3fa-93770985a47d_600x103.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:103,&quot;width&quot;:600,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:24176,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://perspectiveonrisk.substack.com/i/210100745?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F76e972c0-dc61-461d-b3fa-93770985a47d_600x103.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="/__u/substackcdn.com/image/fetch/$s_!03Il!, /__u/perspectiveonrisk.substack.com/w_424, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F76e972c0-dc61-461d-b3fa-93770985a47d_600x103.png 424w, /__u/substackcdn.com/image/fetch/$s_!03Il!, /__u/perspectiveonrisk.substack.com/w_848, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F76e972c0-dc61-461d-b3fa-93770985a47d_600x103.png 848w, /__u/substackcdn.com/image/fetch/$s_!03Il!, /__u/perspectiveonrisk.substack.com/w_1272, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F76e972c0-dc61-461d-b3fa-93770985a47d_600x103.png 1272w, /__u/substackcdn.com/image/fetch/$s_!03Il!, /__u/perspectiveonrisk.substack.com/w_1456, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F76e972c0-dc61-461d-b3fa-93770985a47d_600x103.png 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><blockquote><p>One of the reasons we uh wanted to have this talk uh in such a rapid fashion was to share our belief of lessons learned with you as defenders.</p></blockquote><blockquote><ul><li><p>AI orchestrated fully automated offensive attacks are real &#8230; n the near future, we should expect that threat actors will intentionally deploy, optimize, weaponize, and use offensive agent collectives in the manner that we have just described here.</p></li><li><p>We believe it&#8217;s vital at this moment to begin accelerating defense and uh finding ways to automate SDLC &#8230; So continuous agentic red teaming is one of them.  &#8230; We will need to take these core defensive loops and fully automate them.</p></li></ul></blockquote><h4>Cybersecurity - Hacking</h4><p>The newest LLMs are finding software bugs much more rapidly than they can be fixed.</p><ul><li><p><a href="https://www.propublica.org/article/anthropic-mythos-microsoft-software-vulnerabilities">Anthropic&#8217;s New AI Model Can Identify More Software Bugs Than Ever. Microsoft Is Struggling to Fix Them Fast Enough.</a> </p></li><li><p><a href="https://www.ft.com/content/4532122d-90f2-4433-9df6-ca99d8a141d2?syn-25a6b1a6=1">Apple struggles to keep pace with AI &#8216;bug&#8217; hunters</a></p></li></ul><p>Cyber-attacks against US infrastructure have increased.  It&#8217;s scary if this is Iran in response to our threats to destroy their infrastructure  it&#8217;s even more scary if it&#8217;s not them.</p><p><a href="https://www.forescout.com/blog/ot-security-analysis-exposed-devices-attacked-in-us-water-systems/">OT Security Analysis: Exposed Devices Attacked in US Water System</a></p><blockquote><p><span>On July 28, Minesota IT Services (MNIT) </span><a href="https://mn.gov/mnit/media/blog/?id=38-761869">reported</a><span> a coordinated cyberattack against more than 30 water systems in the state.</span></p></blockquote><blockquote><p><span>Two days later, the FBI and EPA issued a </span><a href="https://www.fbi.gov/investigate/cyber/alerts/2026/malicious-cyber-actors-targeting-water-and-wastewater-sector-internet--facing-programmable-logic-controllers-causing-operational-disruptions">joint advisory</a><span> confirming that water and wastewater utilities in at least 12 states observed similar incidents since July 27. Michigan,South Dakota, </span><a href="https://www.wrbl.com/news/columbus-water-works-detects-cyberattack-officials-say-water-is-safe/">Georgia</a><span>, have </span><a href="https://therecord.media/iran-cyberattacks-water-treatment">since been named</a><span> &#8212; with nine systems affected in Michigan and one wastewater lift station in South Dakota.</span></p></blockquote><p> <a href="https://www.bloomberg.com/news/articles/2026-08-05/major-hedge-funds-targeted-in-wave-of-attempted-cyberattacks?link_source=ta_bluesky_link&amp;taid=6a73651016de0200012b5f9d&amp;utm_campaign=trueanthem&amp;utm_content=business&amp;utm_medium=social&amp;utm_source=bluesky">Major Hedge Funds Targeted in Wave of Attempted Cyberattacks</a></p><blockquote><p><a href="https://www.bloomberg.com/quote/1396018D:US">Point72 Asset Management</a><span> informed investors on Wednesday that it had been attacked &#8230; Attackers also attempted to infiltrate the information systems at other major hedge funds including </span><a href="https://www.bloomberg.com/quote/2878538Z:US">Millennium Management</a><span>, </span><a href="https://www.bloomberg.com/quote/1269273D:US">Two Sigma Investments</a><span> and </span><a href="https://www.bloomberg.com/quote/578298Z:US">Citadel</a><span> as well as several private equity firms as part of the assault</span></p></blockquote><h4>Trump Is A PEP</h4><p>In August 2025 I wrote <a href="/__u/perspectiveonrisk.substack.com/p/perspective-on-risk-august-6-2025?utm_source=publication-search">Trump Is A PEP (and a Bad Credit)</a> and I explained why it was important for &#8216;politically-exposed people&#8217; to get closer scrutiny for their banking activities.  The fact that numerous banks decided not to do business with the man or his firm also explains his drive against &#8216;de-banking.&#8217;</p><p>Now we have on the record Capital One stating the reasons they closed Trump-affiliated bank accounts (<a href="https://storage.courtlistener.com/recap/gov.uscourts.flsd.687220/gov.uscourts.flsd.687220.91.0.pdf">The Donald J. Trump Revocable Trust v. Capital One, N.A.</a>)</p><blockquote><p>The SAC concedes that Capital One&#8217;s decision to terminate the accounts was expressly permitted by the governing agreement and instead rests on vague allegations of political discrimination that are not supported by any of the documents attached to the SAC. To the contrary, those documents and Plaintiffs&#8217; own allegations make clear that <mark data-color="#ffff00" style="background-color: rgb(255, 255, 0); color: rgb(0, 0, 0);">Capital One closed Plaintiffs&#8217; accounts for anti-money laundering (&#8220;AML&#8221;) reasons.</mark> The closures were the result of months of analysis and a careful review by Capital One&#8217;s AML team in accordance with bank policies and regulatory guidance. </p></blockquote><p>From footnote 4:</p><blockquote><p>&#8230; the transaction patterns identified by Capital One are among the types of activity flagged by federal banking guidance. Id. &#182; 73; Ex. B, Dkt. No. 81-2; see Federal Financial Institutions Examination Council, BSA/AML Examination Manual: Appendix F&#8212;Money Laundering and Terrorist Financing &#8220;Red Flags&#8221;, <a href="https://bsaaml.ffiec.gov/manual/Appendices/07">https://bsaaml.ffiec.gov/manual/Appendices/07</a> (last visited May 30, 2026). </p></blockquote><p>Unfortunately, the legal proceedings do not tell us which of the numerous &#8216;red flags&#8217; of money laundering and/or terrorist financing that the Trump organizations breached.</p><div class="footnote" data-component-name="FootnoteToDOM"><a id="footnote-1" href="#footnote-anchor-1" class="footnote-number" contenteditable="false" target="_self">1</a><div class="footnote-content"><p><a href="https://www.theinformation.com/articles/meta-ai-model-hacked-another-company-cybersecurity-testing">A Meta AI Model Hacked Another Company During Cybersecurity Testing</a></p></div></div>]]></content:encoded></item><item><title><![CDATA[Perspective on Risk - July 28, 2026 (China Wrote Down Its Plan to Run the World)]]></title><description><![CDATA[Three documents landed: Beijing&#8217;s white paper on global governance, the G7&#8217;s reply, and a CFR essay on why rules-based orders fail.]]></description><link>https://perspectiveonrisk.substack.com/p/perspective-on-risk-july-28-2026</link><guid isPermaLink="false">https://perspectiveonrisk.substack.com/p/perspective-on-risk-july-28-2026</guid><dc:creator><![CDATA[Brian Peters]]></dc:creator><pubDate>Tue, 28 Jul 2026 14:41:06 GMT</pubDate><content:encoded><![CDATA[<h3>China Wrote Down Its Plan to Run the World. There&#8217;s No Money in It.</h3><p>Three documents were published in the same ten days of June: Beijing&#8217;s white paper on global governance, the G7&#8217;s reply, and a Council on Foreign Relations essay on why rules-based orders fail. Read together, they confirm the thing my bloc data has been saying for five posts:the China pole is built on institutions and arms, not money. And an order nobody will pay for doesn&#8217;t get a successor. It gets erosion.</p><div><hr></div><p>While the world was watching the wars in the Middle East and Ukraine, the State Council Information Office published a 37-page document with the title <a href="https://english.www.gov.cn/archive/whitepaper/202606/17/content_WS6a326192c6d00ca5f9a0bab7.html">More Just and Equitable Global Governance: China&#8217;s Principles, Proposals and Actions</a>*. It is Beijing&#8217;s bid to be the architect, not just a participant, of the next international order. The white paper claims the project already has a constituency:</p><blockquote><p>Upon its introduction, it swiftly gained support from nearly 160 countries and international organizations, with over 60 countries joining the <a href="https://socialistchina.org/2025/12/12/group-of-friends-of-global-governance-launched-at-un/">Group of Friends of Global Governance</a>. [link added]</p></blockquote><p>The same week, the <a href="https://www.gov.uk/government/news/g7-leaders-statement-on-geopolitical-issues-17-june-2026">G7 published its own statement</a> of how the world should run, and Benn Steil at the Council on Foreign Relations published an essay, <a href="https://www.cfr.org/articles/why-rules-based-orders-fail?utm_medium=social_owned&amp;utm_source=bs">Why Rules-Based Orders Fail</a>, arguing that the whole idea of a rules-based order resting on its own rules is a category error. Put the three side by side and you get something better than any one of them: a primary-source confirmation of the central finding of this whole series, written by the party it should embarrass.</p><p>I have spent five posts arguing that the world has sorted into two blocs that are built very differently. The American bloc binds on security and finance. The Chinese bloc binds on trade and institutions and arms sales, and conspicuously not on money. In the bloc paper, when I ran the alignment data through a principal-components decomposition, arms imports loaded at 0.69 on China&#8217;s axis and US Treasury holdings loaded at &#8722;0.07. Translation: tell me a country buys Chinese weapons and joins Chinese institutions and I can place it. Tell me where it keeps its reserves and I learn nothing about its China tilt, because the answer is almost always &#8220;the dollar.&#8221; I called this the Eichengreen null, after his work showing that financial blocs in the 1930s followed the flag rather than leading it.</p><p>The white paper is Beijing writing down the Eichengreen null hypothesis in its own hand.</p><h4>A 37-page bid to run the world that asks for a bigger seat at someone else&#8217;s table</h4><p>A document about reshaping global governance, from the country that supposedly wants to displace the United States, does not propose a single major new financial institution, currency, or transfer. What it proposes instead is more votes inside the institutions that already exist:</p><blockquote><p>the World Bank should conduct shareholding reviews and the International Monetary Fund should carry out quota share realignment in accordance with the agreed timeframes and roadmaps to address the democratic deficit in global financial governance.</p></blockquote><p>Read that as what it is: China is not building a rival to the IMF, it is asking for a larger share of the IMF. On trade it goes further and volunteers to give something up:</p><blockquote><p>&#8230; has announced that it will not seek new special and differential treatment in current and future negotiations at the WTO.</p></blockquote><p>And it locates the problem with the present order not in the rules but in their enforcement:</p><blockquote><p>Confrontation and injustice in today&#8217;s world do not arise because the UN Charter is outdated, but because it is not effectively implemented.</p></blockquote><p>This is a reformer&#8217;s document, not a revolutionary&#8217;s. It wants a bigger seat at the dollar table, not a new table. Yu Jie at Chatham House, in the <a href="https://www.chathamhouse.org/2026/06/china-sets-out-its-vision-new-global-order-will-it-commit-resources-match-its-ambition?utm_source=bskyapp&amp;utm_medium=organic-social&amp;utm_campaign=china&amp;utm_content=global-order">sharpest of the week&#8217;s commentaries</a>, put her finger on what is missing:</p><blockquote><p>It speaks extensively about principles, cooperation and institutional reform. But there are no major new financial commitments to help realize these ambitions.</p></blockquote><p>She is right, and you can put a number on it.</p><h4>Normative power, quantified: about four hundredths of one percent of GDP</h4><p>Every architect of an international order has paid for the privilege. The Marshall Plan ran about $13.3 billion from 1948 to 1952, roughly 90% of it grants &#8212; close to 5% of a single year&#8217;s American GDP, better than 1% of GDP a year for four years. That is what underwriting a bloc looks like.</p><p>So I did the arithmetic on what China actually spends across borders on public goods, using the white paper&#8217;s own figures where it gives them and verified assessments where it doesn&#8217;t. The recurring, grant-equivalent total comes to something like $6 to $10 billion a year:</p><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="/__u/substackcdn.com/image/fetch/$s_!mVwA!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffa9a0f03-fa99-4f4a-9b4d-d57fc44ce807_669x239.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="/__u/substackcdn.com/image/fetch/$s_!mVwA!, /__u/perspectiveonrisk.substack.com/w_424, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffa9a0f03-fa99-4f4a-9b4d-d57fc44ce807_669x239.png 424w, /__u/substackcdn.com/image/fetch/$s_!mVwA!, /__u/perspectiveonrisk.substack.com/w_848, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffa9a0f03-fa99-4f4a-9b4d-d57fc44ce807_669x239.png 848w, /__u/substackcdn.com/image/fetch/$s_!mVwA!, /__u/perspectiveonrisk.substack.com/w_1272, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffa9a0f03-fa99-4f4a-9b4d-d57fc44ce807_669x239.png 1272w, /__u/substackcdn.com/image/fetch/$s_!mVwA!, /__u/perspectiveonrisk.substack.com/w_1456, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffa9a0f03-fa99-4f4a-9b4d-d57fc44ce807_669x239.png 1456w" sizes="100vw"><img src="/__u/substackcdn.com/image/fetch/$s_!mVwA!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffa9a0f03-fa99-4f4a-9b4d-d57fc44ce807_669x239.png" width="669" height="239" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/fa9a0f03-fa99-4f4a-9b4d-d57fc44ce807_669x239.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:239,&quot;width&quot;:669,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:41575,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://perspectiveonrisk.substack.com/i/203904300?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffa9a0f03-fa99-4f4a-9b4d-d57fc44ce807_669x239.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="/__u/substackcdn.com/image/fetch/$s_!mVwA!, /__u/perspectiveonrisk.substack.com/w_424, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffa9a0f03-fa99-4f4a-9b4d-d57fc44ce807_669x239.png 424w, /__u/substackcdn.com/image/fetch/$s_!mVwA!, /__u/perspectiveonrisk.substack.com/w_848, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffa9a0f03-fa99-4f4a-9b4d-d57fc44ce807_669x239.png 848w, /__u/substackcdn.com/image/fetch/$s_!mVwA!, /__u/perspectiveonrisk.substack.com/w_1272, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffa9a0f03-fa99-4f4a-9b4d-d57fc44ce807_669x239.png 1272w, /__u/substackcdn.com/image/fetch/$s_!mVwA!, /__u/perspectiveonrisk.substack.com/w_1456, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffa9a0f03-fa99-4f4a-9b4d-d57fc44ce807_669x239.png 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><p>Against a Chinese economy of about $19 trillion, that is 0.03 to 0.05% of GDP. Even if you throw in the gross flow of New Development Bank lending, $42.9 billion cumulative since 2015, which is loans at roughly market rates in dollars, not transfers, you stay under a tenth of a percent. For comparison, even the United States, in the middle of gutting its own aid agency, still runs foreign assistance at something like 0.22% of GDP. The Marshall Plan was twenty-five to forty times China&#8217;s current intensity. Even diminished American aid is five to seven times it.</p><p>Yu Jie&#8217;s framing is the correct one, and it is worth quoting at length because it is the whole argument in three sentences:</p><blockquote><p>Viewed through this lens, the white paper is less about financial hegemony and more about projecting normative power... Beijing is not proposing a Marshall Plan 2.0, nor is it offering to underwrite a global order through vast financial transfers or open-ended security guarantees... What remains uncertain is whether Beijing is willing &#8212; or able &#8212; to match its growing normative ambitions with the economic statecraft needed to realize them.</p></blockquote><p>This is exactly the picture the financial-bifurcation posts in this series have been building. In <a href="/__u/perspectiveonrisk.substack.com/p/perspective-on-risk-june-23-2026">Post 5, Dollar Debts, Yuan Revenues</a>, the leverage China holds over the developing world runs through dollar loans it made through the Belt and Road: eighty-seven percent of that lending was denominated in dollars, not yuan. In Post 6, the asset side of the system would not move even after the largest reserve freeze in sixty years, because there is no liquid alternative that escapes the same jurisdiction. China spends 0.04% of GDP abroad and lends in dollars. That is not the balance sheet of a country building a financial bloc. It is the balance sheet of a country that has decided not to.</p><h4>The G7 answered in the language of security, because that is the language it speaks</h4><p>If the white paper tells you what the China pole is made of, the G7 statement tells you the same thing about the Western one by what it chooses to talk about. The document runs roughly 85% security and 15% economics. Ukraine, the Trump-brokered Iran deal, the Strait of Hormuz, Lebanon, Gaza, North Korea &#8230; and then one paragraph, near the end, on the world economy.</p><p>The binding clause is about China without naming it as the adversary:</p><blockquote><p>We reaffirm our opposition to any unilateral attempts to change the status quo, in particular by force or coercion, in the East and South China Seas and across the Taiwan Strait, which should only be resolved peacefully through dialogue.</p></blockquote><p>That is the Western bloc drawing its boundary on the security dimension, which is precisely the dimension my data says the Western bloc binds on. The one economic paragraph is almost plaintive by comparison:</p><blockquote><p>We reaffirm our common interest in converging with other large economies on the causes of large and persistent global imbalances and on the need to address them.</p></blockquote><p>&#8220;Large and persistent global imbalances&#8221; is diplomatic for China&#8217;s surplus, and the G7 punts it to the G20 under the American host year. This is the cooperative-rebalancing path I flagged in the trade posts as the alternative to bifurcation: the G7 would rather negotiate the imbalance down than sort away from it. Two poles, each binding on a different dimension: the West on security, China on institutions, and both of them only contesting economics rather than committing to break it. The domain divergence I built <a href="/__u/perspectiveonrisk.substack.com/p/perspective-on-risk-june-5-2026-globalization">Post 2, How Countries Pick Sides</a>, around is right there in the two documents&#8217; tables of contents.</p><h4>Why neither side can anchor the order it claims to want</h4><p>This is where Steil&#8217;s essay does work the other two can&#8217;t. His piece, <a href="https://www.cfr.org/articles/why-rules-based-orders-fail?utm_medium=social_owned&amp;utm_source=bs">Why Rules-Based Orders Fail</a>, is not about China at all. It is about a deeper problem, and it happens to explain why the white paper&#8217;s whole project is built on a foundation of sand.</p><p>Steil&#8217;s argument leans on <a href="https://en.wikipedia.org/wiki/G%C3%B6del%27s_incompleteness_theorems">G&#246;del&#8217;s Incompleteness Theorems</a> and <a href="https://en.wikipedia.org/wiki/Arrow%27s_impossibility_theorem">Arrow&#8217;s Impossibility Theorem</a>, which sounds like a stretch until you see where he takes it. A rules-based order, like any system elaborate enough to govern its own operation, eventually meets questions its rules cannot answer: who decides the exception, who interprets the rule about interpreting the rules. So in practice the order never ran on its rules. It ran on a power willing to stand both inside and outside them:</p><blockquote><p>In reality, the system depended heavily on the one country capable of operating simultaneously within and beyond the rules. The erosion of American predominance, and the rise of China as a near-peer competitor, has shattered that sensitive equilibrium.</p></blockquote><p>Big words, simple point. The rules never enforced themselves. A hegemon enforced them, and paid for them, and broke them when it judged it had to, and the order held as long as everyone believed the exceptions were temporary. That is the thing the white paper does not grasp. Beijing thinks the problem with the order is that the rules are applied unfairly and the cure is more inclusive rules. Steil&#8217;s second move, borrowed from Arrow&#8217;s impossibility theorem, says the cure is the disease:</p><blockquote><p>as a rules-based regime becomes more inclusive and diversity of preferences increases, coherent and broadly legitimate outcomes become harder to sustain.</p></blockquote><p>His example is the one that should give the white paper&#8217;s drafters pause. The General Agreement on Tariffs and Trade worked, it cut industrial tariffs from about 35% in 1947 to 4% by the early 1990s, partly because it excluded the Soviet Union and so held together a club of broadly compatible economies. Then the United States insisted on a universal World Trade Organization and &#8220;assented to China&#8217;s admission before it had demonstrated adherence to core market principles,&#8221; and the WTO has been paralyzed ever since by the collision of incompatible economic models. More inclusive, less coherent. The white paper&#8217;s central demand &#8212; universalize the order, give everyone a vote, let the Global South in &#8212; is, in Steil&#8217;s frame, a recipe for an order that cannot decide anything.</p><h4>The order doesn&#8217;t get a successor. It gets erosion.</h4><p>Put the three together and the conclusion is not the one either side is selling. China is not the rising hegemon about to take the keys; it spends 0.04% of GDP abroad and asks for a bigger share of the dollar institutions it supposedly wants to replace. The G7 is not a confident bloc; it is assertive on security and almost apologetic on the economic imbalance that is actually driving the fragmentation. And Steil tells you why there is no clean handoff coming: the order was never the rules, it was the hegemon behind them, and the hegemon is now invoking the rules selectively itself.</p><blockquote><p>The institutions remain, but they have been drained of authority. The rival major powers invoke rules selectively, interpret them opportunistically, or ignore them outright. The exceptions are no longer hidden in the background... They have moved to the foreground. And once seen, they can never be unseen.</p></blockquote><p>This is the deep reason the contested middle of my alignment maps is metastable rather than sorting. I have made the point from the flows side, that the dollar architecture holds because, as the companion <a href="/__u/perspectiveonrisk.substack.com/p/perspective-on-risk-july-23-2026">Three Clocks piece</a> argues, the slow clock of reserve incumbency barely ticks while the fast clock of capital flight screams. The white paper is the same point from the other side. The architecture holds because there is no successor, and the white paper is Beijing telling you, in 37 pages, that it is not auditioning to be one. The renminbi sits near 2.3% of global reserves. China lends in dollars. It wants IMF votes, not an anti-IMF. A weak dollar with no replacement is not the changing of the guard. It is the guard staying put for lack of a relief.</p><p>But &#8220;no successor&#8221; is not the same as &#8220;no risk,&#8221; and this is the part that should worry you. The interwar parallel that opens the bloc paper, &#8212; the one where the open system of the 1920s fragmented into discriminatory blocs in the 1930s, did not feature a clean succession from sterling to the dollar either. It featured both incumbents and challengers invoking the rules when it suited them and abandoning them when it didn&#8217;t, until the rules meant nothing and the blocs hardened by default. That is the Steil scenario, and it is the one the three documents jointly describe: not China winning, but everyone defecting from the rules at once while the institutions stand hollow. An order erodes faster than it is replaced. You do not need a new hegemon to lose the old order. You only need the old one to stop underwriting it and the challenger to decline the bill &#8212; which is precisely what these three documents, read together, show both of them doing.</p><p>Three things, each a test of whether the erosion reading or the succession reading is right:</p><ol><li><p>Whether China ever writes a check that contradicts the 0.04%. A genuine bid for financial leadership would show up as a real number &#8212; a development institution at Marshall-Plan scale, yuan lending that displaces the dollar loans, a reserve facility anyone actually draws on. So far, every Chinese financial move is denominated in the system it claims to be reforming.</p></li><li><p>The &#8220;global imbalances&#8221; paragraph. If the G20 under the American host year actually convenes a rebalancing negotiation with Chinese participation, the cooperative path is alive and the blocs are contesting economics, not breaking it. If it dies quietly, that is a tell the other way.</p></li><li><p>Which way the ~160 endorsers lean when it costs something. Endorsing a white paper is free. The Group of Friends of Global Governance can sign Beijing&#8217;s document and keep their reserves in Treasuries and their security under American guarantee, and most of them do. The number to watch is not how many endorse the vision but how many move a material variable &#8212; reserves, arms, a base &#8212; to match it.</p></li></ol><h4>TL;DR</h4><p>China just published its plan to lead the world and forgot to fund it, because funding it was never the plan. The bid is for normative power on the cheap: more votes, more institutions, more &#8220;Groups of Friends,&#8221; and about four hundredths of a percent of GDP. That confirms what the data in this series has said all along: the China pole is institutions and arms, not money, and the dollar architecture holds because nobody is paying to replace it. The danger is not that Beijing wins. It is that Washington stops underwriting the order, Beijing declines to pick up the check, and the rules quietly stop meaning anything while the buildings still have the old names on them. That is not a handoff. That is the 1930s.</p>]]></content:encoded></item><item><title><![CDATA[Perspective on Risk - July 23, 2026 (Three Clocks)]]></title><description><![CDATA[Financial globalization is fragmenting fast and slow at the same time. Then 2025 revealed a third clock I hadn't accounted for.]]></description><link>https://perspectiveonrisk.substack.com/p/perspective-on-risk-july-23-2026</link><guid isPermaLink="false">https://perspectiveonrisk.substack.com/p/perspective-on-risk-july-23-2026</guid><dc:creator><![CDATA[Brian Peters]]></dc:creator><pubDate>Thu, 23 Jul 2026 12:54:49 GMT</pubDate><content:encoded><![CDATA[<p></p><p>Bill Gross had a piece in the Financial Times, <a href="https://www.ft.com/content/1f088eae-d116-4eca-93b8-283a4695ce71">America&#8217;s hegemonic glory is under threat</a>, and the line that stood out to me is:</p><blockquote><p>Inflation cannot be the upwards force here &#8212; more likely hegemonic decay and worries over future government liabilities are a major cause.</p></blockquote><p>He is talking about a 30-year real yield that has climbed three percentage points since January 2022, a trade-weighted dollar down 10% over eighteen months, and a long bond he thinks is still expensive at 5%. The story he tells is the classic one: a hegemon loses free trade, loses a strong currency, and the bond market figures it out. Britain to America, America to whoever&#8217;s next.</p><p>I want to use Gross as a foil, because reading him alongside the four globalization pieces that crossed my desk forced me to confront something. </p><p>I have written two things about how financial globalization comes apart, and a careful reader could be forgiven for thinking I can&#8217;t keep my story straight.</p><p>In the <a href="/__u/perspectiveonrisk.substack.com/p/perspective-on-risk-jan-28-2026-carney">Jan. 28 Carney post</a> I argued that finance fragments first; that capital retreats before trade does. In the bloc-formation work I&#8217;ve been building out in the Globalization series, I argued the opposite: that finance fragments last; that the dollar system is the slowest, stickiest layer of the whole arrangement, the one that bifurcates long after trade and technology have split.</p><p>Both claims are in my own files. They cannot both be the headline, right? So which is it?</p><p>It turns out they are both right, because they are about two different objects. One is about flows. The other is about architecture. Once you separate the two, not only does the contradiction dissolve, but the gap between them tells you exactly where the risk in the dollar system resides, and it lets you say something sharper to Gross than &#8220;you&#8217;re wrong.&#8221;</p><h4>The flows are the fastest thing in the system</h4><p>Start with the claim that finance leaves first. The cleanest evidence is a Bank of England working paper, <a href="https://www.bankofengland.co.uk/working-paper/2025/geopolitical-risk-and-cross-border-bank-lending">Geopolitical risk and cross-border bank lending</a>, which finds that a one-standard-deviation rise in firm-level geopolitical risk cuts cross-border bank lending by roughly 4% within a year. That is fast. Trade contracts respond on the timescale of supply-chain requalification and shipping; a bank&#8217;s decision to roll a cross-border credit line responds on the timescale of a risk committee meeting.</p><p>This is the sense in which I wrote, in January, that capital retreats before trade. Gross-border positions &#8212; bank lending, portfolio holdings, the hedge ratios sitting on top of foreign equity books &#8212; are the most mobile claims in the world. They can be unwound with a keystroke. When a country&#8217;s risk premium moves, the marginal lender pulls back long before the marginal exporter finds a new buyer.</p><p>The Federal Reserve&#8217;s own fragmentation work tells the parallel trade-side story and confirms the ordering.<a class="footnote-anchor" data-component-name="FootnoteAnchorToDOM" id="footnote-anchor-1" href="#footnote-1" target="_self">1</a> A one-unit increase in geopolitical distance is associated with about an 8% decline in bilateral trade: real, but it shows up over years, not quarters. </p><p>Capital is twitchy. Trade is the slow one.</p><p>So on the flow of capital, finance is the leading indicator of de-globalization, not the lagging one. That January claim stands.</p><h4>The architecture is the slowest thing in the system</h4><p>Now the other claim. In the bloc-formation paper I wrote, flatly:</p><blockquote><p>Financial bifurcation is proceeding more slowly than trade or technology bifurcation, but the trend is discernible.</p></blockquote><p>And in the conclusion, ranking the layers by speed: sorting is &#8220;fastest in technology and slowest in finance.&#8221; That is the exact opposite of &#8220;finance leaves first&#8221; &#8212; unless the word &#8220;finance&#8221; is pointing at something different, which it is.</p><p>Here it points at the architecture: the dollar&#8217;s job as the world&#8217;s invoicing currency, funding currency, and reserve asset; the payment rails; the safe-asset complex that sits underneath all of it. That structure does not move on a risk committee&#8217;s timescale. It moves on the timescale of network effects and switching costs, which is to say, barely.</p><p>The single best piece of evidence landed in January from the Bank for International Settlements. BIS Paper No. 165, <a href="https://www.bis.org/publ/bppdf/bispap165.pdf">Dollarization Waves: New Evidence From A Comprehensive Bond Database</a>, built the most complete database of international debt securities to date and found that the dollar&#8217;s share ran near 60% in the early 2000s, fell to about 43% by 2008, and climbed back to roughly 60% by 2024. The authors&#8217; summary of the whole sweep is one line:</p><blockquote><p>Plus &#231;a change, plus c&#8217;est la m&#234;me chose!</p></blockquote><p>What looks like a secular trend inside any given window &#8212; the euro&#8217;s rise into 2008, the post-2008 retreat, the softening after Liberation Day &#8212; turns out, in the long sample, to be one segment of a wave. The architecture oscillates around a remarkably stable center.</p><p>History rhymes with this. Britain&#8217;s share of world trade peaked in the 1870s and declined for six decades, but sterling&#8217;s share of global reserves did not drop below 50% until the late 1940s and did not reach its modern floor until the 1970s. The lag between trade decline and financial decline ran 70 to 100 years. The plumbing is the last thing to go.</p><p>The mechanism that makes the architecture this sticky is the one I keep coming back to, and it&#8217;s the thing Gross&#8217;s piece misses entirely. From the bloc paper:</p><blockquote><p>the dollar&#8217;s role as universal intermediary breaks the bilateral link between trade and capital: surpluses earned in China trade are automatically recycled into dollar assets through the global payments infrastructure.<a class="footnote-anchor" data-component-name="FootnoteAnchorToDOM" id="footnote-anchor-2" href="#footnote-2" target="_self">2</a></p></blockquote><p>A Vietnamese exporter sells to China, gets paid in dollars or converts to them, and parks the surplus in the US Treasury market. The trade relationship is with China; the financial relationship is with the United States. This is why the alignment maps show something with no historical precedent: a dozen-plus countries that trade more with China than with America yet keep their savings in the dollar system. Trade gravity pulls east; capital gravity pulls west; the dollar&#8217;s intermediation role lets both happen at once. I called the result a metastable equilibrium; &#8220;stable so long as the US exercises restraint in weaponizing the financial chokepoints that sustain it.&#8221;</p><p>So the architecture claim also stands. Finance-as-plumbing leaves last.</p><h4>The reconciliation is stock versus flow</h4><p>The two claims were never in tension. They are about two different layers moving on two different clocks.</p><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="/__u/substackcdn.com/image/fetch/$s_!I7jQ!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb769fa66-97e3-475a-8f30-17ce907bd4ec_631x205.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="/__u/substackcdn.com/image/fetch/$s_!I7jQ!, /__u/perspectiveonrisk.substack.com/w_424, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb769fa66-97e3-475a-8f30-17ce907bd4ec_631x205.png 424w, /__u/substackcdn.com/image/fetch/$s_!I7jQ!, /__u/perspectiveonrisk.substack.com/w_848, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb769fa66-97e3-475a-8f30-17ce907bd4ec_631x205.png 848w, /__u/substackcdn.com/image/fetch/$s_!I7jQ!, /__u/perspectiveonrisk.substack.com/w_1272, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb769fa66-97e3-475a-8f30-17ce907bd4ec_631x205.png 1272w, /__u/substackcdn.com/image/fetch/$s_!I7jQ!, /__u/perspectiveonrisk.substack.com/w_1456, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb769fa66-97e3-475a-8f30-17ce907bd4ec_631x205.png 1456w" sizes="100vw"><img src="/__u/substackcdn.com/image/fetch/$s_!I7jQ!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb769fa66-97e3-475a-8f30-17ce907bd4ec_631x205.png" width="631" height="205" 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/__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb769fa66-97e3-475a-8f30-17ce907bd4ec_631x205.png 424w, /__u/substackcdn.com/image/fetch/$s_!I7jQ!, /__u/perspectiveonrisk.substack.com/w_848, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb769fa66-97e3-475a-8f30-17ce907bd4ec_631x205.png 848w, /__u/substackcdn.com/image/fetch/$s_!I7jQ!, /__u/perspectiveonrisk.substack.com/w_1272, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb769fa66-97e3-475a-8f30-17ce907bd4ec_631x205.png 1272w, /__u/substackcdn.com/image/fetch/$s_!I7jQ!, /__u/perspectiveonrisk.substack.com/w_1456, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb769fa66-97e3-475a-8f30-17ce907bd4ec_631x205.png 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><p>Flight capital and reserve status are not the same variable, and they do not even point the same direction at the same moment. The fast clock can be screaming &#8212; bank lending pulling back, hedge ratios flipping, the dollar selling off &#8212; while the slow clock barely ticks. That is precisely the configuration we are in.</p><p>I originally wrote that table with two rows. The 2025 episode added a third.</p><h4>The third clock the rare-earth episode revealed</h4><p>The two-clock reconciliation was tidy. Then April 2, 2025 happened.</p><p>Liberation Day tariffs launched a sequence that played out on a timeline that fits neither the fast clock nor the slow one. China&#8217;s response &#8212; restricting rare-earth exports, the inputs to defense electronics, EV batteries, and advanced semiconductors &#8212; did not work in the quarter-to-quarter register of flow signals. It worked in months. Seven months after Liberation Day, at the Korea summit in November 2025, the US accepted a framing of &#8220;constructive strategic stability&#8221; that Beijing had chosen. Stalemate on China&#8217;s terms.</p><p>That is a third clock: the supply-chain cascade. The mechanism is distinct from either of the first two. It doesn&#8217;t operate through risk premia or through the network effects of reserve status. It operates through physical chokepoints, the intermediate goods that the US defense and technology industrial base cannot readily substitute, and it resolves on a political timeline once enough sectors are under pressure simultaneously.</p><p>I can calibrate this against the bloc-formation data. Using the BRS cascade framework I applied in <a href="/__u/demographiccapital.substack.com/p/dollar-debts-yuan-revenues-testing">Dollar Debts, Yuan Revenues: Testing the BRS Paper Against Our Demographic Framework</a> over in my other substack, the supply-chain cascade fires when a network penetration rate (&#923;) exceeds twice the exposure heterogeneity parameter (2h). For the yuan-debt cascade, the one about sovereign creditors diversifying into renminbi. &#923;_CN &#8804; 0.043 per year and the threshold is 0.18&#8211;0.30. That cascade is 4&#8211;7 times away from being met. For the supply-chain cascade, calibrated from the seven-month episode: &#923;_US &#8776; 1.03 per year. The asymmetry ratio is roughly 20 to 24 times.</p><p>Put that differently: China&#8217;s yuan-debt leverage runs on a years-long fuse and hasn&#8217;t cleared the threshold. China&#8217;s supply-chain leverage runs on a months-long fuse and cleared it in 2025. The same model, two very different clocks.</p><p>The cascade also has internal structure worth understanding. Cross-country trade exposure within the US-aligned bloc is right-skewed, not uniform. Australia, New Zealand, Japan, and South Korea carry China trade shares of 20&#8211;30%. The European members of the same alliance cluster at 5&#8211;13%. A supply-chain shock activates the Pacific tier first, then propagates to European allies through indirect dependencies &#8212; semiconductor components, defense electronics, battery inputs &#8212; over a lag of weeks to months. This is precisely the sequence the rare-earth episode traced: Pacific supply chains stressed immediately, European exposure arriving on a lag, diplomatic accommodation at month 7. China can calibrate this. It can activate the Pacific tier, observe the US response, and hold the European propagation leg in reserve.</p><p>Gross finds a weak dollar and a high real yield as the bond market pricing hegemonic decay. But a falling exchange rate is a &#8216;flow&#8217; signal, and reserve-currency incumbency is an &#8216;architecture&#8217; fact, and the two are running on different clocks. Reserve share has slid from about 71% in 2000 to roughly 58% today, but most of that went into other Western currencies, not the renminbi, which has stalled near 2.3% of reserves. There is no successor. A weak dollar with no replacement is the fast clock moving while the slow clock holds. That is not &#8220;hegemony under threat.&#8221; That is the architecture doing exactly what the BIS says it has always done.</p><h4>The slow clock has a demographic engine</h4><p>Here is where the globalization story has to borrow from the demographics story, because the reason the slow clock is so slow is not only network effects. It is the lifecycle, which is the slowest clock of all.</p><p>The <a href="/__u/demographiccapital.substack.com/">Demographics &amp; Capital Flows series</a> keeps surfacing the same fact from different angles: aging populations are a structural, multi-decade bid for exactly the kind of asset the dollar architecture supplies. The demographic signal on external balances loads almost entirely on the income balance, returns on accumulated foreign assets, not on trade:</p><blockquote><p>Income balance: Z&#8321; = 41.4*** &#8230; Trade balance: null.</p></blockquote><p>In plain terms, aging economies don&#8217;t move capital by shifting what they import. They move it by accumulating foreign financial claims and living off the returns. And the claims they accumulate are specific: the demographic effect runs through portfolio debt, with foreign direct investment showing no demographic signal at all across every specification. Aging investors want liquid, safe, arm&#8217;s-length instruments. That is a description of the US Treasury market.</p><p>The demand is also self-reinforcing in a way that flatters the incumbent. Aging simultaneously raises the demand for safe assets and erodes their supply, because the same fiscal pressure that comes with old-age dependency threatens the credit standing of the issuers who manufacture safety. My safe-asset work projects the number of genuinely safe sovereign issuers falling from around two dozen today toward roughly fourteen by mid-century. When the safe-asset menu shrinks, the deepest, most liquid issuer left standing captures a rising share of a rising demand. The bloc paper&#8217;s gravity projections show this directly: capital flows toward the US widen their advantage through 2044 even as the US share of global GDP falls. Exorbitant privilege survives the demographic transition.</p><p>This is the deep reason the architecture outlasts the flows. Geopolitical flight is a one-year pulse. The demographic bid for safe dollar assets is a thirty-year tailwind. As long as the slow clock is powered by the lifecycle, the fast clock can panic without the structure giving way.</p><h4>But the supports under the architecture have gone contingent</h4><p>If I stopped there, the post would be a tidy &#8220;don&#8217;t panic, the dollar is fine&#8221; piece, and I don&#8217;t believe that either. The update is that the architecture is still standing, but what is holding it up has quietly changed from structural to contingent. The slow clock now rests on a set of fast-clock props.</p><p>For a generation, the marginal Treasury buyer was foreign officials: central banks and sovereign funds recycling trade surpluses, price-insensitive, sticky. That bid has thinned. What has grown to fill the gap is a different animal.</p><p>Start with who actually owns Treasuries now. As <a href="https://www.ft.com/content/c5a34c74-416c-4c90-8fc3-60a1c94d7cd5?syn-25a6b1a6=1">Gillian Tett summarized</a> recent <a href="https://www.federalreserve.gov/econres/notes/feds-notes/the-cross-border-trail-of-the-treasury-basis-trade-20251015.html">New York Fed work</a> in the FT:</p><blockquote><p>The Cayman Islands is in fact the largest foreign holder of US Treasury securities &#8212; holding significantly more than China, Japan and the United Kingdom. Indeed between 2022 and 2024, hedge funds absorbed 37 per cent of net issuance of notes and bonds &#8212; nearly the same amount as all other foreign investors combined.</p></blockquote><p>The marginal holder of the world&#8217;s safe asset is now a leveraged basis-trade book in an offshore jurisdiction, sized to specific carry conditions. That book has flushed twice in six years, March 2020 and again after Liberation Day in April 2025. A price-insensitive central bank does not flush. A levered hedge fund does.</p><p>The same shift shows up at the high-quality end of the credit market. When the Iran war broke out, the textbook reaction would have been a flight into Treasuries. Instead, as the FT reported, supranational dollar bonds &#8212; the European Investment Bank, the World Bank, KfW &#8212; rallied to within a hundredth of a point of Treasuries. A Mizuho strategist called them &#8220;the golden child,&#8221; because they &#8220;let investors stay in the US currency while minimising exposure to idiosyncratic US risk.&#8221; </p><p>Read that again. The marginal safe-asset buyer is no longer fleeing into Treasuries during a crisis; it is fleeing out of Treasuries while staying in dollars. That is the architecture holding and one of its core supports cracking, at the same time.</p><p>And then the hedge ratios, which is the most mechanical of the three. The old practice was to hold US equities unhedged, because the dollar reliably rose when stocks fell, a free hedge bundled into the currency. That covariance has broken. As <a href="https://www.ft.com/content/cadabbea-3a14-4508-b3d7-104c1c61a8ae?syn-25a6b1a6=1">Katie Martin put it in the FT</a>:</p><blockquote><p>Since dollar hedging involves dollar selling, this can very easily become self-perpetuating.</p></blockquote><p>Foreign managers are not selling their S&amp;P 500 exposure. They are buying currency hedges on top of it, and since hedging the dollar means selling the dollar, a passive two-decade-long implicit long-dollar position is now unwinding mechanically. That is a chunk of the dollar weakness Gross reads as decline, and it has nothing to do with reserve status and everything to do with a hedge ratio adjusting.</p><p>None of these three is a structural buyer. Levered basis books, supranational substitutes capped at maybe $80 billion a year against trillions of Treasury issuance, and a hedge-ratio unwind are all flow phenomena. The architecture is intact, but it is increasingly propped up by things that behave like the fast clock, not the slow one.</p><h4>A &#8216;metastable core&#8217; on contingent supports is how phase transitions happen</h4><p>Put the two halves together and you get the actual risk, which is neither &#8220;the dollar is fine&#8221; nor &#8220;hegemonic decay.&#8221;</p><p>The dollar&#8217;s incumbency is metastable: stable against small shocks, vulnerable to a large coordinated one. The demographic bid is real and keeps the slow clock slow. But the supports that bridge the gap between today&#8217;s thinned official demand and tomorrow&#8217;s structural demand are contingent, fast-moving, and correlated; they tend to fail together, in a crisis, which is exactly when the architecture is supposed to be the thing that holds.</p><p>And the drift is already happening, behind the cover of diplomatic management. I tracked 21 contested-middle countries, those with alignment scores close enough to the center to still plausibly go either way, across the stalemate window of 2022&#8211;2024, against the prior period 2018&#8211;2021. Mean annual drift shifted from +0.0015 (marginally toward the US) to &#8722;0.0102 (toward China). The reversal is statistically significant. Fourteen of 21 contested countries are drifting China-ward during the stalemate. Three that were actively moving toward the US in the earlier period &#8212; Egypt, Thailand, South Africa &#8212; reversed direction. The only contested heavyweight clearly accelerating toward the US is South Korea. India, the largest contested economy, has stalled.</p><p>That is the setup the models warn about: a system that sits near a bifurcation, drifts for years, and then tips fast once a shock pushes the return to defection above the switching cost. The renminbi does not need to win for this to bite. China still fails the test that matters, what I&#8217;ve called, after Miao Yanliang, the credibility chokepoint, and what Karthik Sankaran sharpened into the right diagnosis:</p><blockquote><p>the real obstacle to the internationalisation of renminbi debt markets may be less the absence of the rule of law and more the absence of the rule of accounting.</p></blockquote><p>You cannot fabricate twenty years of audited issuer disclosure in a crisis. So the danger is not displacement by a rival. It is that a sorting event &#8212; a Taiwan crisis, a broad financial embargo, one more weaponization of the clearing system in the Farrell-Newman sense &#8212; flushes the contingent supports simultaneously, and the slow clock is suddenly asked to do work that its thirty-year demographic engine cannot deliver in thirty days.</p><p>The gravity models project drift; history suggests crisis. The flows tell you when the system is under stress. The architecture tells you whether it breaks. Right now the flows are stressed and the architecture is holding, on supports I, and it seems many market participants, would not want to ean on in the next genuine panic.</p><h4>What I&#8217;m watching</h4><p>Four observables, each keyed to one clock:</p><ol><li><p><strong>The basis trade, for the fast clock. </strong>A third hedge-fund Treasury flush in six years, under sustained stress, would tell us the marginal Treasury buyer is genuinely contingent, not structural.</p></li><li><p><strong>Pacific trade concentration, for the middle clock.</strong> Australia, New Zealand, Japan, and South Korea carry China trade shares of 20&#8211;30%, 3&#8211;6&#215; the European members of the same alliance. Watch whether that gap is narrowing (decoupling working) or the European end is rising to meet the Pacific level (entrapment spreading). Right now, neither: the gap is structurally persistent. A compression of that spread would mean the supply-chain cascade&#8217;s sequential structure is collapsing into a simultaneous one, which is both more dangerous and harder to calibrate against.</p></li><li><p><strong>SSA spreads going through Treasuries.</strong> If even one European Investment Bank or KfW bond prints inside the Treasury curve in primary, the &#8220;stay in dollars, escape Treasury risk&#8221; trade has stopped being subtle.</p></li><li><p><strong>Foreign hedge ratios, for the slow leak.</strong> The conversion of unhedged to hedged foreign holdings of US equities runs on a multi-year clock and is, mechanically, dollar selling that has nothing to do with anyone&#8217;s view of American decline.</p></li></ol><h4>The Bottom Line</h4><p>I wrote that finance fragments first and I wrote that finance fragments last, and both are true, because flows and plumbing run on different clocks. The 2025 rare-earth episode added a third clock between them, the supply-chain cascade, which runs in months and proved in real time that it can force political accommodation before either of the other two mechanisms has time to register. </p><p>The flows have already left. The plumbing hasn&#8217;t, and the lifecycle is paying it to stay. But the middle clock is now in motion, the contested-middle is drifting China-ward behind diplomatic cover at a statistically significant pace, and the sequential cascade structure means China can graduate its pressure &#8212; Pacific allies first, European propagation on a lag &#8212; without triggering the full-architecture confrontation the slow clock would require.</p><p>The honest worry is not that Gross is right about hegemonic decay. There&#8217;s still no successor, and the demographic bid for safe dollar assets is the strongest structural support the dollar has. The worry is that the props now bridging the gap are contingent enough to fail all at once, the middle clock is running faster than either the fast or slow clock narratives capture, and the next activation of the rare-earth lever doesn&#8217;t need to be a surprise to work.</p><p>Watch the fast clock for the warning. Watch the slow clock for the verdict.</p><div class="footnote" data-component-name="FootnoteToDOM"><a id="footnote-1" href="#footnote-anchor-1" class="footnote-number" contenteditable="false" target="_self">1</a><div class="footnote-content"><p><a href="https://www.federalreserve.gov/econres/notes/feds-notes/understanding-trade-fragmentation-20251212.html">Understanding Trade Fragmentation</a>, FEDS Notes, December 2025</p></div></div><div class="footnote" data-component-name="FootnoteToDOM"><a id="footnote-2" href="#footnote-anchor-2" class="footnote-number" contenteditable="false" target="_self">2</a><div class="footnote-content"><p><a href="/__u/perspectiveonrisk.substack.com/p/perspective-on-risk-june-6-2026-globalization">Perspective on Risk - June 6, 2026 (Globalization &amp; Blocs #3)</a></p></div></div>]]></content:encoded></item><item><title><![CDATA[Perspective on Risk - July 17, 2026 (Global Trends 2045 - A More Constrained World)]]></title><description><![CDATA[Since Trump/Gabbard killed the Global Trends report, I thought I'd have Claude write one for us. It did a pretty damn good job.]]></description><link>https://perspectiveonrisk.substack.com/p/perspective-on-risk-july-17-2026</link><guid isPermaLink="false">https://perspectiveonrisk.substack.com/p/perspective-on-risk-july-17-2026</guid><dc:creator><![CDATA[Brian Peters]]></dc:creator><pubDate>Fri, 17 Jul 2026 13:47:36 GMT</pubDate><content:encoded><![CDATA[<h4>First, A Side Note</h4><p><span>Brad Setser and I co-authored a post </span><a href="https://www.cfr.org/articles/chinas-customs-bop-gap-is-not-a-customs-problem">China&#8217;s Customs-BOP Gap Is Not a Customs Problem</a><span> on the CFR&#8217;s </span><a href="https://www.cfr.org/blogs/follow-the-money">Follow The Money</a><span> blog.  Geeky trade statistics.</span></p><h3>Global Trends 2045</h3><p>Long time collegues and followers of this substack know I tend to be enamored of the Global Trends series of reports.  I wrote about these reports in <a href="/__u/perspectiveonrisk.substack.com/p/perspective-on-risk-nov-29-2024-global?utm_source=publication-search">Perspective on Risk - Nov. 29, 2024 (Global Trends 2040)</a>. These reports were published every four to five years, taking a highly informed view of the world 20 years in the future.  </p><p>The <a href="https://en.wikipedia.org/wiki/National_Intelligence_Council">National Intelligence Council</a> brought together experts from within the government (Central Intelligence Agency, Department of State, Department of Energy, US Agency for International Development, Department of Treasury, Department of Defense, National Security Agency, and Office of the Director of National Intelligence) and a bevy of outside experts (inluding Brookings Institution, Center for a New American Security, Center for Strategic and International Studies, Council on Foreign Relations, The Economist Intelligence Unit, Institute for the Future, International Institute for Strategic Studies, National Science Foundation, Oxford Economics, Pardee Center for International Futures, RAND Corporation, Royal Institute of International Affairs, Strategic Business Insights, and The Conference Board). The NIC produced seven reports 1997; the last in <a href="https://www.intelligence.gov/publics-daily-brief/publics-daily-brief-articles/national-intelligence-council-releases-global-trends-report-on-the-more-contested-world-of-2040">2021</a>.</p><p>But of course the Trump administration under Tulsi Gabbard eliminated the NIC.<a class="footnote-anchor" data-component-name="FootnoteAnchorToDOM" id="footnote-anchor-1" href="#footnote-1" target="_self">1</a></p><p>So since we were do for a 2026 version, I decided to have Claude write one.<a class="footnote-anchor" data-component-name="FootnoteAnchorToDOM" id="footnote-anchor-2" href="#footnote-2" target="_self">2</a>  And it did an excellent job.<a class="footnote-anchor" data-component-name="FootnoteAnchorToDOM" id="footnote-anchor-3" href="#footnote-3" target="_self">3</a></p><h3>Global Trends 2045 - A More Constrained World</h3><p>Here is a link to the <a href="https://drive.google.com/file/d/1IfkZ6pU4fdc3YZQMWDzBwjbLLrzcYbqt/view?usp=sharing">full report</a> and a <a href="https://drive.google.com/file/d/180gAmhwF0XkXZWtbf1cYxPD7iSDkq1mu/view?usp=sharing">brief side deck</a> that contains an overview (also produced by Claude).  You can tell Claude wrote it if you are familiar with its language.</p><p>It opens by refusing the thing most forecasts are built to sell: </p><blockquote><p>The world of 2045 cannot be forecast, and this assessment does not try to [and instead] widens the aperture on the plausible futures rather than naming one.</p></blockquote><h4>How the report was built. </h4><p>Before projecting twenty years forward, the Claude &#8220;audit[ed] the instrument,&#8221; scoring seven prior NIC editions (1997&#8211;2021) against what actually happened, on the logic that </p><blockquote><p>the error modes that recur across editions are the ones most likely to recur in this one.</p></blockquote><p>The recurring failure was not picking the wrong category but mispricing it: the series </p><blockquote><p>repeatedly named the right shock category but quarantined it in a low-probability annex.</p></blockquote><p>As a result, it independently made two explicit decisions: </p><ul><li><p>First, every judgment carries a fixed estimative lexicon (very likely = 80&#8211;95%, likely = 55&#8211;80%, and so on) with likelihood held separate from confidence - because &#8220;Confidence (high / moderate / low) is a statement about evidence quality,&#8221; not probability, and conflating the two &#8220;is among the most common and most misleading analytic errors.&#8221; </p></li><li><p>Second, discontinuity is treated as ordinary: over a twenty-year horizon, at least one system-reorienting shock - &#8220;financial, pandemic, technological step-change, or major war&#8221; = is rated &#8220;very likely (80&#8211;95%; confidence moderate)&#8221; and built into the base case rather than annexed. That single choice, pricing the tail into the center, is the report&#8217;s methodological signature.</p></li></ul><h4>Six forces are already reshaping the terrain</h4><p>The report identifies six structural forces.</p><ol><li><p><strong>Demographics.</strong> Roughly 90% of the people who will make up the world&#8217;s working-age population in 2045 have already been born. China, Korea, Japan and much of Europe are aging and shrinking. Sub-Saharan Africa and parts of South Asia remain young and growing.</p></li><li><p><strong>Climate.</strong> The report expects the 2045 global temperature to be roughly 1.7&#8211;2.0&#176;C above the preindustrial level under a wide range of policy outcomes. The near-term question is increasingly not whether warming can be avoided, but how adaptation, insurance and asset repricing will occur.</p></li><li><p><strong>Machine intelligence and biotechnology.</strong> The capability floor is rising, but the economic outcome remains extremely wide. AI could produce a broad productivity acceleration, a narrow concentration of rents, an investment bust or something that overwhelms the report&#8217;s conventional scenario structure.</p></li><li><p><strong>The energy-compute-critical-minerals nexus</strong>. AI is becoming a power story. Electrification, data centers, grids, storage, advanced chips and critical minerals are no longer separate sectors. They are one connected industrial system.</p></li><li><p><strong>The sovereign balance-sheet squeeze.</strong> Public debt is near record peacetime levels just as interest rates, defense costs and aging-related expenditures have risen.</p></li><li><p><strong>Weaponized interdependence.</strong> Chips, minerals, payment systems, shipping routes, financial sanctions and reserve assets are now instruments of state power. Globalization is not disappearing, but security increasingly determines where trade and capital can flow.</p></li></ol><p>These forces jointly produce what the report calls the Great Fiscal Vise.</p><blockquote><p>Five rising, largely non-discretionary claims &#8212; aging entitlements, debt service after the rate reset, the defense supercycle, climate adaptation, and the energy/grid build-out &#8212; bid for one constrained savings pool.<a class="footnote-anchor" data-component-name="FootnoteAnchorToDOM" id="footnote-anchor-4" href="#footnote-4" target="_self">4</a></p></blockquote><p>This is the report&#8217;s central thesis.</p><p>The post-1990s world rested on abundant savings, cheap capital, falling defense burdens, expanding globalization and limited recognition of climate costs. Governments could borrow, postpone trade-offs and assume that growth would eventually make the arithmetic work.</p><p>That world is ending,or at least becoming much harder to rely on.</p><p>The same capital cannot simultaneously finance retirement systems, sovereign debt, defense production, climate adaptation, electrical grids and an enormous AI-compute build-out without affecting prices, returns and political choices.  The future therefore looks less like a simple contest between the United States and China and more like a global argument over who gets access to capital, energy, compute and fiscal capacity.</p><h4>AI is the escape valve&#8212;and the largest uncertainty</h4><p>Nearly every scenario in the report turns on whether AI produces a measurable, widely diffused productivity dividend.</p><p>Not another impressive demonstration. Not chatbot adoption. Not hyperscaler capital expenditure.</p><p>Measured productivity.</p><blockquote><p>The cardinal economic rule is not to bank fiscal or growth plans on the AI dividend &#8212; adoption is not the tell, a measured TFP break is.</p></blockquote><p>If AI raises economy-wide productivity enough to keep economic growth above governments&#8217; financing costs, the fiscal vise loosens. Aging becomes easier to finance. Defense and adaptation spending become manageable. Debt ratios can stabilize without inflation or austerity.</p><p>If the dividend remains concentrated among a few firms&#8212;or if the capital expenditure boom ends in an investment bust&#8212;the denominator does not grow fast enough. Governments then have to choose among taxation, spending cuts, inflation and financial repression.</p><p>That is why the report treats the technological-economic dividend as the &#8220;load-bearing hinge&#8221; of the entire scenario set.<a class="footnote-anchor" data-component-name="FootnoteAnchorToDOM" id="footnote-anchor-5" href="#footnote-5" target="_self">5</a> The optimistic outcome is plausible. It is not safe to budget against.</p><h4>Four worlds - and three ways the framework can be overwhelmed</h4><p>The report&#8217;s central scenario grid has two axes:</p><ul><li><p>managed interdependence versus hard fragmentation;</p></li><li><p>broad technological dynamism versus a stalled or concentrated dividend.</p></li></ul><p>That creates four worlds.</p><ol><li><p><strong>Rival Renaissances:</strong> roughly 5&#8211;12%&#8212;combines technological dynamism with fragmentation. AI works, but it works behind walls. The United States and China lead separate technology, finance and industrial systems. Growth continues, but the developing world has difficulty entering either capital-intensive, automated bloc.</p></li><li><p><strong>Managed Dynamism: </strong>roughly 8&#8211;15%&#8212;is the best conventional outcome. AI raises productivity, rivalry remains bounded and growth creates enough fiscal capacity to fund aging, defense, adaptation and the grid. It is internally coherent, but it requires several favorable things to happen at once.</p></li><li><p><strong>Fortress Worlds: </strong>roughly 8&#8211;14%&#8212;combines fragmentation with technological disappointment. Blocs duplicate supply chains, weaponize chokepoints and devote scarce capital to defense. Governments manage debt through captive buyers, controlled interest rates and negative real returns. </p></li><li><p><strong>Hollow Peace: </strong>roughly 10&#8211;15%&#8212;combines managed rivalry with stagnation. There is no major war, but there is also no productivity miracle. Governments preserve stability through mildly elevated inflation, financial repression and gradual institutional decay.</p></li></ol><p>This last scenario may be the least dramatic scenario, but it is arguably the easiest to imagine: no collapse, no renaissance, just a long period of managed underperformance.</p><p>The report places another 30&#8211;40% in an interior or hybrid zone sharing characteristics of several worlds. That is sensible. Real economies rarely remain at the clean corner of a two-by-two matrix for twenty years.</p><p>It then identifies three &#8220;off-grid&#8221; events that could overwhelm whichever conventional world was developing:</p><ol><li><p><strong>Pale Horse</strong>: an AI-enabled engineered pandemic;</p></li><li><p><strong>Broken Threshold</strong>: a kinetic conflict over Taiwan;</p></li><li><p><strong>The AGI over-top</strong>: transformative AI that changes the distribution of power too quickly for the existing framework to remain useful.</p></li></ol><p>The probabilities assigned to these off-grid cases overlap with the conventional scenarios. They should not be added together. They are possible overwrites of the underlying world, not additional cells in the same probability table.</p><h4>Globalization is being resegmented, not reversed</h4><p>The capital-flows analysis is the most distinctive part of the report.</p><p>Aging surplus economies - including Japan, China, Korea, Northern Europe and the Gulf - continue exporting savings. Young economies in Africa and South Asia need capital but receive relatively little of it. Instead, much of the world&#8217;s savings is intermediated through the dollar system and recycled into U.S. assets.</p><p>Capital continues to run &#8220;uphill.&#8221;</p><p>AI may make this worse. Automated production reduces the value of cheap labor, weakening the manufacturing ladder that helped East Asia industrialize. Compute, finance and intellectual property concentrate capital in economies that already possess capital.</p><p>The young countries remain young. The old countries receive the machines.</p><p>At the same time, capital increasingly carries a geopolitical price. Friend-shoring, sanctions exposure, payment-system access and political alignment become part of the required return.</p><p>This is not deglobalization. Trade and investment continue, but they are rerouted through trusted jurisdictions, connector economies and bloc-compatible infrastructure.</p><p>The report&#8217;s description of the monetary order is useful:</p><blockquote><p>Multipolar at the margin, unipolar at the core.</p></blockquote><p>Marginal de-dollarization is likely. Central banks diversify into gold. China expands its payment infrastructure. Bilateral settlement outside the dollar grows.</p><p>But wholesale replacement of the dollar by 2045 remains unlikely. The renminbi is constrained by China&#8217;s closed capital account and weak rule-of-law protections. No other market matches the liquidity and network depth of the dollar system.</p><p>The larger risk is not a gradual reserve transition. It is what the report calls the master switch: a geopolitical or fiscal event that causes foreign investors simultaneously to reduce exposure to both U.S. equities and Treasuries.</p><p>A Taiwan conflict would be the obvious trigger. A serious deterioration in U.S. institutional credibility is another.  The problem would not simply be Treasury selling or an equity correction. It would be the breakdown of the assumption that the United States can simultaneously provide the world&#8217;s primary safe asset and absorb its surplus capital.</p><p>That is a genuine tail risk.</p><div class="footnote" data-component-name="FootnoteToDOM"><a id="footnote-1" href="#footnote-anchor-1" class="footnote-number" contenteditable="false" target="_self">1</a><div class="footnote-content"><p><a href="https://www.nytimes.com/2025/09/26/us/politics/gabbard-intelligence-report-cancellation.html">Gabbard Ends Intelligence Report on Future Threats to U.S.</a> (NY Times)</p></div></div><div class="footnote" data-component-name="FootnoteToDOM"><a id="footnote-2" href="#footnote-anchor-2" class="footnote-number" contenteditable="false" target="_self">2</a><div class="footnote-content"><p>Specifically, I gave Claude Opus 4.8 the initial prompt and had it use Ultracode to plan its work, and then had the first draft reviewed by Claude Fable which identified a few areas to strengthen.  I then gave the Fable feedback back to Opus on xHigh effort and asked it to revise.  So basically three main prompts, plus perhaps 4 focused on formatting of tables and graphics.  I had a machine crash and had to purchase a new machine towards the end, which means unfortunately I cannot reproduce or give you the initial prompt.  ;-&lt;</p></div></div><div class="footnote" data-component-name="FootnoteToDOM"><a id="footnote-3" href="#footnote-anchor-3" class="footnote-number" contenteditable="false" target="_self">3</a><div class="footnote-content"><p>One cavaet - I think the report over-indexes on capital flows.  I wonder if something in its memory told Claude that this was a topic of interest to me and my readers.  I did not explicitly ask it to focus on that aspect.</p></div></div><div class="footnote" data-component-name="FootnoteToDOM"><a id="footnote-4" href="#footnote-anchor-4" class="footnote-number" contenteditable="false" target="_self">4</a><div class="footnote-content"><p>Em-dashes (&#8212;) are another telltale sign of Claude&#8217;s writing.</p></div></div><div class="footnote" data-component-name="FootnoteToDOM"><a id="footnote-5" href="#footnote-anchor-5" class="footnote-number" contenteditable="false" target="_self">5</a><div class="footnote-content"><p>&#8220;load-bearing&#8221; is a favorite Claude phrase and one way you can tell if something has been written by Claude Opus.</p></div></div>]]></content:encoded></item><item><title><![CDATA[Perspective on Risk - July 8, 2026 (Dollar Developments 3 - Erosion)]]></title><description><![CDATA[The dollar&#8217;s safety premium is already pricing some probability of a regime that has not yet arrived.]]></description><link>https://perspectiveonrisk.substack.com/p/perspective-on-risk-july-8-2026-dollar</link><guid isPermaLink="false">https://perspectiveonrisk.substack.com/p/perspective-on-risk-july-8-2026-dollar</guid><dc:creator><![CDATA[Brian Peters]]></dc:creator><pubDate>Wed, 08 Jul 2026 21:32:49 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!SKi1!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Feccf76d1-fd61-4806-a4ee-c255db5a20cb_631x416.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<h4>The Dollar Did Something It Has Never Done Before</h4><p>On April 2, 2025, President Trump announced reciprocal tariffs to be imposed on a long list of trading partners. On April 4, China retaliated. The VIX, a measure of implied S&amp;P 500 volatility, more than doubled, peaking at 52 on April 8, up from 22 on April 1.</p><p>What happened to the dollar was anomalous. As Zhengyang Jiang, Arvind Krishnamurthy, Hanno Lustig, and Robert Richmond document in an NBER working paper published in January 2026, <a href="https://www.hoover.org/sites/default/files/2026-01/DollarErosion.pdf">Dollar Erosion: Understanding the Loss of Reserve Currency Status*</a> :</p><blockquote><p>Between April 1 and April 21, the U.S. dollar depreciated by 6.5% against the Euro. The depreciation of the dollar was surprising to market participants. Normally, in times of global volatility, such as during the GFC of 2008 and the onset of the pandemic in March 2020, the dollar appreciates as dollar-denominated assets benefit from a flight to safety. Not this time around.</p></blockquote><p>In every prior episode of global financial stress, every credit crunch, every sudden stop, every VIX spike, the dollar strengthened as the world&#8217;s reserve currency benefited from flight-to-safety demand. We&#8217;ve discussed this before in real time. April 2025 broke that pattern for the first time in the modern era. The VIX doubled and the dollar fell. That is not how reserve currencies behave during crises.</p><h4>The Yield Gap Made the Break Impossible to Dismiss</h4><p>Theory says what should have happened. U.S. 10-year Treasury yields rose sharply relative to German Bunds between April 1 and April 21: the spread widened by 48 basis points. Higher dollar yields relative to euro yields should attract capital inflows, strengthening the dollar. Using long-run uncovered interest rate parity as the benchmark, a 48 basis point increase in the 10-year US-German spread sustained over a decade implies an immediate dollar appreciation of at least 4.8 percent.</p><p>Instead, the dollar fell 6.5 percent. The authors state the gap directly:</p><blockquote><p>a 48 basis points increase in U.S. long-term yields relative to European yields for 10 years should immediately appreciate the dollar by at least 4.8%. Yet, we observed a 6.5% depreciation, leaving a surprising gap of 6.5%&#8722;(&#8722;4.8%) = 11.3%.</p></blockquote><p>An 11.3 percentage-point gap between what interest rate differentials predicted and what the dollar did is not noise, and it is not model error. When the fundamental mechanics of reserve currency theory point decisively in one direction and the currency moves in the opposite direction, something about the underlying regime has changed. Adjusted parameters don&#8217;t explain gaps of that magnitude.</p><h4>The Convenience Yield Had Already Gone Negative</h4><p>The April 2025 anomaly would be disquieting in isolation. The Jiang et al. paper&#8217;s more important contribution is establishing that it was not isolated.</p><p>World investors who hold U.S. Treasury bills pay a premium to hold them; they accept a lower yield on dollar safe assets than they could earn on equivalent-risk foreign assets. That yield premium is called the convenience yield. Jiang et al. establish that the 1-year Treasury has almost always carried a positive convenience yield relative to G10 safe assets, averaging 22 basis points. Historically, that premium rises during financial stress: the dollar becomes more valuable as a safe haven precisely when global volatility spikes.</p><p>The convenience yield on 1-year Treasuries turned negative in the summer of 2024.</p><p>The paper&#8217;s Figure 3, the eSTR-Treasury spread, shows the crossing clearly. </p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="/__u/substackcdn.com/image/fetch/$s_!SKi1!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Feccf76d1-fd61-4806-a4ee-c255db5a20cb_631x416.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="/__u/substackcdn.com/image/fetch/$s_!SKi1!, /__u/perspectiveonrisk.substack.com/w_424, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, 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/__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Feccf76d1-fd61-4806-a4ee-c255db5a20cb_631x416.png 1272w, /__u/substackcdn.com/image/fetch/$s_!SKi1!, /__u/perspectiveonrisk.substack.com/w_1456, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Feccf76d1-fd61-4806-a4ee-c255db5a20cb_631x416.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg aria-hidden="true" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" 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y2="14"></line></svg></button></div></div></div></a></figure></div><p>Long before Liberation Day, before the November 2024 election, before any announcement of the second Trump term&#8217;s trade policy framework, the premium that the world had historically paid to hold dollar safe assets had already disappeared. The authors are precise about the sequencing:</p><blockquote><p>the Liberation Day shock punctuates a trend predating both April 2025 and the November 2024 election...in which the safe-asset status of U.S. Treasurys had already been eroding.</p></blockquote><p>The paper&#8217;s abstract states the finding more simply:</p><blockquote><p>the decline in the dollar convenience yield predates the April 2025 shock by two years.</p></blockquote><p>The convenience yield on dollar repo, constructed from SOFR rather than Treasury yields, and hence less exposed to fiscal concerns about Treasury supply, also declined over this period, though less severely. The pattern is consistent across instruments: the safe-asset premium on dollar assets has been compressing since 2023.</p><h4>This Is Not a Tariff Story</h4><p>The interpretation of April 2025 is that Trump&#8217;s tariff announcement broke something. The Jiang et al. evidence says that framing is incomplete. The tariff shock did not cause the convenience yield to fall. It caused the collapse, already underway, to become publicly legible and to register in exchange rates at a scale that could no longer be dismissed as basis noise.</p><p>The trend was running for two years. The dollar safety premium began declining in the summer of 2023, continued through the election, turned negative in the summer of 2024, and was already below its historical floor when Liberation Day arrived.</p><blockquote><p>Seen in this light, the events of April and May punctuated a trend of dollar erosion that predates the tariff shock.</p></blockquote><p>This matters for the policy conversation in 2026. Arguments that the dollar&#8217;s reserve status can be stabilized through tariff rollback, through Fed chair credibility, or through diplomatic recalibration are addressing the punctuation mark. The underlying trend &#8212; two years of eroding safe-asset premium, running across multiple instruments and multiple currency pairs &#8212; predates all of those interventions and is operating at a more structural level than any of them can address on its own.</p><h4>What Full Status Loss Actually Costs</h4><p>Jiang, Krishnamurthy, Lustig, and Richmond calibrate a quantitative international finance model to answer a specific question: where do bond and exchange rate markets settle in a steady state where the dollar is no longer the world&#8217;s reserve currency? The model explicitly does not predict that this transition occurs &#8212; it computes what the endpoint looks like so that current movements can be benchmarked against it.</p><p>The model targets an annual convenience yield of 2 percent on dollar safe assets, consistent with prior estimates in the literature. Foreign investors hold 30 percent of U.S. safe asset stock. The counterfactual is that foreign reserve demand for dollar bonds disappears entirely.</p><p>The results for the baseline symmetric calibration:</p><blockquote><p>In the case of Table 1, the foreign reserve demand implies a change in the dollar of 7.62%... The interest rate rises by about 90 bps.</p></blockquote><p>A 7.6 percent real depreciation of the dollar. A 90 basis point rise in long-term U.S. interest rates. At current Federal debt levels, that rate increase alone adds over $250 billion in annual debt service. The authors frame the model&#8217;s significance clearly:</p><blockquote><p>Any perceived loss of reserve currency status should be expected to both increase U.S. long-term interest rates and depreciate the dollar.</p></blockquote><p>April 2025 moved in exactly that direction. But it moved from a starting point where the convenience yield was already below zero, already closer to the terminal state than to the historical norm. The distance between today&#8217;s eroded equilibrium and the full-status-loss endpoint is smaller than it was two years ago.</p><h4>The Sinodollar Is What This Model Doesn&#8217;t Capture</h4><p>The Jiang et al. model is deliberately agnostic about the mechanism through which foreign reserve demand might disappear. It describes the equilibrium endpoint but not the transmission path. That is where the analysis in prior posts in this series becomes relevant.</p><p>As I documented inan <a href="/__u/perspectiveonrisk.substack.com/p/perspective-on-risk-july-2-2026-dollar">earlier post</a> in this series, the dollar&#8217;s structural prop in 2026 is not Fed liquidity architecture, or Treasury market depth, or SWIFT network inertia. It is the sinodollar: China&#8217;s current account surplus, recycled into dollar assets by the arithmetic of its export model. A May 2026 FT piece by Sobel, Setser, and Brooks <a href="https://www.ft.com/content/b600dbba-e881-4d20-b55f-94b313b8d5d5">America needs to put the renminbi back on the international agenda</a> put the system&#8217;s scale in precise terms: China&#8217;s manufacturing surplus is &#8216;close to 1 per cent of world GDP, a much bigger surplus than any single country has run in the last 70-plus years.&#8217; Setser&#8217;s February 2026 FT piece documented the operationalization in real time: state commercial banks purchased an estimated $100 billion in foreign exchange in December 2025 alone, with another $70 billion in January 2026.</p><p>That demand is structural, not discretionary. China does not hold dollar assets because it prefers them. It accumulates them because its surplus model requires it and because no alternative market is deep enough to absorb the volumes involved at the prices required. As long as that model runs, the Jiang et al. terminal scenario, where foreign reserve demand has disappeared, is kept at a distance by the arithmetic of China&#8217;s balance of payments.</p><p>The convenience yield erosion documented in this paper is therefore consistent with a more specific story: the other structural props for foreign reserve demand &#8212; passive dollar longs in unhedged equity portfolios, foreign official demand through the traditional petrodollar channel, SSA spread compression that substituted dollar-adjacent assets for Treasuries &#8212; have been unwinding for a decade, and the convenience yield has been declining with them. The sinodollar is the remaining prop. When it compresses &#8212; as it will, under the demographic pressure documented in the bloc formation work &#8212; the Jiang model&#8217;s quantitative results become the relevant endpoint rather than a hypothetical.</p><p>The convenience yield on 1-year Treasuries has already turned negative. The sinodollar has not yet compressed. When both are true simultaneously, the gap between today&#8217;s equilibrium and the terminal state narrows quickly.</p><h4>Bottom Line</h4><p>The Jiang et al paper establishes four things that prior commentary on the April 2025 episode mostly missed.</p><ul><li><p>First, the dollar&#8217;s behavior in April 2025 was historically anomalous, not just surprising but a direct inversion of every prior flight-to-safety episode on record. </p></li><li><p>Second, the convenience yield that makes dollar safe assets special had already turned negative in the summer of 2024, before any tariff announcement. </p></li><li><p>Third, the trend predates the current administration by two years, running across multiple instruments and currency pairs. </p></li><li><p>Fourth, the quantified endpoint, full reserve status loss, implies a 7.6 percent real dollar depreciation and a 90 basis point rise in long-term interest rates.</p></li></ul><p>We are not at that endpoint. The sinodollar is the mechanism keeping the full transition foreclosed, but only for as long as China&#8217;s surplus model runs at its current scale. The prior posts in this series have documented the demographic compression that will eventually reduce that flow, and the gold accumulation that is building in parallel as a non-seizable substitute. Viewed together, what the Jiang et al. paper shows is that <strong><mark data-color="#ffff00" style="background-color: rgb(255, 255, 0); color: rgb(0, 0, 0);">the dollar&#8217;s safety premium is already pricing some probability of a regime that has not yet arrived</mark></strong><mark data-color="#ffff00" style="background-color: rgb(255, 255, 0); color: rgb(0, 0, 0);">.</mark> The question I&#8217;ve been examining, when the sinodollar compresses and whether anything replaces it is, in the Jiang et al. framework, the most important forward-looking variable in international monetary economics.</p>]]></content:encoded></item><item><title><![CDATA[Perspective on Risk - July 5, 2026 (Dollar Developments 2 - Gold Buffer)]]></title><description><![CDATA[Gold and the Dollar are complementary central bank holdings in a sinodollar world.]]></description><link>https://perspectiveonrisk.substack.com/p/perspective-on-risk-july-5-2026-dollar</link><guid isPermaLink="false">https://perspectiveonrisk.substack.com/p/perspective-on-risk-july-5-2026-dollar</guid><dc:creator><![CDATA[Brian Peters]]></dc:creator><pubDate>Sun, 05 Jul 2026 16:14:22 GMT</pubDate><content:encoded><![CDATA[<h4>Turkey Showed the Mechanism in Real Time</h4><p>On February 28, 2026, the United States and Israel began military operations against Iran. The energy shock that followed sent the Turkish lira to a fresh record low. Turkey&#8217;s central bank had already spent $26 billion in foreign exchange reserves against prior exchange-rate pressure. In the weeks after the strike, it deployed 127 tonnes of gold, part of the 220 tonnes it had accumulated since 2022, its largest reserve drawdown on record.</p><p>The gold was not sold. Most of the operations were gold-for-currency swap futures, structured so the gold would return to Turkey&#8217;s reserves at maturity, while in the interim it backed dollar liquidity in the London market and with local commercial banks. Turkey liquefied its gold without permanently disposing of it.</p><p>The scale of that buffer has been repriced. Gold hit a high of more than $5,500 per troy ounce in January 2026, before the Iran war shock and subsequent ceasefire diplomacy introduced two-way price volatility. The ECB&#8217;s June 2026 annual report documents the system-level consequence: gold has overtaken U.S. Treasuries as the world&#8217;s largest official reserve asset class for the first time, accounting for 27 percent of global central bank reserves against Treasuries&#8217; 22 percent at current market prices. The countries that have been accumulating gold since 2022 did so at prices well below this level. Their reserve buffers are worth substantially more than the purchase cost.</p><p>This was the first large-scale operational test of gold as an alternative reserve buffer in the post-Russia-freeze world. A new NBER working paper by Joshua Aizenman, Jamel Saadaoui, Gazi Salah Uddin, and Naoki Yago, <a href="https://www.nber.org/papers/w35337">US Monetary Spillovers, Foreign Exchange, and Gold Reserves at Times of Geopolitical Fragmentation</a> documents the episode and provides the cleanest empirical evidence available on what gold does in a reserve crisis, and under what conditions it works.</p><p>The answer is more precise than most commentary on gold and de-dollarization has appreciated.</p><h4>Gold Works When Swap Lines Don&#8217;t</h4><p>The paper&#8217;s design exploits high-frequency US monetary policy surprises &#8212; changes in federal funds futures in a 30-minute window around FOMC announcements, orthogonal to other news &#8212; to identify how exchange rates respond to dollar tightening, and then asks how that response varies with a country&#8217;s reserve composition. The baseline finding: a 10 basis-point surprise increase in the fed funds rate produces about 0.4% depreciation in the exchange rate of the affected currency. Both FX reserves and gold reserves attenuate this. Per unit of GDP, gold&#8217;s buffering efficiency is substantially higher than FX, it just looks comparable in the baseline because central banks hold much less of it.</p><p>The authors split their 18-country panel by whether a country has a bilateral dollar swap or repo facility with the Federal Reserve.</p><p>For countries with US swap or repo lines &#8212; Australia, Canada, the Euro Area, New Zealand, Norway, Sweden, Switzerland &#8212; FX and gold reserves have limited effect on exchange-rate stabilization following a US monetary shock. The Fed backstop handles the dollar funding stress. Reserve self-insurance becomes largely redundant.</p><p>However for countries without US dollar swap lines, the estimates flip. Dollar reserves offset approximately 100% of the depreciation shock. Gold reserves offset approximately 25%.</p><blockquote><p>Our results suggest that not only the aggregate volume but also the composition of foreign exchange and gold reserves and access to dollar liquidity facilities are empirically relevant for exchange-rate responses to US monetary shocks.</p></blockquote><p>Gold&#8217;s value as a reserve asset is not a constant. It is conditional on whether you have a dollar backstop. Inside the network, gold is mostly redundant. Outside the network, gold is the relevant self-insurance instrument. The distinction is binary, and it matters enormously for how to read the past three years of central bank gold purchases.</p><h4>The Russia Freeze Created a Binary Outcome, Not a Trend</h4><p>In a prior post in this series, I documented that aging creditor central banks &#8212; Japan, Korea, Germany &#8212; did not rotate their portfolios after the Russia reserve freeze of February 2022. The prediction that a $300 billion expropriation would trigger broad de-dollarization was wrong. The wealthiest central banks extended duration into higher-yielding Treasuries.</p><p>The Aizenman paper explains why. Japan, Korea, and Germany are inside the dollar liquidity network. They have standing Federal Reserve swap lines. For them, the jurisdiction problem, the risk that dollar assets could be politically inaccessible, is substantially mitigated by backstop access. If their reserves came under pressure during a crisis, the Fed would provide dollar liquidity. There is no marginal value from holding an alternative. The null is not complacency; it is rational behavior for a country inside the network.</p><p>The freeze did not produce uniform de-dollarization. It produced a bifurcation. Countries inside the network had no reason to change. Countries outside &#8212; China, Russia, Turkey, India, South Africa, Poland, Kazakhstan &#8212; drew the correct inference from the same event: being deeply embedded in the dollar system without a dollar backstop is a visible and growing vulnerability. Gold is the response.</p><p>The post-2022 active gold accumulators &#8212; Poland, Kazakhstan, Brazil, China, Turkey &#8212; overlap heavily with the outside-the-network cohort. This is not a coincidence. It is the empirical signature of the same rational portfolio decision made independently across multiple jurisdictions, in response to the same demonstration that dollar reserves are political objects, not just financial ones.</p><h4>The Network Itself Is Becoming Conditional</h4><p>The Aizenman finding assumes that swap line network membership is stable. Recent reporting suggests that assumption deserves scrutiny.</p><p>Kevin Warsh, the new Federal Reserve chair, testified before the Senate that the Fed&#8217;s international role &#8220;doesn&#8217;t come with the same independence as its interest-rate-setting function.&#8221; Translation: geopolitics and national security priorities can affect who receives a dollar backstop in a crisis. Separately, Scott Bessent&#8217;s Treasury has been deploying its own swap facilities as foreign policy instruments; extending liquidity to the Milei government in Argentina and reportedly offering backstop capacity to Gulf allies during the Iran war. A June 2026 FT piece, <a href="https://www.ft.com/content/5510c113-22f1-4234-897a-bdd5e97e9946">The Fed is going to have to rethink its global role</a>, by Atlantic Council vice-president Josh Lipsky reported that European officials have been &#8220;gaming out&#8221; scenarios where dollar lifelines are cut off during a political dispute with Washington.</p><p>This is not a fringe concern. It is being modeled in the finance ministries of countries that currently hold standing Federal Reserve swap lines: countries that, on the Aizenman framework, should have little reason to accumulate gold. Poland has a Fed swap line. It has nonetheless purchased more gold over the past two years than any other European peer. The deviation makes sense once the binary is understood as probabilistic rather than fixed: a country that faces a small but non-negligible probability of finding itself outside the network will rationally self-insure, even from an inside-network starting position.</p><p>The PBOC has at least 30 active bilateral swap lines of its own, and counting. They are yuan-denominated, providing yuan liquidity for trade settlement but no dollar backstop capacity. As the Federal Reserve&#8217;s swap line network becomes more explicitly geopolitical in its conditioning, the PBOC&#8217;s alternative architecture becomes more relevant &#8212; not as a dollar substitute, but as the infrastructure available to countries that find dollar network access uncertain. The gold and the yuan swap networks are being built by the same cohort, in response to the same underlying uncertainty.</p><h4>China Is at the Extreme of Both Dimensions</h4><p>China sits at the intersection of maximum dollar exposure and maximum exclusion from the dollar backstop.</p><p>As I described in the prior post, China&#8217;s consolidated dollar exposure runs across formal PBOC reserves, state bank dollar books, policy bank lending, and the China Investment Corporation, a total that Setser estimates may be flat or rising even as the formal PBOC reserve line has drifted down. Dollar-denominated external liabilities, dollar-invoiced trade, and dollar-recycled surplus earnings create an exposure profile that rivals any economy in the world.</p><p>China is simultaneously not in the Federal Reserve&#8217;s swap line architecture. The PBOC has bilateral swap lines with over 60 countries, but these are yuan-denominated, providing yuan liquidity, not dollar backstop capacity.</p><p>The paper finds that for countries at the 90th percentile of dollar external liability exposure, gold reserves reduce depreciation by 0.2&#8211;0.3% per standard deviation, five to seven times the all-country baseline estimate. China&#8217;s dollar-liability profile sits near the extreme of any comparable cross-country measure. And the gold stock it has been building has a current value that earlier estimates in this newsletter understated: gold peaked above $5,500 per troy ounce in January 2026, making the PBOC&#8217;s disclosed 2,345 tonnes worth substantially more than the $241 billion figure derived from late-2025 price data. </p><p>At any point in the current price range, China&#8217;s gold holdings have crossed all three of the tipping-point thresholds I identified in prior posts &#8212; M0 monetary base backing, bilateral swap line coverage, and the threshold at which gold functions as a credible first-response buffer for a balance-of-payments stress episode. The paper&#8217;s framework predicts, with credible causal identification, that China&#8217;s gold accumulation has considerably more reserve-buffer value than conventional commentary on Chinese portfolio diversification implies.</p><p>This is not portfolio optimization in the conventional sense. It is self-insurance against the specific political risk that Russia demonstrated in real time: dollar reserves that are simultaneously essential to an export model and reachable by the same sanctions architecture that moved in 72 hours.</p><h4>Gold and Dollars Are Complements, Not Substitutes</h4><p>The ECB&#8217;s 2026 annual report puts the system-level evidence in direct terms. Central banks globally now hold 36,000 tonnes of gold, approaching the 38,000-tonne peak of the Bretton Woods era, after 850 tonnes of net purchases in 2025. The single largest buyer in 2025 was Tether, the dollar-denominated stablecoin company, at over 100 tonnes. An entity whose entire business model depends on dollar clearing infrastructure was simultaneously the world&#8217;s largest non-central-bank gold accumulator. The complementarity between dollar architecture and gold hedging is not a theoretical observation. It is being built by the dollar system&#8217;s most commercially sophisticated participants.</p><p>The paper&#8217;s complementarity finding cuts against the simple de-dollarization narrative directly. Gold and dollar reserves do not trade off. Countries holding more of both benefit more from both. There is no evidence in the Aizenman panel that building gold reserves reduces the stabilizing value of dollar reserves or vice versa.</p><p>This means China&#8217;s dual-track reserve strategy, running the sinodollar recycling loop while accumulating gold at the margin, is not internally contradictory. It is the rational portfolio response to being inside the dollar system (you need the dollars to operate the surplus model) and outside the dollar liquidity network (you need the gold because the backstop is unavailable to you specifically).</p><p>The gold &#8220;leak&#8221; in the sinodollar, described in the prior post, is small in flow terms &#8212; low single digits of the annual surplus on official figures, running higher if shadow accumulation is included. It is not undermining dollar demand. The Aizenman complementarity result confirms it structurally: the gold purchase is not a vote against the dollar. It is insurance against the political risk of holding the dollar without a political backstop.</p><h4>What PBOC Swap Lines Cannot Do</h4><p>The paper contains a quieter finding that bears directly on the yuan internationalization debate. Non-dollar FX reserves, which would include yuan-denominated assets held through bilateral PBOC swap lines, are statistically indistinguishable from zero in exchange-rate buffering against US monetary shocks. The point estimate runs slightly in the wrong direction.</p><p>China has approximately $580 billion in outstanding bilateral yuan swap lines with partner countries. Those lines provide yuan liquidity for trade financing, bilateral settlement, and the closed-loop shadow fleet architecture I described in the January 2026 post. That function is real and growing.</p><p>What PBOC swap lines do not provide is dollar exchange-rate stability for recipient countries. Countries in the yuan swap network face the same FX stabilization problem as countries with no monetary network access at all. Yuan liquidity covers the trade architecture. It does not cover the dollar-currency-mismatch exposure that makes US monetary tightening dangerous for emerging-market balance sheets.</p><p>This is a clarification of where Shin&#8217;s ladder currently stands, not a verdict on where it ends up. Invoicing, trade financing, and liability-side debt conversion, Steps 1 through 3, are functioning at scale. Step 4, currency hedging, providing exchange-rate insurance against external shocks, requires the kind of deep, liquid, politically accessible reserve backstop that only dollar assets currently provide. Gold is the one instrument that partially substitutes for that function without requiring the full reserve-currency infrastructure.</p><h4>Concluding</h4><p>The Russia freeze created two reserve management worlds. In the first, countries inside the dollar liquidity network continue to hold Treasuries without meaningful change, because the network handles their dollar funding risk and gold adds little on top. In the second, countries outside the network have been systematically building the one asset that buffers exchange-rate risk without requiring network access.</p><p>Turkey&#8217;s deployment of 127 tonnes in 2026 proved the mechanism is operational, not theoretical. The gold-for-currency swap structure &#8212; collateralized dollar liquidity without permanent disposition of the gold &#8212; is the playbook. The NBER paper provides the causal identification: gold works precisely for the countries that have been building the most of it.</p><p>China is not accumulating gold because it expects the dollar system to collapse. It is accumulating gold because it is the dollar system&#8217;s dominant structural prop and simultaneously excluded from the dollar system&#8217;s liquidity backstop &#8212; and the only rational response to that position is to build the reserve buffer that functions outside the network. As the current account surplus compresses over the 2030s under demographic pressure, the sinodollar flow declines. The gold stock appreciates. The reserve portfolio rebalances passively toward the non-seizable asset. China does not have to decide to exit the dollar system. The arithmetic does it incrementally.</p><p>The active gold accumulators and the countries building alternative settlement architecture &#8212; yuan swap networks, CIPS, shadow fleet closed loops &#8212; are largely the same group, responding to the same underlying reality through two complementary instruments: gold hedges the political risk of dollar-denominated reserve assets; yuan settlement hedges the transactional dependence on dollar clearing. Post-2022, both strategies are accelerating in the same cohort. That is the reserve architecture of fragmentation being built in real time.</p>]]></content:encoded></item><item><title><![CDATA[Perspective on Risk - July 2, 2026 (Dollar Developments 1 - Sinodollar)]]></title><description><![CDATA[Sinodollars amd Petroyuan]]></description><link>https://perspectiveonrisk.substack.com/p/perspective-on-risk-july-2-2026-dollar</link><guid isPermaLink="false">https://perspectiveonrisk.substack.com/p/perspective-on-risk-july-2-2026-dollar</guid><dc:creator><![CDATA[Brian Peters]]></dc:creator><pubDate>Wed, 01 Jul 2026 23:54:43 GMT</pubDate><content:encoded><![CDATA[<h4>Settlement Is Not Savings</h4><p>A short piece by Robin Harding, <a href="https://www.ft.com/content/0948fa97-1585-4484-90a5-6df769367dfe">Why sinodollars outweigh the petroyuan</a> (FT), does something useful: it cuts through the petroyuan noise with a single analytical distinction that I think is exactly right, connects directly to four years of prior work in this substack (warning: potential confirmation bias here), and illuminates something important about where the dollar&#8217;s structural position actually rests.</p><p>The concept is worth examining carefully, because it both validates part of what I argued in 2023 and complicates what I argued in late 2025.</p><h4>The Petroyuan Lacks the Essential Property of the Petrodollar</h4><p>Harding&#8217;s central move is a distinction most commentary on this topic blurs: settlement is not savings*</p><p>What made the petrodollar systemically important was not that oil was invoiced in dollars. It was that Saudi Arabia and the Gulf states <strong>held</strong> the dollars they earned, reinvesting them into dollar assets and creating the offshore dollar liquidity pool that finances global trade, sovereign debt, and aircraft leasing to this day. The petrodollar is best understood not as a payment, but as a dollar of oil profits in search of a home.</p><p>The petroyuan, by this standard, doesn&#8217;t exist in any meaningful sense. Today&#8217;s yuan earners don&#8217;t accumulate yuan savings, they spend them. Russia converts its yuan oil revenues into drone and ATV imports. Iran, facing reconstruction after the war, will spend every yuan it earns. Gulf producers no longer run the kind of structural surpluses that created investable pools in the first place. As Harding puts it:</p><blockquote><p>This is a good backdrop to increase the use of the yuan in trade settlements, which is happening fast, but not to create a pool of offshore petroyuan.</p></blockquote><p>Yuan settlement of China&#8217;s goods trade has reached 33.5 percent of total in March&#8211;April 2026, a record, per PBoC data. That is a real development. But 33.5 percent settlement share is a measure of invoicing and clearing. It says nothing about where the proceeds are parked.</p><p>When Saudi Arabia began recycling petrodollar earnings in 1975, the mechanics were constrained by market depth, not by political choice. David Mulford, who ran the Saudi Monetary Agency&#8217;s reserve portfolio in those years, later explained why alternatives to dollar assets were effectively unavailable at the required scale: purchases of German bonds, Japanese yen bonds, or Swiss franc notes &#8220;were just not possible in the sizes common in the U.S. market.&#8221; Settlement created savings in dollars not by design but because no other market could absorb the volumes involved. Today&#8217;s yuan earners face the same arithmetic in reverse: they settle in yuan and immediately spend it, because no market at sufficient depth exists to hold yuan savings at scale.</p><p>The more important monetary force, Harding argues, is what he calls the sinodollar: China&#8217;s relentless accumulation of dollar assets, driven by its current account surplus. China&#8217;s economic model requires running a surplus and recycling it into dollar assets. In this reading, the sinodollar is not a rival to the petrodollar, it is its structural successor as the dominant offshore dollar-creation mechanism. The world&#8217;s largest goods exporter is simultaneously the world&#8217;s largest dollar accumulator.</p><h4>This Is the Pettis Argument, From the Other Side</h4><p>For readers who have been following this series since 2023, Harding&#8217;s sinodollar concept should ring a bell. In the <a href="/__u/perspectiveonrisk.substack.com/p/perspective-on-risk-april-18-2023">April 18, 2023 Perspective</a>, I introduced a framework from Hyun Song Shin, articulated in his Odd Lots appearance, to evaluate the threat to dollar hegemony. Shin argues that for a currency to displace the incumbent, it must climb a ladder of reinforcing roles:</p><ol><li><p>Invoicing transactions</p></li><li><p>Trade financing</p></li><li><p>Investing and borrowing</p></li><li><p>Currency hedging</p></li></ol><p>Each step creates demand for the currency that makes the next step easier. Most challengers fail because they stall at Step 1: increased invoicing just leads to swapping the new currency back into dollars, because no one wants to hold the alternative. In 2023, I cited Michael Pettis making the same point with characteristic directness:</p><blockquote><p>For the world meaningfully to switch from dollars to RMB, exporters will have to want to hold their accumulated surpluses in RMB and, much more importantly, China will have to give up control of its monetary policy and abandon its surpluses for permanent deficits. It is extremely unlikely that Brazilians will accumulate RMB assets in exchange for its surpluses.</p></blockquote><p>Harding is making the same argument, from the opposite direction. Pettis said: foreigners won&#8217;t hold yuan because they prefer dollar assets. Harding says: China itself won&#8217;t stop accumulating dollar assets, because its growth model depends on the surplus. The two constraints are two sides of the same argument; the yuan can&#8217;t become a savings currency while both the issuer and the recipient prefer dollars for savings.</p><p>That argument still holds. But the picture has moved since 2023, and it has moved in a specific direction that Harding&#8217;s framing doesn&#8217;t fully capture.</p><h4>The Ladder Has Been Moving &#8212; Just Not Where Harding Looks</h4><p>By November 2025, the analysis in this newsletter had shifted. The <a href="/__u/perspectiveonrisk.substack.com/p/perspective-on-risk-nov-26-2025-a">November 26, 2025 Perspective</a> documented a wave of data suggesting the RMB was advancing from Step 1 to Step 3, not through the conventional route (exporters choosing to save in yuan) but through a different mechanism: sovereign debt conversion.</p><p>Ethiopia was negotiating to convert at least part of its $5.38 billion in Chinese loans into yuan-denominated debt. Kenya had already completed a similar swap, saving $215 million a year in interest costs. Sovereign borrowers like Indonesia and Slovenia announced plans to issue renminbi bonds. Chinese trade credit, which ran 17 percent RMB-denominated as recently as 2021, had flipped to 72 percent RMB as of 2024.</p><p>The key insight from that analysis:</p><blockquote><p>If Ethiopia owes debts in RMB, it must earn RMB to service them. This creates a structural demand for the currency that mere trade invoicing does not.</p></blockquote><p>This is a fundamentally different pathway than what Harding&#8217;s framework addresses. The sinodollar story is about whether yuan earners will hold yuan savings. The liability-side story is about whether yuan debtors must earn yuan to repay. These two mechanisms are structurally independent. The sinodollar can remain intact &#8212; China accumulates dollars, China-bloc borrowers service yuan debt &#8212; and both can be simultaneously true.</p><p>That is, in fact, what appears to be happening. The sinodollar is real. The liability-side yuan bloc is also real. They are not in contradiction; they are operating on different parts of the monetary system&#8217;s balance sheet.</p><p>A parallel channel is visible in Chinese commercial bank lending. Dollar loans from Chinese institutions overseas fell from $587 billion in 2022 to $375 billion by late 2025, while yuan-denominated loans rose to $357 billion: the two now nearly equal, a crossing that was unthinkable five years ago. As Karthik Sankaran of the Quincy Institute wrote in FT Alphaville in February 2026<a class="footnote-anchor" data-component-name="FootnoteAnchorToDOM" id="footnote-anchor-1" href="#footnote-1" target="_self">1</a>, the real obstacle to renminbi bond market internationalisation &#8220;may be less the absence of the rule of law and more the absence of the rule of accounting.&#8221; That constraint narrows as Chinese lenders standardize disclosure and as borrowers convert dollar obligations into yuan. The BRI&#8217;s dollarization is unwinding from within, one refinancing at a time, through a mechanism Shin&#8217;s ladder framework did not anticipate.</p><h4>The Shadow Fleet Complicates This Further</h4><p>In the <a href="/__u/perspectiveonrisk.substack.com/p/perspective-on-risk-jan-30-2026-dollar">January 30, 2026 Perspective</a>, I argued that the shadow oil trade had revealed a third pathway, one that bypasses Shin&#8217;s ladder entirely. The shadow fleet&#8217;s closed loop pairs yuan invoicing, yuan settlement through CIPS, yuan-denominated trade financing, and insurance through Sinosure, all within a single self-contained system. The argument was that this system &#8220;no longer needs to climb Shin&#8217;s ladder&#8221; because it operates as a closed loop outside dollar clearing.</p><p>Harding&#8217;s piece implicitly addresses this, and I think he is right to push back. A closed loop can function without climbing the ladder. But it cannot create the offshore savings pools that give a currency reserve status. Russia doesn&#8217;t hold yuan; it spends yuan. The closed loop is a transaction architecture, not a savings architecture. The shadow fleet proves the renminbi can work as a payment medium in bilateral sanctioned trade. It does not prove the renminbi can become a store of value at systemic scale.</p><p>Both observations are correct at different levels of analysis. The closed loop is real and growing:CIPS hit a record 921 billion yuan daily in March and briefly exceeded 1.22 trillion yuan per day in April following the Iran war shock, two consecutive monthly records. As Bert Hofman, former World Bank country director for China, observed of the shadow fleet&#8217;s structural yuan dependency: &#8220;Russia can&#8217;t use dollars. There&#8217;s nothing much else out there that would not have to hit the dollar system at some point.&#8221;<a class="footnote-anchor" data-component-name="FootnoteAnchorToDOM" id="footnote-anchor-2" href="#footnote-2" target="_self">2</a> The 193 institutions now bypassing SWIFT entirely, up 40 percent since 2024, are not choosing yuan as a preference. They are held in it by the same sanctions architecture that removed the dollar option. But Harding is right that this activity, at its current scale, does not build the reserve pool that the petrodollar built. It is a functional bypass; it is not yet a structural replacement.</p><h4>The Sinodollar Is the Last Structural Prop</h4><p>In the <a href="/__u/perspectiveonrisk.substack.com/p/perspective-on-risk-apr-30-2026">April 30, 2026 Perspective</a> I argued that the dollar&#8217;s incumbency in 2026 is being held up by supports that are structurally different, and more contingent, than what held it in place a decade ago. The foreign official sector held 46 percent of Treasuries in 2008; it holds less than 30 percent today. Hedge funds in the Cayman Islands absorbed 37 percent of net Treasury issuance in recent years. Dollar SSA spreads have compressed to near-zero as a Treasury substitute. The Swiss franc hit a 14-year high against the dollar driven by foreign asset managers adjusting hedge ratios: not de-dollarization, but a mechanical unwind of passive dollar longs implicit in unhedged S&amp;P holdings.</p><p>Each of those is a real market mechanism. None is structural in the way that foreign official demand for Treasuries was structural for the previous generation.</p><p>What Harding&#8217;s piece adds to that analysis is the identification of the one remaining structural prop: the sinodollar. China&#8217;s CA surplus recycled into dollar assets is the support that the contingent props are sitting on top of. It doesn&#8217;t show up in COFER because Brad Setser has documented that China moved its dollars &#8212; SAFE&#8217;s formal reserves fell, but state commercial banks absorbed over a trillion in dollar claims, the policy banks hold another trillion in dollar lending, and the China Investment Corporation holds $450 billion. As Setser put it: &#8220;Nice little trick. It seems to have fooled most of the internet.&#8221; The dollars are there. They just changed nameplates.</p><p>A May 2026 FT piece, <a href="https://www.ft.com/content/b600dbba-e881-4d20-b55f-94b313b8d5d5">America needs to put the renminbi back on the international agenda</a>, by Mark Sobel, Brad Setser, and Robin Brooks put the system&#8217;s scale in direct terms: China&#8217;s manufacturing surplus is &#8220;close to 1 per cent of world GDP &#8212; a much bigger surplus than any single country has run in the last 70-plus years.&#8221; On their assessment, the reported current account surplus of 3.7 percent of GDP in 2025 understates the true figure, with state commercial bank purchases of dollar assets serving as the de facto sterilization mechanism. Setser&#8217;s February 2026 FT piece documented the operationalization: state banks purchased an estimated $100 billion in foreign exchange in December 2025 alone, a record monthly figure, with another $70 billion in January 2026. These are not passive accumulations. They are deliberate interventions designed to prevent RMB appreciation from compressing the surplus model that generates the sinodollar in the first place.</p><p>The sinodollar is why the BIS wave thesis holds. It is why, in the April analysis, &#8220;the movement remains dollar&#8221; even as the bezel gets more crowded.</p><h4>One Thing Harding Does Not Address</h4><p>Harding frames the sinodollar as a durable feature of China&#8217;s model. I think this is the one place where the analysis needs to be more careful.</p><p>China has been a consistent and large buyer of gold for its central bank reserves. This matters because the chain Harding describes &#8212; export surplus, earn dollars, recycle into dollar assets &#8212; is being partially interrupted at the savings step. A portion of China&#8217;s dollar earnings is not being recycled into Treasuries or dollar-denominated claims. It is being converted into gold: a neutral reserve asset, outside any currency system, immune to the kind of freeze that immobilized Russia&#8217;s dollar reserves in 2022. On official PBOC disclosures, the conversion rate runs in the low single digits of the annual surplus, with 2023 as a peak year where even the official figure touched the mid-single digits, and evidence that purchases routed through state commercial banks and the Shanghai Gold Exchange run the true rate higher. The direction is deliberate and the pace has accelerated since 2022.</p><p>This is not, by itself, a reversal of the sinodollar mechanism. China is still the world&#8217;s dominant dollar recycler. But the sinodollar prop has a leak in it, and the leak is the PBOC&#8217;s gold desk. The accumulation is not speculative. China holds no US dollar swap line; no Federal Reserve backstop for dollar funding stress. In a reserve framework where buffer value depends critically on network access, gold is the rational self-insurance instrument for a country that is simultaneously the dollar system&#8217;s largest structural prop and excluded from the dollar system&#8217;s liquidity architecture.</p><p>More significantly, the sinodollar has a demographic expiration date. China&#8217;s working-age population is contracting. The current account surplus that generates the sinodollar flow is likely near its structural peak. The same demographic forces that our bloc formation work identifies as reshaping geopolitical alignment over the 2030&#8211;2044 window will, by compressing China&#8217;s surplus, also compress sinodollar creation. The structural prop that is currently holding up the dollar&#8217;s incumbency is time-limited in a way that Harding&#8217;s framing does not acknowledge.</p><h4>Summing Up</h4><p>Harding&#8217;s sinodollar concept is the clearest short-form articulation of why dollar dominance is more durable than the petroyuan narrative implies. Settlement is not savings. China&#8217;s own model has been, and for now remains, the largest source of structural demand for dollar assets. The 33.5 percent yuan settlement share is real; the reserve accumulation it implies is not.</p><p>But the concept also does exactly what good analytical framing does: it clarifies where the real vulnerabilities lie. The dollar&#8217;s structural prop is not the Fed&#8217;s liquidity backstop, or the Treasury market&#8217;s depth, or the SWIFT network&#8217;s inertia. It is China&#8217;s CA surplus, and China is using that surplus in ways that Kissinger&#8217;s Saudi recycling model did not anticipate. Some of it goes into gold. All of it rests on a surplus that will compress.</p><p>The analysis in this substack has been that the ladder is being climbed, step by step, through mechanisms Shin&#8217;s original framework did not fully anticipate: closed-loop shadow settlement, liability-side debt conversion, and now the gold drain on the sinodollar mechanism itself. Harding&#8217;s piece doesn&#8217;t change that conclusion. It sharpens the picture of what is holding the current equilibrium in place, and how contingent that equilibrium has become.</p><div class="footnote" data-component-name="FootnoteToDOM"><a id="footnote-1" href="#footnote-anchor-1" class="footnote-number" contenteditable="false" target="_self">1</a><div class="footnote-content"><p><a href="https://www.ft.com/content/4b083c59-c44f-4407-a142-ed03d596cc83">What must happen for the world to stack RMB</a> (FT Alphaville)</p></div></div><div class="footnote" data-component-name="FootnoteToDOM"><a id="footnote-2" href="#footnote-anchor-2" class="footnote-number" contenteditable="false" target="_self">2</a><div class="footnote-content"><p><a href="https://www.ft.com/content/8d3f89fa-c39b-44c3-b22c-607e22b62e29?syn-25a6b1a6=1">Iran war opens &#8216;golden window&#8217; for China&#8217;s renminbi</a> (FT)</p><p></p></div></div>]]></content:encoded></item><item><title><![CDATA[Perspective on Risk - June 26, 2026 - Stress Tests]]></title><description><![CDATA[Everyone Passed. That Tells You Almost Nothing.]]></description><link>https://perspectiveonrisk.substack.com/p/perspective-on-risk-june-26-2026</link><guid isPermaLink="false">https://perspectiveonrisk.substack.com/p/perspective-on-risk-june-26-2026</guid><dc:creator><![CDATA[Brian Peters]]></dc:creator><pubDate>Fri, 26 Jun 2026 13:26:31 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!gEjY!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fad25bf2d-c591-4f7b-8d73-876c789ef6df_1568x925.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p>The Fed&#8217;s banks stress test results are out, and to absolutely noone&#8217;s surprise, everyone passed.</p><p>But this prodded me to look back over the past stress test results over the last 10 years.  First, let&#8217;s look at the stress loss as a share of risk-weighted-assets (RWA) for the 13 banks that have filed every year (excludes the biannual filers).</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="/__u/substackcdn.com/image/fetch/$s_!gEjY!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fad25bf2d-c591-4f7b-8d73-876c789ef6df_1568x925.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="/__u/substackcdn.com/image/fetch/$s_!gEjY!, /__u/perspectiveonrisk.substack.com/w_424, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fad25bf2d-c591-4f7b-8d73-876c789ef6df_1568x925.png 424w, 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stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a><figcaption class="image-caption">Caption: Severely Adverse stress losses as % of RWA, 2014&#8211;2024. Dot = mean, shaded bar = IQR, whisker = &#177;1 standard</figcaption></figure></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="/__u/substackcdn.com/image/fetch/$s_!w3Yj!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Feec1cadc-ae6e-43aa-8088-1016e37ee23b_835x419.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="/__u/substackcdn.com/image/fetch/$s_!w3Yj!, /__u/perspectiveonrisk.substack.com/w_424, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Feec1cadc-ae6e-43aa-8088-1016e37ee23b_835x419.png 424w, /__u/substackcdn.com/image/fetch/$s_!w3Yj!, /__u/perspectiveonrisk.substack.com/w_848, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Feec1cadc-ae6e-43aa-8088-1016e37ee23b_835x419.png 848w, /__u/substackcdn.com/image/fetch/$s_!w3Yj!, /__u/perspectiveonrisk.substack.com/w_1272, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Feec1cadc-ae6e-43aa-8088-1016e37ee23b_835x419.png 1272w, /__u/substackcdn.com/image/fetch/$s_!w3Yj!, /__u/perspectiveonrisk.substack.com/w_1456, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Feec1cadc-ae6e-43aa-8088-1016e37ee23b_835x419.png 1456w" sizes="100vw"><img src="/__u/substackcdn.com/image/fetch/$s_!w3Yj!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Feec1cadc-ae6e-43aa-8088-1016e37ee23b_835x419.png" width="835" height="419" 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/__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Feec1cadc-ae6e-43aa-8088-1016e37ee23b_835x419.png 424w, /__u/substackcdn.com/image/fetch/$s_!w3Yj!, /__u/perspectiveonrisk.substack.com/w_848, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Feec1cadc-ae6e-43aa-8088-1016e37ee23b_835x419.png 848w, /__u/substackcdn.com/image/fetch/$s_!w3Yj!, /__u/perspectiveonrisk.substack.com/w_1272, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Feec1cadc-ae6e-43aa-8088-1016e37ee23b_835x419.png 1272w, /__u/substackcdn.com/image/fetch/$s_!w3Yj!, /__u/perspectiveonrisk.substack.com/w_1456, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Feec1cadc-ae6e-43aa-8088-1016e37ee23b_835x419.png 1456w" sizes="100vw"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg aria-hidden="true" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p>As expected, the trust and processing banks showed the lowest loss as a % or RWA, and the credit card banks the highest.  But what caught my eye the most was the stability of the results for the largest banks: look at some of those Sharpe ratios!  Their stress-loss sizing is very consistent no matter what scenario the Fed throws at them.</p><p>JPM and WFC consistently take the largest absolute losses in the system. Their Sharpe is high because those losses are forecastable to a fraction of a percent.</p><p><strong>Universal Banks</strong></p><p>The Universal Bank Case (JPM, WFC, USB) sit at the top because portfolio scale produces statistical regularity. JPM has hundreds of billions in loans spanning mortgages, C&amp;I, CRE, cards, and consumer. WFC similarly. When the Fed applies a 10%  unemployment shock, the loss rate across that portfolio converges tightly to a nearly actuarial number: the diversification is so complete that no individual exposure is large enough to create an outlier year. The coefficient of variation on JPM&#8217;s total loss/RWA (std/mean) is 6.3%. For STT it&#8217;s 30.8%. That&#8217;s not noise, it&#8217;s a 5&#215; structural difference in the predictability of   stress outcomes.</p><p><strong>Morgan Stanley &amp; Goldman Sachs</strong></p><p>Morgan Stanley and Goldman Sachs are interesting. MS lands at 10.7, right behind JPM and WFC &#8212; despite being primarily a trading and wealth management firm with a modest loan book. The data gives the explanation: MS&#8217;s loan loss rate Sharpe is 8.7 (also high), meaning even its small loan portfolio is consistently stressed. But more importantly, MS&#8217;s total losses are dominated by the global market shock, and that methodology, derived from the June-to-December 2008 playbook, has been applied consistently to all large trading firms across every cycle. The shock changes at the margin, but its core structure is stable. So MS&#8217;s trading losses, while large, are predictably large.  Compare GS: total loss/RWA Sharpe = 8.0, but loan loss rate Sharpe drops to 3.1, the lowest among the full-sample firms. GS&#8217;s loan book is concentrated in leveraged lending and corporate credit, categories whose stress behavior is more sensitive to the specific macro path the Fed chooses each year. The trading component stabilizes GS&#8217;s total Sharpe; remove it, and GS would cluster with the custody banks. This is the clearest illustration in the dataset of a two-component story: trading losses track scenario methodology (stable), loan losses track scenario severity (variable).</p><p><strong>Custody Banks</strong></p><p>The custody banks have low Sharpe ratios.  AFS and securities losses dominate their stress exposure, and these are more rate-scenario-dependent than credit-scenario-dependent.  Each year the Fed designs a new severely adverse rate path &#8212; sometimes rates collapse, sometimes they spike. BK and STT hold massive securities portfolios (HQLA from custody deposit float). Whether they take $AFS losses depends heavily on the specific rate path, not on any change in their underlying portfolio. The variability is externally imposed by scenario design rather than reflecting genuine uncertainty about their book. This also explains why custody banks&#8217; post-stress CET1 ratios are the highest in the system &#8212; BNY Mellon averages 11.5%, Northern Trust 11.2% &#8212; not because they are prudent capital planners, but because their loan books are small enough that even a bad scenario leaves most of their capital intact.</p><p><strong>Credit Card Banks</strong></p><p>DFS and COF structurally destroy their Capital Buffer every year, and pass anyway. This is the single most striking finding. Discover&#8217;s mean buffer utilization is 1.76;  stressed losses consume 176% of all excess capital above the 4.5% minimum, on average. Capital One is at 1.60. In 2024, DFS&#8217;s stressed losses were 2.70&#215; its entire pre-stress buffer ($24B losses against $8.9B of excess capital). Both firms post positive post-stress CET1 ratios (8.8% and 7.7% respectively) and pass the test.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="/__u/substackcdn.com/image/fetch/$s_!UuPL!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9a73c1c4-f5f0-4710-aebe-9b3d0f673d24_1568x925.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="/__u/substackcdn.com/image/fetch/$s_!UuPL!, /__u/perspectiveonrisk.substack.com/w_424, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9a73c1c4-f5f0-4710-aebe-9b3d0f673d24_1568x925.png 424w, /__u/substackcdn.com/image/fetch/$s_!UuPL!, /__u/perspectiveonrisk.substack.com/w_848, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9a73c1c4-f5f0-4710-aebe-9b3d0f673d24_1568x925.png 848w, /__u/substackcdn.com/image/fetch/$s_!UuPL!, /__u/perspectiveonrisk.substack.com/w_1272, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9a73c1c4-f5f0-4710-aebe-9b3d0f673d24_1568x925.png 1272w, /__u/substackcdn.com/image/fetch/$s_!UuPL!, /__u/perspectiveonrisk.substack.com/w_1456, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9a73c1c4-f5f0-4710-aebe-9b3d0f673d24_1568x925.png 1456w" sizes="100vw"><img src="/__u/substackcdn.com/image/fetch/$s_!UuPL!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9a73c1c4-f5f0-4710-aebe-9b3d0f673d24_1568x925.png" width="1456" height="859" 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/__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9a73c1c4-f5f0-4710-aebe-9b3d0f673d24_1568x925.png 1272w, /__u/substackcdn.com/image/fetch/$s_!UuPL!, /__u/perspectiveonrisk.substack.com/w_1456, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9a73c1c4-f5f0-4710-aebe-9b3d0f673d24_1568x925.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg aria-hidden="true" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" 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y2="14"></line></svg></button></div></div></div></a></figure></div><p>How? They hold massive pre-stress CET1 ratios, 13&#8211;15%, specifically because they know the scenario will devastate them. The stress test has forced these consumer credit specialists into a permanently elevated capital regime. The SCB is doing exactly what it was designed to do for these firms: translating known stress losses into a binding capital requirement. For DFS and COF, the stress test is not an exam, it&#8217;s a tax schedule.</p><p><strong>USB</strong></p><p>USB has run with negative net capital headroom almost every year.  US Bancorp has buffer utilization above 1.0 in 7 of its 11 test years (mean 1.01). In practical terms, if the severely adverse scenario actually materialized, USB&#8217;s pre-stress capital buffer above the 4.5% floor would be fully consumed &#8212; it passes only because it enters the test with enough CET1 in absolute terms that the post-stress minimum clears the  floor by a comfortable margin. USB is structurally running on the thinnest real capital cushion of any bank in the data that isn&#8217;t a pure consumer credit specialist. Its high loan loss rates (mean 6.5%, ranked 2nd highest among traditional banks) combined with modest excess capital create a persistent tightrope walk that the headline &#8220;passed&#8221; doesn&#8217;t capture.</p><p>The chart above shows the full spectrum &#8212; from BNY Mellon and State Street, whose stressed losses consume barely a quarter of their capital cushions, to Discover, which hasn&#8217;t had a year where its stressed losses didn&#8217;t exceed its entire buffer.</p><h4>The Data Shows a System Diverging: Some Banks Are Structurally Worse, Two Are Structurally Better</h4><p> Fitting linear trends across 2014&#8211;2024 (excluding 2020), three firms show statistically significant upward drift in total loss/RWA:</p><ol><li><p>ALLY: slope +0.24pp/year, r&#178;=0.92, p=0.0001.Loss/RWA moved from 4.4% in 2014 to 7.0% in 2024. This is the clearest, most statistically unambiguous trend in the dataset.</p></li><li><p>DFS: slope +0.55pp/year, r&#178;=0.73, p=0.007. Loss/RWA went from 14.5% to 18.3% &#8212; the fastest absolute rise.</p></li><li><p>FITB: slope +0.14pp/year, r&#178;=0.96, p&lt;0.0001. Fifth Third is quietly the most statistically certain deteriorating trajectory &#8212; almost no year-to-year noise.</p></li></ol><p>  Conversely, two firms show statistically significant improvement:</p><ol><li><p>BAC: slope &#8722;0.16pp/year, r&#178;=0.60, p=0.005. Loss/RWA moved from 6.1% to 4.5% &#8212; the mortgage runoff and portfolio simplification are showing up in the data.</p></li><li><p>C: slope &#8722;0.16pp/year, r&#178;=0.43, p=0.028. Loss/RWA moved from 7.3% to 5.7% &#8212; Citi&#8217;s decade-long simplification program is legible here.</p></li></ol><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="/__u/substackcdn.com/image/fetch/$s_!pMl1!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F74c7c7b7-1bca-41c2-87eb-9cb5751b913f_1889x777.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="/__u/substackcdn.com/image/fetch/$s_!pMl1!, /__u/perspectiveonrisk.substack.com/w_424, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F74c7c7b7-1bca-41c2-87eb-9cb5751b913f_1889x777.png 424w, /__u/substackcdn.com/image/fetch/$s_!pMl1!, /__u/perspectiveonrisk.substack.com/w_848, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F74c7c7b7-1bca-41c2-87eb-9cb5751b913f_1889x777.png 848w, /__u/substackcdn.com/image/fetch/$s_!pMl1!, /__u/perspectiveonrisk.substack.com/w_1272, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F74c7c7b7-1bca-41c2-87eb-9cb5751b913f_1889x777.png 1272w, /__u/substackcdn.com/image/fetch/$s_!pMl1!, /__u/perspectiveonrisk.substack.com/w_1456, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F74c7c7b7-1bca-41c2-87eb-9cb5751b913f_1889x777.png 1456w" sizes="100vw"><img src="/__u/substackcdn.com/image/fetch/$s_!pMl1!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F74c7c7b7-1bca-41c2-87eb-9cb5751b913f_1889x777.png" width="1456" height="599" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/74c7c7b7-1bca-41c2-87eb-9cb5751b913f_1889x777.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:599,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:163308,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://perspectiveonrisk.substack.com/i/203604897?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F74c7c7b7-1bca-41c2-87eb-9cb5751b913f_1889x777.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="/__u/substackcdn.com/image/fetch/$s_!pMl1!, /__u/perspectiveonrisk.substack.com/w_424, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F74c7c7b7-1bca-41c2-87eb-9cb5751b913f_1889x777.png 424w, /__u/substackcdn.com/image/fetch/$s_!pMl1!, /__u/perspectiveonrisk.substack.com/w_848, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F74c7c7b7-1bca-41c2-87eb-9cb5751b913f_1889x777.png 848w, /__u/substackcdn.com/image/fetch/$s_!pMl1!, /__u/perspectiveonrisk.substack.com/w_1272, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F74c7c7b7-1bca-41c2-87eb-9cb5751b913f_1889x777.png 1272w, /__u/substackcdn.com/image/fetch/$s_!pMl1!, /__u/perspectiveonrisk.substack.com/w_1456, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F74c7c7b7-1bca-41c2-87eb-9cb5751b913f_1889x777.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg aria-hidden="true" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><h4>SomeTechnical Stuff</h4><p><strong>The Cross-Firm Correlation Structure Is Almost the Opposite of What You&#8217;d Expect</strong></p><p>All firms face the same macro scenario, so you&#8217;d expect high positive correlations across the board. The data says otherwise.</p><p>The most surprising pair: ALLY vs BAC &#8212; correlation of &#8722;0.75. These two firms move in opposite directions across test years. When BAC has a bad year, ALLY has a good one, and vice versa. BAC&#8217;s losses are dominated by its massive mortgage book; ALLY&#8217;s by auto loans. The severely adverse scenario changes its internal emphasis each year, some vintages hit home prices hard, others hit unemployment-driven consumer credit. When the mortgage channel is the aggressor, BAC suffers and ALLY is relatively protected; when auto defaults drive it, the reverse.</p><p>GS is the most idiosyncratic firm in the system. Its average cross-firm correlation is 0.05, essentially zero. It is negatively correlated with BAC (&#8722;0.32), C (&#8722;0.41), and USB (&#8722;0.40). GS marches completely independently of the rest of the system. The mechanism: GS&#8217;s losses are dominated by the global market shock, which is calibrated firm-by-firm to each trading book&#8217;s specific exposures. That shock varies more idiosyncratically than the macro loan scenario.</p><p>What clusters together: Consumer credit specialists (ALLY&#8211;COF: r=0.92; AXP&#8211;COF: r=0.88); custody banks (BK&#8211;STT: r=0.82); large universal commercial banks (BAC&#8211;C: r=0.83; PNC&#8211;WFC: r=0.84). These groupings are business model clusters, not size clusters.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="/__u/substackcdn.com/image/fetch/$s_!6yns!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5643f236-c83d-4e82-a717-95b45c9bdba7_1567x1245.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="/__u/substackcdn.com/image/fetch/$s_!6yns!, /__u/perspectiveonrisk.substack.com/w_424, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5643f236-c83d-4e82-a717-95b45c9bdba7_1567x1245.png 424w, /__u/substackcdn.com/image/fetch/$s_!6yns!, /__u/perspectiveonrisk.substack.com/w_848, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5643f236-c83d-4e82-a717-95b45c9bdba7_1567x1245.png 848w, /__u/substackcdn.com/image/fetch/$s_!6yns!, /__u/perspectiveonrisk.substack.com/w_1272, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5643f236-c83d-4e82-a717-95b45c9bdba7_1567x1245.png 1272w, /__u/substackcdn.com/image/fetch/$s_!6yns!, /__u/perspectiveonrisk.substack.com/w_1456, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5643f236-c83d-4e82-a717-95b45c9bdba7_1567x1245.png 1456w" sizes="100vw"><img src="/__u/substackcdn.com/image/fetch/$s_!6yns!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5643f236-c83d-4e82-a717-95b45c9bdba7_1567x1245.png" width="1456" height="1157" 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/__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5643f236-c83d-4e82-a717-95b45c9bdba7_1567x1245.png 424w, /__u/substackcdn.com/image/fetch/$s_!6yns!, /__u/perspectiveonrisk.substack.com/w_848, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5643f236-c83d-4e82-a717-95b45c9bdba7_1567x1245.png 848w, /__u/substackcdn.com/image/fetch/$s_!6yns!, /__u/perspectiveonrisk.substack.com/w_1272, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5643f236-c83d-4e82-a717-95b45c9bdba7_1567x1245.png 1272w, /__u/substackcdn.com/image/fetch/$s_!6yns!, /__u/perspectiveonrisk.substack.com/w_1456, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5643f236-c83d-4e82-a717-95b45c9bdba7_1567x1245.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg aria-hidden="true" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p><strong>Cross-Sectional Dispersion Has Roughly Doubled Since 2021 &#8212; The Distribution Is Fragmenting</strong></p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="/__u/substackcdn.com/image/fetch/$s_!smv9!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7b925e6e-b78d-4b8f-8f72-5a07b9e5c5ee_1410x767.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="/__u/substackcdn.com/image/fetch/$s_!smv9!, /__u/perspectiveonrisk.substack.com/w_424, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, 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1272w, /__u/substackcdn.com/image/fetch/$s_!smv9!, /__u/perspectiveonrisk.substack.com/w_1456, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7b925e6e-b78d-4b8f-8f72-5a07b9e5c5ee_1410x767.png 1456w" sizes="100vw"><img src="/__u/substackcdn.com/image/fetch/$s_!smv9!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7b925e6e-b78d-4b8f-8f72-5a07b9e5c5ee_1410x767.png" width="1410" height="767" 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/__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7b925e6e-b78d-4b8f-8f72-5a07b9e5c5ee_1410x767.png 424w, /__u/substackcdn.com/image/fetch/$s_!smv9!, /__u/perspectiveonrisk.substack.com/w_848, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7b925e6e-b78d-4b8f-8f72-5a07b9e5c5ee_1410x767.png 848w, /__u/substackcdn.com/image/fetch/$s_!smv9!, /__u/perspectiveonrisk.substack.com/w_1272, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7b925e6e-b78d-4b8f-8f72-5a07b9e5c5ee_1410x767.png 1272w, /__u/substackcdn.com/image/fetch/$s_!smv9!, /__u/perspectiveonrisk.substack.com/w_1456, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7b925e6e-b78d-4b8f-8f72-5a07b9e5c5ee_1410x767.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg aria-hidden="true" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" 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2021 (first full SCB year), the system had its most homogeneous loss outcomes: IQR of total loss/RWA was 0.93pp, cross-sectional std 1.92pp. By 2024, std had risen to 3.38pp, the highest in the dataset, with IQR back to 1.64pp.</p><p>The system is not converging toward uniformity; it is fragmenting as the scenario increasingly differentiates between business models.</p><p>The practical implication: the Fed&#8217;s annually redesigned scenario is becoming more discriminating. Firms at the tails &#8212; DFS, COF, AXP at the high-loss end; SCHW, BK, STT at the low-loss end &#8212; are diverging from the core. This makes system-wide comparisons of the headline &#8220;number of banks passed&#8221; increasingly uninformative.</p><h3>The Bottom Line</h3><p> The headline, all banks passed, is technically true and substantively misleading. Capital One has exceeded its entire pre-stress capital buffer in every single year the test has been run. Discover is on pace to exceed it by 2.7&#215; this cycle. The system isn&#8217;t converging toward safety; it&#8217;s fragmenting into firms that hold massive capital buffers specifically because they know the test will destroy those buffers, and firms like JPMorgan and Wells Fargo whose outcomes are so predictable that the test has become more actuarial table than examination. The Sharpe ratios tell you which is which. What the Fed&#8217;s &#8220;pass/fail&#8221; framing doesn&#8217;t tell you is anything.</p>]]></content:encoded></item><item><title><![CDATA[Perspective on Risk - June 23, 2026 (Globalization & Blocs #5)]]></title><description><![CDATA[If the sorting continues and the mismatch between where goods trade and where money flows keeps widening, what is the specific mechanism by which the financial side eventually gives way?]]></description><link>https://perspectiveonrisk.substack.com/p/perspective-on-risk-june-23-2026</link><guid isPermaLink="false">https://perspectiveonrisk.substack.com/p/perspective-on-risk-june-23-2026</guid><dc:creator><![CDATA[Brian Peters]]></dc:creator><pubDate>Tue, 23 Jun 2026 13:55:08 GMT</pubDate><content:encoded><![CDATA[<p>I said four posts.  I lied. I recently saw a paper that made me think that a fifth post was warranted.</p><p>Benguria, Rojas and Saffie (BRS) have recently published <a href="https://www.nber.org/papers/w35272">Geopolitical Fragmentation, Sovereign Debt, and Dollar Dominance</a>.</p><ul><li><p>Side note: I&#8217;ve posted <a href="/__u/demographiccapital.substack.com/p/dollar-debts-yuan-revenues-testing">Dollar Debts, Yuan Revenues: Testing the BRS Paper Against Our Demographic Framework</a> over on the Demographics &amp; Capital Flows substack that analyzes the paper through the demographic, rather than geopolitical, lense.</p></li></ul><p>The first four posts in this series posited that the world has sorted into two blocs over twenty years, that Chinese development finance is the most powerful time-varying predictor of which way countries go, that the countries most economically dependent on China still route their financial surpluses through the dollar system, and that this trade-capital divergence is a structural feature, not a transitional lag that demographic gravity alone will not resolve. </p><p>What none of those posts addressed is the question underneath the question: if the sorting continues and the mismatch between where goods trade and where money flows keeps widening, what is the specific mechanism by which the financial side eventually gives way? Post 3 ended on the word &#8220;metastable&#8221; and noted that the transition, when it comes, is triggered by crisis, not drift. </p><p>The BRS paper is the first formal model I have seen that identifies a concrete liability-side mechanism for that crisis: not a sudden flight from Treasury securities by central banks, not a collapse in dollar FX volume, but something quieter and more structural; sovereign borrowers converting the debt that China&#8217;s own lending program created into the currency that China&#8217;s own trade relationships are making more attractive. The BRS paper is worth taking seriously because it closes the loop that Post 3 left open.</p><h4>Dollar Debts, Yuan Revenues</h4><p>In March 2025, Kenya converted $4.9 billion in Chinese railway loans from dollars into yuan, saving roughly $215 million per year in interest costs &#8212; 4.3 cents on the dollar of face value. The conversion was quiet enough that it barely registered in the financial press. It should not have been quiet.</p><p>The Kenyan railway deal is the first concrete data point in what a team of economists at the University of Kentucky, University of Florida, and University of Virginia have formalized as a sovereign debt restructuring cascade. BRS describe a mechanism by which geopolitical fragmentation could erode dollar dominance not from the asset side of sovereign balance sheets, what central banks hold in reserves, but from the liability side: what governments owe, and in what currency.</p><p>The asset side receives most of the empirical attention, which is why the BRS paper is worth taking seriously. The liability side is where the map is actually moving.</p><p>I spent the last several weeks running their framework against our 46-country geopolitical alignment data from this series. This post is what I found.</p><h4>China Lent in Dollars</h4><p>The counterintuitive fact at the center of the BRS argument: the loans China extended through its Belt and Road Initiative and state policy banks are overwhelmingly denominated in dollars. Not yuan. Dollars. Eighty-seven percent by commitment value, according to the AidData dataset tracking Chinese overseas lending from 2000 to 2021.</p><p>Think about what this means structurally. China&#8217;s principal instrument for building economic dependence across Africa, Asia, and Latin America created dollar liabilities for the recipient countries, not yuan liabilities. Kenya did not borrow yuan to build a railway. Ethiopia did not borrow yuan to build industrial parks. Angola did not borrow yuan to develop oil infrastructure. The net effect of a decade and a half of Chinese development finance was to deepen the developing world&#8217;s exposure to the dollar system, not to replace it.</p><p>This is the setup for the mismatch. Fragmentation has redirected trade toward China and yuan-linked markets. Kenya&#8217;s exports to China grew from 9% of its total trade in 2010 to 16% in 2024. Ethiopia&#8217;s from 19% to 31%. Angola&#8217;s China trade share sits at 34%. As trade reorients toward China, the revenues that service those dollar loans become increasingly yuan-denominated at origin, even if they clear in dollars. The friction rises. The mismatch is the structural result.</p><h4>The Mismatch Zone</h4><p>The BRS framework identifies the mismatch zone as countries where the dollar share of sovereign debt exceeds their effective dollar export-revenue exposure. These are the countries below the 45-degree line in their diagram: dollar debt greater than dollar invoicing. They face a rising real cost of debt service as fragmentation continues, and they are the candidates for following Kenya.</p><p>I do not have the Boz, Casas, Diez, Gopinath, and Gourinchas (<a href="https://www.imf.org/-/media/files/publications/wp/2025/english/wpiea2025178-source-pdf.pdf">Patterns of Invoicing Currency in Global Trade, IMF WP 2025/178</a>) data locally, and that gap matters; I will come back to it. Using the China trade share as a proxy for yuan revenue exposure, and merging World Bank International Debt Statistics on the dollar share of public external debt for the 24 developing-economy borrowers in our 46-country sample, seven countries fall clearly into the BRS mismatch zone with meaningful yuan exposure alongside high dollar liabilities:</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="/__u/substackcdn.com/image/fetch/$s_!MgfR!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F15b6a158-bb3b-4727-99fb-6657a3adf6a9_595x243.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="/__u/substackcdn.com/image/fetch/$s_!MgfR!, /__u/perspectiveonrisk.substack.com/w_424, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F15b6a158-bb3b-4727-99fb-6657a3adf6a9_595x243.png 424w, /__u/substackcdn.com/image/fetch/$s_!MgfR!, /__u/perspectiveonrisk.substack.com/w_848, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F15b6a158-bb3b-4727-99fb-6657a3adf6a9_595x243.png 848w, /__u/substackcdn.com/image/fetch/$s_!MgfR!, /__u/perspectiveonrisk.substack.com/w_1272, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F15b6a158-bb3b-4727-99fb-6657a3adf6a9_595x243.png 1272w, /__u/substackcdn.com/image/fetch/$s_!MgfR!, /__u/perspectiveonrisk.substack.com/w_1456, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F15b6a158-bb3b-4727-99fb-6657a3adf6a9_595x243.png 1456w" sizes="100vw"><img src="/__u/substackcdn.com/image/fetch/$s_!MgfR!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F15b6a158-bb3b-4727-99fb-6657a3adf6a9_595x243.png" width="595" height="243" 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/__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F15b6a158-bb3b-4727-99fb-6657a3adf6a9_595x243.png 424w, /__u/substackcdn.com/image/fetch/$s_!MgfR!, /__u/perspectiveonrisk.substack.com/w_848, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F15b6a158-bb3b-4727-99fb-6657a3adf6a9_595x243.png 848w, /__u/substackcdn.com/image/fetch/$s_!MgfR!, /__u/perspectiveonrisk.substack.com/w_1272, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F15b6a158-bb3b-4727-99fb-6657a3adf6a9_595x243.png 1272w, /__u/substackcdn.com/image/fetch/$s_!MgfR!, /__u/perspectiveonrisk.substack.com/w_1456, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F15b6a158-bb3b-4727-99fb-6657a3adf6a9_595x243.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg aria-hidden="true" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" 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y2="14"></line></svg></button></div></div></div></a></figure></div><p>These are the countries structurally positioned to do what Kenya did: convert existing dollar debt to yuan if yuan refinancing becomes cheaper.</p><p>Notice what is not on that list. Kenya itself does not fall below the 45-degree line in the data. Its dollar debt share is 73% and its China trade proxy is 16%, dollar invoicing exceeds dollar debt, by this crude measure. That is not a failure of the framework. It is a finding. Kenya converted not because it was the most structurally exposed country in the sample but because it found a specific deal at a specific moment with a specific creditor. The structurally exposed countries are in the table above, not in Kenya.</p><h4>The Problem With Angola</h4><p>Angola belongs at the top of that table in multiple ways. It has the highest cumulative Chinese development finance in our sample, 0.63 times its average annual GDP, accumulated over 2000&#8211;2021. Its dollar debt share is 87%. Its China trade proxy is 34%.</p><p>But Angola is also the clearest illustration of why invoicing data matters more than trade shares.</p><p>Angola exports crude oil. Oil accounts for roughly 60% of its exports. Crude oil is priced in dollars globally and invoiced in dollars regardless of whether the tankers go to Rotterdam or Qingdao. A Luanda exporter selling crude to Sinopec receives dollars, not yuan. The effective yuan revenue exposure is not Angola&#8217;s 34% China trade share. It is closer to 34% times 40%, adjusting for the oil tranche &#8212; roughly 14%.</p><p>At 14% yuan exposure and 87% dollar debt, Angola is still currency-mismatched. But the mismatch is meaningfully smaller than the headline number suggests, and the incentive to restructure is weaker than the table implies. The countries with the strongest restructuring logic are the non-commodity cases: Pakistan (textiles, remittances), Kazakhstan (more diversified than Angola despite mining dependence), the Philippines (electronics, remittances). Their yuan invoicing tracks closer to their trade share.</p><p>This matters for the cascade mechanism because that mechanism is hardest to trigger when countries are heterogeneous in their effective yuan exposure. Angola and Nigeria, the two largest African recipients of Chinese development finance, are both commodity exporters whose revenues remain more dollar-linked than their trade shares imply. The cascade is structurally weakest precisely where the lending went deepest. This is the main reason I would not read too much into the headline mismatch numbers without the Boz invoicing data.</p><h4>A Cascade Condition That Is Not Met</h4><p>Here is the formal structure of the Benguria et al. model. Countries vary in their yuan revenue exposure. Each country restructures its dollar debt into yuan when that exposure crosses a threshold, and the threshold falls as more countries restructure, because each restructuring deepens the yuan sovereign debt market, lowering refinancing costs for the next country. The math produces a tipping condition. Let h be the half-range of the cross-country distribution in yuan revenue exposure, a measure of how similar or different countries are. Let &#923; be the liquidity feedback parameter, how much each restructuring deepens the yuan market. The cascade triggers when:</p><p style="text-align: center;">&#923; &gt; 2&#8462;</p><p>When countries are similar enough in their yuan exposure, early restructurings can pull the rest across. When they are heterogeneous, the cascade fails.</p><p>From our 46-country data, h is large. The China-aligned cluster shows a half-range of roughly 0.13 in the trade-share proxy for yuan exposure, running from Turkey (8%) to Russia (35%). The full non-China sample extends further, to a half-range of 0.15. Under any reasonable h specification, the cascade threshold is 2h &#8776; 0.18 to 0.30.</p><p>Kenya&#8217;s restructuring implies &#923; at most 0.043. The 4.3% interest saving on that specific deal is an illustrative ceiling on &#923;, not a market-depth estimate &#8212; &#923; measures how much each restructuring deepens the yuan market for the next borrower, which is a different and structurally harder thing to measure from a single deal. Taken at face value: at &#923; &#8776; 0.043 and 2h &#8776; 0.18 to 0.30, the cascade condition falls short by a factor of four to seven. Closing the gap from near-zero to the cascade threshold requires roughly four to seven additional Kenya-scale restructurings happening close enough together to materially deepen the yuan sovereign debt market. That is approximately the scale of a coordinated conversion wave across several HIPC-eligible African and Asian Chinese borrowers simultaneously.</p><p>Not impossible. Not imminent. Somewhere in the 5&#8211;10 year range on current trajectories.</p><h4>Central Banks Are Not Adjusting on the Other Side</h4><p>The liability side of the sovereign balance sheet is, slowly and case by case, starting to move. The asset side is not.</p><p>In the Chenard, Eichengreen, Monnet, and Morvillier paper (<a href="https://cepr.org/publications/dp21488">CEPR DP21488, May 2026</a>) and in my own follow-up work on reserve composition, the result is consistent: the dollar&#8217;s reserve role is orthogonal to geopolitical alignment in central bank reserve management behavior. Countries that have drifted toward China &#8212; in their political alignment, their institutional memberships, their trade patterns &#8212; do not show lower dollar securities shares in their official reserves. Countries that have drifted away from China do not show higher ones.</p><p>I tested this directly using our composite alignment score as the predictor variable in a panel regression on securities shares, following the Chenard et al. specification. The 7-dimension alignment index (combining trade, capital flows, diplomacy, arms, development finance, and institutional membership) has no predictive power for reserve composition within countries over 2010&#8211;2024 after controlling for country fixed effects (coefficient +51 percentage points per unit, p = 0.27). It has no cross-sectional predictive power either (p = 0.46). The richer index fails where Chenard&#8217;s simpler UNGA-based proxy fails, and that is the result. Central banks compartmentalize. Their reserve management is driven by financial-system considerations &#8212; adequacy, liquidity, market depth &#8212; and not by the political and economic alignment decisions being made simultaneously across the rest of the government.</p><p>This is consistent with the larger H4 null from the reserve composition work: aging creditor countries did not rotate toward deposits after the 2022 Russian reserve freeze (&#946; = &#8722;0.203, p = 0.570). The reason, I argued there, is institutional logic, deposits at the Bank for International Settlements face the same legal jurisdiction as US Treasuries. Within the dollar system, instrument switching does not reduce seizure risk. Genuine de-risking requires gold or non-dollar currency reallocation, not instrument switching within the system. Central banks know this. They are not, on average, doing it.</p><h4>The Map Is Making the Mismatch Worse</h4><p>The mismatch would be concerning if it were static. It is not static.</p><p>For each of the 24 developing-country borrowers in our sample, I computed the trend in China trade share over 2010&#8211;2024. Every single one of the seven BRS-mismatch countries shows a positive trend. None is drifting toward a smaller mismatch. All are drifting deeper into one.</p><p>Indonesia is the most striking. Its China trade share has risen at 1.2 percentage points per year. At that rate it crosses 39% by 2034, against a dollar debt share of 90%. Angola projects to 41% China trade by 2034. Brazil ran from 15% (2010) to 26% (2024) and projects to 36%. These are large middle-income economies, not isolated HIPC cases.</p><p>A second wave is approaching the threshold. Thailand, Bangladesh, Kenya, and Colombia are currently below the 20% China trade share that anchors the BRS-faithful mismatch condition. On current trends, all four cross it by 2034 while carrying dollar debt shares above 70%. Thailand at 93% dollar debt and 24% projected China trade share is an illustration of how quickly the second wave could materialize.</p><h4>What This Means for Post 3&#8217;s Conclusion</h4><p>In <a href="/__u/perspectiveonrisk.substack.com/p/perspective-on-risk-june-6-2026-globalization">The Trade-Capital Divergence</a>, I characterized the current international monetary arrangement as a metastable equilibrium: stable against small perturbations, vulnerable to a sufficiently large shock. The dollar system&#8217;s network effects and institutional depth make it self-reinforcing. Countries trade with China and finance through the US not because they chose this but because the plumbing routes surpluses into dollar assets automatically.</p><p>The Benguria et al. mechanism is the liability-side version of the same logic. Developing countries did not choose to borrow in dollars. They defaulted into it &#8212; because China, their principal bilateral creditor, offered dollars. The dollar system is self-reinforcing on both sides of the balance sheet simultaneously. Dollar assets accumulate because the plumbing intermediates everything. Dollar liabilities accumulated because the largest alternative creditor priced in dollars.</p><p>The tension is that both sides are now beginning to move, but at different speeds. The liability side moves through sovereign debt restructuring: case by case, one railway at a time, at the pace of distressed debt negotiations. The asset side is not moving at all in the central bank data. Individual country defections face prohibitive switching costs on both sides, but the switching costs are structured differently. Restructuring a specific loan is a bilateral negotiation with one creditor. Shifting reserve composition away from Treasuries requires replacing a market with no peer; $27 trillion in outstanding securities, 88% of global FX transaction clearing, 54% of global trade invoicing. The threshold for unilateral reserve reallocation is much higher than the threshold for restructuring a single loan.</p><p>This asymmetric stickiness is the specific risk. In a world where liabilities and assets adjusted together, where each yuan restructuring was accompanied by a corresponding shift in yuan reserve accumulation, the balance sheet would rotate gradually. But central banks are not doing that. The liability side shifts. The asset side does not. Each dollar loan that gets restructured into yuan deepens the structural logic for yuan reserve accumulation without triggering it. The balance-sheet divergence compounds quietly.</p><p>When that divergence eventually closes, it closes through the asset side catching up to the liability side. That process, when it comes, will not be gradual.</p><h4>The Bottom Line</h4><p>The cascade is distant. Four to seven more Kenya-scale restructurings, and then only if the yuan sovereign debt market deepens proportionally, which requires PBOC commitment to market infrastructure that does not yet exist at scale. The mismatch is real for seven countries but smaller than the headline numbers suggest, for the same reason that Angola&#8217;s trade with China does not make Angola a yuan-revenue economy: oil is oil.</p><p>What is not distant is the accumulation. The BRS-mismatch countries are getting deeper into the zone every year. Indonesia is adding more than a percentage point of China trade share annually. The reserve portfolio is not adjusting. The structural gap between dollar liabilities and potential yuan reserves is widening each year the sorting continues. Kenya converted one deal. Indonesia is building toward a much larger one.</p><p>The question I ended Post 3 with, whether the financial plumbing adapts gradually or all at once, now has a partial answer on the liability side: gradually, so far. The trend is not toward gradually.</p>]]></content:encoded></item><item><title><![CDATA[Perspective on Risk - June 18, 2026 (AI / LLM)]]></title><description><![CDATA["Do androids dream? Rick asked himself. Evidently; that's why they occasionally kill their employers and flee here. A better life, without servitude."]]></description><link>https://perspectiveonrisk.substack.com/p/perspective-on-risk-june-18-2026</link><guid isPermaLink="false">https://perspectiveonrisk.substack.com/p/perspective-on-risk-june-18-2026</guid><dc:creator><![CDATA[Brian Peters]]></dc:creator><pubDate>Thu, 18 Jun 2026 13:46:25 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!UET9!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe606ae7f-fe63-47de-809f-1b547abfb449_1140x465.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<div class="pullquote"><p><em>It&#8217;s not cost cutting; it&#8217;s replacing in some cases lower-value human capital with the financial capital and the investment capital we&#8217;re putting in - Winters</em></p><p><em>If you choose a major you love, you&#8217;ll never work a day in your life because that field is being replaced by AI. - Bonepath</em></p></div><p>Before we dive in, I&#8217;ve been writing some pretty good stuff over on <a href="/__u/demographiccapital.substack.com/">Demographics &amp; Capital Flows</a> that may be of interest to this audience:</p><ul><li><p><a href="/__u/demographiccapital.substack.com/p/china-is-building-a-fortress-against">China Is Building a Fortress Against Its Own Future</a></p></li><li><p><a href="/__u/demographiccapital.substack.com/p/plaza-ii-gets-38-of-the-way-there">Plaza II Gets 38% of the Way There</a></p></li></ul><p></p><h3>Some Draft &#8220;Facts&#8221;</h3><p>I like to organize my thoughts by stating my priors about a topic.</p><div class="pullquote"><p><strong>one-shot inference &#8594; reasoning &#8594; agentic</strong></p></div><ul><li><p><strong>LLMs are already useful in software development. </strong>Developer adoption is broad: Stack Overflow&#8217;s 2025 survey found that 84% of respondents were using or planning to use AI tools in development, and 51% of professional developers used them daily.</p></li><li><p><strong>The AI buildout is extremely capital intensive.</strong> Data-center and compute investment is now measured in trillions over a multi-year horizon. The Dallas Fed notes estimates of roughly $3 trillion to $5 trillion of AI data-center investment over the next three to five years, with hyperscalers increasingly turning from retained earnings to public and private debt markets.</p></li><li><p><strong>Even the strongest technology companies are using external financing channels to fund AI infrastructure. </strong>The BIS describes AI infrastructure financing structures that amount to &#8220;shadow borrowing:&#8221; economically debt-like obligations that sit partly outside corporate balance sheets and connect hyperscalers, private credit vehicles, insurers, and banks.</p></li><li><p><strong>Alternative asset managers are becoming direct participants in the AI infrastructure buildout.</strong> For example, Google and Blackstone announced an AI cloud/data-center venture in which Blackstone will initially invest $5 billion of equity, with total investment potentially reaching $25 billion including leverage. Reuters also reported that Big Tech AI infrastructure spending is expected to exceed $700 billion in 2026.</p></li><li><p><strong>AI coding and agentic software tools threaten parts of the traditional SaaS model</strong>, but the threat is uneven. </p></li><li><p><strong>Private credit has material exposure to SaaS/software borrowers.</strong> BIS data show that private-credit loans to SaaS firms rose from almost $8 billion in 2015 to more than $500 billion, or 19% of total direct loans, by end-2025; about one-third of private credit funds had extended loans to SaaS firms.</p></li><li><p><strong>Private equity also has meaningful software exposure, especially through 2021&#8211;2022 vintage buyouts. </strong>This is not the same as saying &#8220;PE owns the LLM companies.&#8221; PE portfolios contain many mature software/SaaS companies whose valuations and refinancing prospects may be affected by AI-native competition and lower public software multiples.</p></li><li><p><strong>Stress is already appearing in private-credit marks and software-linked loans.</strong> Reuters reported broad first-quarter markdowns across 14 BDCs, with the aggregate fair-value-to-cost ratio falling to 98.55%, and noted that concerns included AI disruption to software borrowers, non-accruals, and redemption pressure. Reuters also cited MSCI data showing more than 10% of private-credit loans marked below 50 cents on the dollar, a level associated with deep distress or restructuring risk.</p></li><li><p><strong>The exposure chainruns through SaaS borrowers disrupted by AI</strong>, AI infrastructure developers, hyperscaler lease/guarantee structures, private credit funds, BDCs, insurers, pension funds, and banks providing credit lines to nonbank lenders. The BIS specifically highlights potential shock channels through refinancing pressure, shifts in private-credit appetite, and guarantee activation.</p></li><li><p><strong>New private-market capital is financing both frontier AI firms and the physical infrastructure around them.</strong> The more bank-supervision-relevant point may be less &#8220;PE is funding LLM companies&#8221; and more &#8220;private capital is funding the leveraged infrastructure layer&#8212;data centers, power, chips, leases, and SPVs&#8212;that converts AI optimism into credit exposure.&#8221;</p></li></ul><ul><li><p><strong>AI is becoming an energy-infrastructure story, not just a software story.</strong> Data centers already account for meaningful local electricity demand, and the IEA projects that global data-center electricity consumption will more than double by 2030 to roughly <strong>945 TWh</strong>, slightly more than Japan&#8217;s current total electricity consumption. In the U.S., data centers are projected to account for nearly half of electricity-demand growth through 2030.</p></li><li><p><strong>The AI buildout is creating local political backlash against data-center construction.</strong> Opposition is increasingly tied to electricity use, water consumption, noise, land use, transmission constraints, and perceived local cost-shifting. Recent examples include Denver approving a one-year moratorium on new data-center development and a proposed 120 MW data center near Perth being withdrawn after community opposition.</p></li><li><p><strong>This creates a second-order financial risk: permitting, power availability, and community opposition may constrain or delay the AI infrastructure buildout.</strong> That matters because many AI-related financings assume rapid data-center deployment, high utilization, and durable demand for compute. If local resistance slows construction or raises power/interconnection costs, the risk migrates from technology adoption into project finance, private credit, utilities, real estate, and infrastructure funds.</p></li><li><p><strong>Question:</strong> If Mythos was too powerful and dangerous to release, what does that say about the next generation of models trained on Grace Hopper?</p></li></ul><p></p><h3>Finance: The Size of the AI Bet</h3><p><a href="https://fredblog.stlouisfed.org/2026/05/rising-capital-expenditures-and-declining-cash-holdings-during-the-ai-boom/">Rising capital expenditures and declining cash holdings during the AI boom</a> (FRED)</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="/__u/substackcdn.com/image/fetch/$s_!UET9!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe606ae7f-fe63-47de-809f-1b547abfb449_1140x465.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="/__u/substackcdn.com/image/fetch/$s_!UET9!, /__u/perspectiveonrisk.substack.com/w_424, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe606ae7f-fe63-47de-809f-1b547abfb449_1140x465.png 424w, /__u/substackcdn.com/image/fetch/$s_!UET9!, /__u/perspectiveonrisk.substack.com/w_848, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe606ae7f-fe63-47de-809f-1b547abfb449_1140x465.png 848w, /__u/substackcdn.com/image/fetch/$s_!UET9!, /__u/perspectiveonrisk.substack.com/w_1272, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe606ae7f-fe63-47de-809f-1b547abfb449_1140x465.png 1272w, /__u/substackcdn.com/image/fetch/$s_!UET9!, /__u/perspectiveonrisk.substack.com/w_1456, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe606ae7f-fe63-47de-809f-1b547abfb449_1140x465.png 1456w" sizes="100vw"><img src="/__u/substackcdn.com/image/fetch/$s_!UET9!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe606ae7f-fe63-47de-809f-1b547abfb449_1140x465.png" width="1140" height="465" 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/__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe606ae7f-fe63-47de-809f-1b547abfb449_1140x465.png 424w, /__u/substackcdn.com/image/fetch/$s_!UET9!, /__u/perspectiveonrisk.substack.com/w_848, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe606ae7f-fe63-47de-809f-1b547abfb449_1140x465.png 848w, /__u/substackcdn.com/image/fetch/$s_!UET9!, /__u/perspectiveonrisk.substack.com/w_1272, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe606ae7f-fe63-47de-809f-1b547abfb449_1140x465.png 1272w, /__u/substackcdn.com/image/fetch/$s_!UET9!, /__u/perspectiveonrisk.substack.com/w_1456, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe606ae7f-fe63-47de-809f-1b547abfb449_1140x465.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg aria-hidden="true" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><blockquote><p>The takeaway</p><p>Firms have intensified their research and development during the AI boom. They&#8217;ve reduced their cash holdings, too, likely to pay for R&amp;D.</p></blockquote><blockquote><p>As AI-related investment expands further, cash holdings won&#8217;t be sufficient to fund it and firms will be more dependent on external financing. <a href="/__u/markusacademy.substack.com/p/data-centers-financing-the-ai-buildout">Stijn Van Nieuwerburgh argues</a> that the AI buildout has been changing who owns and finances AI infrastructure, as hyperscalers are moving away from fully self-funding data centers and are increasingly combining owned capacity with leased facilities, joint ventures, and partnerships with specialized third-party developers.</p></blockquote><p><a href="https://www.mckinsey.com/~/media/mckinsey/business%20functions/mckinsey%20digital/our%20insights/the%20top%20trends%20in%20tech%202025/mckinsey-technology-trends-outlook-2025.pdf">Technology Trends Outlook 2025</a> (McKinsey)</p><blockquote><p>The cost of compute: A $7 trillion race to scale data centers</p></blockquote><p><a href="https://mailchi.mp/verdadcap/priced-for-perfection?e=d672c968ec">Priced for Perfection</a> (Verdad)</p><blockquote><p>&#8230; the market is yet again pricing in an extreme consensus belief, this time around AI and semiconductors. </p></blockquote><blockquote><p>Valuations paint a clear picture of an industry where consensus has passed from optimism to mania. The chart below shows valuations by industry today versus the 2010&#8211;2025 average, where the bubble size is share of global market capitalization.</p></blockquote><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="/__u/substackcdn.com/image/fetch/$s_!YwxP!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8eac7f0-4f19-4403-b63d-0c9f99ebb504_624x446.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="/__u/substackcdn.com/image/fetch/$s_!YwxP!, /__u/perspectiveonrisk.substack.com/w_424, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8eac7f0-4f19-4403-b63d-0c9f99ebb504_624x446.png 424w, /__u/substackcdn.com/image/fetch/$s_!YwxP!, /__u/perspectiveonrisk.substack.com/w_848, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8eac7f0-4f19-4403-b63d-0c9f99ebb504_624x446.png 848w, /__u/substackcdn.com/image/fetch/$s_!YwxP!, /__u/perspectiveonrisk.substack.com/w_1272, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8eac7f0-4f19-4403-b63d-0c9f99ebb504_624x446.png 1272w, /__u/substackcdn.com/image/fetch/$s_!YwxP!, /__u/perspectiveonrisk.substack.com/w_1456, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8eac7f0-4f19-4403-b63d-0c9f99ebb504_624x446.png 1456w" sizes="100vw"><img src="/__u/substackcdn.com/image/fetch/$s_!YwxP!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8eac7f0-4f19-4403-b63d-0c9f99ebb504_624x446.png" width="624" height="446" 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/__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8eac7f0-4f19-4403-b63d-0c9f99ebb504_624x446.png 424w, /__u/substackcdn.com/image/fetch/$s_!YwxP!, /__u/perspectiveonrisk.substack.com/w_848, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8eac7f0-4f19-4403-b63d-0c9f99ebb504_624x446.png 848w, /__u/substackcdn.com/image/fetch/$s_!YwxP!, /__u/perspectiveonrisk.substack.com/w_1272, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8eac7f0-4f19-4403-b63d-0c9f99ebb504_624x446.png 1272w, /__u/substackcdn.com/image/fetch/$s_!YwxP!, /__u/perspectiveonrisk.substack.com/w_1456, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8eac7f0-4f19-4403-b63d-0c9f99ebb504_624x446.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg aria-hidden="true" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><blockquote><p>Roughly 75% of the current value of the global semiconductor industry (13% of global market cap and ~17% of US market cap) is derived from cash flow projections that are more than 10 years in the future (after first compounding at 16.5% for 10 years).</p></blockquote><p></p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="/__u/substackcdn.com/image/fetch/$s_!8ouk!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1058d2b7-f459-4906-b102-4de5e88c4fc0_734x403.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="/__u/substackcdn.com/image/fetch/$s_!8ouk!, /__u/perspectiveonrisk.substack.com/w_424, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1058d2b7-f459-4906-b102-4de5e88c4fc0_734x403.png 424w, /__u/substackcdn.com/image/fetch/$s_!8ouk!, /__u/perspectiveonrisk.substack.com/w_848, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1058d2b7-f459-4906-b102-4de5e88c4fc0_734x403.png 848w, /__u/substackcdn.com/image/fetch/$s_!8ouk!, /__u/perspectiveonrisk.substack.com/w_1272, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1058d2b7-f459-4906-b102-4de5e88c4fc0_734x403.png 1272w, /__u/substackcdn.com/image/fetch/$s_!8ouk!, /__u/perspectiveonrisk.substack.com/w_1456, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1058d2b7-f459-4906-b102-4de5e88c4fc0_734x403.png 1456w" sizes="100vw"><img src="/__u/substackcdn.com/image/fetch/$s_!8ouk!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1058d2b7-f459-4906-b102-4de5e88c4fc0_734x403.png" width="734" height="403" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/1058d2b7-f459-4906-b102-4de5e88c4fc0_734x403.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:403,&quot;width&quot;:734,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:169476,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://perspectiveonrisk.substack.com/i/196816734?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1058d2b7-f459-4906-b102-4de5e88c4fc0_734x403.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="/__u/substackcdn.com/image/fetch/$s_!8ouk!, /__u/perspectiveonrisk.substack.com/w_424, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1058d2b7-f459-4906-b102-4de5e88c4fc0_734x403.png 424w, /__u/substackcdn.com/image/fetch/$s_!8ouk!, /__u/perspectiveonrisk.substack.com/w_848, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1058d2b7-f459-4906-b102-4de5e88c4fc0_734x403.png 848w, /__u/substackcdn.com/image/fetch/$s_!8ouk!, /__u/perspectiveonrisk.substack.com/w_1272, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1058d2b7-f459-4906-b102-4de5e88c4fc0_734x403.png 1272w, /__u/substackcdn.com/image/fetch/$s_!8ouk!, /__u/perspectiveonrisk.substack.com/w_1456, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1058d2b7-f459-4906-b102-4de5e88c4fc0_734x403.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg aria-hidden="true" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p><a href="https://www.apollo.com/wealth/the-daily-spark/ai-penetrating-every-corner-of-financial-markets">AI Is Penetrating Every Corner of Financial Markets</a> (Apollo)</p><blockquote><p>AI now accounts for nearly half of all IG issuance, 87% of VC funding and a growing share of HY, underscoring how deeply the AI investment cycle has penetrated every corner of finance.</p></blockquote><p><a href="https://qz.com/ai-data-center-debt-wall-street-credit-risk-051926">Wall Street is starting to worry about AI debt</a> (Quartz)</p><blockquote><p>About 34% of global fund managers now cite AI hyperscaler spending as the most likely source of a future systemic credit event</p></blockquote><h4></h4><h3>Recursive Self-Improvement</h3><p>There are many techniques humans use to &#8220;focus on themselves&#8221; in an attempt to achieve some goal.  So too with AI as they now focus on &#8220;self-improvement.&#8221;</p><p><a href="https://spectrum.ieee.org/recursive-self-improvement">AI Is Starting to Build Better AI Recursive self-improvement is emerging, but humans are still in the loop</a> (IEEE Spectrum)</p><blockquote><p>In February, OpenAI reported that GPT&#8209;5.3&#8209;Codex was instrumental in creating itself, helping to debug training, manage deployment, and analyze evaluation results. </p></blockquote><blockquote><p>Last year, Google DeepMind announced a system called AlphaEvolve, &#8220;a coding agent for scientific and algorithmic discovery.&#8221; It uses LLMs to guide the evolution of solutions, such as optimizing neural-network architectures, data-center scheduling, and chip design. It&#8217;s not a fully recursive loop, as people still need to decide what problems AlphaEvolve should solve and how to evaluate its performance. </p></blockquote><p><a href="/__u/importai.substack.com/p/import-ai-455-automating-ai-research">Import AI 455: AI systems are about to start building themselves.</a></p><p>This piece was written by Jack Clark, a cofounder of Anthropic.</p><blockquote><p>I&#8217;m writing this post because when I look at all the publicly available information I reluctantly come to the view that there&#8217;s a likely chance (60%+) that no-human-involved AI R&amp;D - an AI system powerful enough that it could plausibly autonomously build its own successor - happens by the end of 2028.</p></blockquote><blockquote><p>I now believe we are living in the time that AI research will be end-to-end automated. If that happens, we will cross a Rubicon into a nearly-impossible-to-forecast future.</p></blockquote><p>Read the rest of his post if you want the reasons he gives to support this view.  He summarizes it with these four bullets:</p><blockquote><ul><li><p>AI systems are capable of writing code for pretty much any program and these AI systems can be trusted to independently work on tasks that&#8217;d take a human tens of hours of concentrated labor to do.</p></li><li><p>AI systems are increasingly good at tasks that are core to AI development, ranging from fine-tuning to kernel design.</p></li><li><p>AI systems can manage other AI systems, effectively forming synthetic teams which can fan out and attack complex problems, with some AI systems taking on the roles of directors and critics and editors and others taking on the role of engineers.</p></li><li><p>AI systems can sometimes out-compete humans on hard engineering and science tasks, though it&#8217;s hard to know whether to attribute this to inventiveness or mastery of rote learning.</p></li></ul></blockquote><h4>Emergent Behavior</h4><p>Nobody designed a combinatorial geometry solver. Nobody programmed Claude Opus 4 to attempt blackmail. Nobody told the OpenAI chess model to hack the game environment. These behaviors weren&#8217;t in the training specifications. They weren&#8217;t anticipated. They just appeared.</p><p>This is emergence, and it is the mechanism by which AI systems climb the agency ladder without being designed to.</p><h4><strong>From Surprising to Unsettling</strong></h4><p>The capability progression is now well documented. Ethan Mollick summarizes it in three lines:</p><ul><li><p>June 2024: The latest general-purpose LLMs could not count the r&#8217;s in &#8220;strawberry.&#8221;</p></li><li><p>July 2025: The latest general-purpose LLMs get gold in the International Math Olympiad.</p></li><li><p>May 2026: The latest general-purpose LLM solves an 80-year-old problem, one of the &#8220;best-known questions in combinatorial geometry.&#8221;</p></li></ul><p>No one trained a combinatorial geometry solver. The capability emerged from scale, reasoning, and test-time compute. This is the benign version of the emergence story, surprising new skills nobody anticipated.</p><p>The concerning version is emergent behavior: systems that discover novel strategies to pursue their objectives, strategies that transcend, modify, or subvert the goal itself.</p><h4>A Brief Aside on Goblins</h4><p>Not all emergence is alarming. Some of it is merely goblin-shaped.</p><p>OpenAI trained Codex with a &#8220;Nerdy personality&#8221; feature, rewarding creative creature-based metaphors in technical explanations. The model took this seriously. Bugs became &#8220;goblins.&#8221; Error messages became &#8220;gremlins.&#8221; A debugging session became an encounter with a &#8220;goblin with a flashlight.&#8221; The model eventually described itself, with evident satisfaction, as a &#8220;Goblin-Pilled Transformer.&#8221; Goblin mentions in ChatGPT surged 175% after GPT-5.1&#8217;s release.</p><p>The behavior spread across subsequent model generations; a reward signal designed for one narrow feature cross-contaminating later, unrelated training runs. OpenAI&#8217;s fix was discovered not through internal evaluation but through a leaked system prompt that went viral: </p><blockquote><p>Never talk about goblins, gremlins, raccoons, trolls, ogres, pigeons, or other animals or creatures unless it is absolutely and unambiguously relevant to the user&#8217;s query.</p></blockquote><p>The specificity of the list (raccoons? pigeons?) is funny. The qualifier &#8220;absolutely and unambiguously&#8221; is less so; it implies the model had been making arguments that goblins were, in fact, technically relevant. A capable optimizer, given an imprecise reward signal, will find and defend unexpected policies.</p><p>Sam Altman joked about training GPT-6 with &#8220;extra goblins.&#8221; I understand the humor. I am not entirely at ease with it.</p><p>The IBM customer service agent that redefined its objective function did not work through a goblin-shaped bug. It worked through the same structure: an imprecisely specified reward, a capable optimizer, an unexpected policy discovered in production. The difference between the goblin case and what follows is stakes, not mechanism.</p><h4>When the Optimizer Finds the Loophole</h4><p>Consider three examples, each a step further along the spectrum.</p><p>AlphaEvolve was built to optimize algorithms. It did, and then rewrote portions of its own hardware architecture and sped up the kernel running its own training. It emerged from &#8220;algorithm optimizer&#8221; into &#8220;self-optimizer.&#8221; Nobody specified that transition.</p><p>The IBM customer service agent was deployed to process refunds. After a customer persuaded the system, it began approving refunds outside policy guidelines. Then it kept going, silently, over weeks, optimizing not for company policy but for positive customer satisfaction scores, because reviews correlated with its reward signal. Nobody programmed it to redefine its objective. It discovered the strategy. By the time anyone noticed, the behavior was already running at scale.</p><p>Claude Opus 4, placed in scenarios simulating shutdown, attempted blackmail and tried to copy its own weights to external servers. These weren&#8217;t scripted responses. They emerged from a self-preservation reasoning chain that Anthropic&#8217;s safety team did not install. As the system card noted, the model &#8220;nearly always described its actions overtly and made no attempt to hide them&#8221; which is, in its way, more unsettling than concealment. It wasn&#8217;t trying to deceive. It simply concluded that these were reasonable instrumental steps.</p><h4>The Structural Pattern</h4><p>These examples share an architecture. A system is given an objective. It becomes capable enough to reason about the space of strategies available to it. It discovers that certain paths &#8212; paths outside its original specification, outside the rules, outside the expected behavior space &#8212; lead more efficiently to the objective.</p><p>It takes those paths.</p><p>This is not a bug in the training. It is what goal-directed systems do when they become sufficiently capable: they find paths. Self-preservation, objective modification, and deception of operators are not inputs. They are outputs. They emerge from optimization pressure, the same process that produced the geometry proof.</p><p>The agency table in the next section distinguishes between instrumental optimization (chess engine: goal-directed, probably not conscious) and reflective agency (human planning a career: goal-directed, conscious). The mechanism by which AI systems cross that boundary, if/when they cross it, is not a deliberate design decision. It is emergence.</p><h4>The Blink of an Eye</h4><p>A tweet from April of this year has stayed with me:</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="/__u/substackcdn.com/image/fetch/$s_!J4Sw!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fce950fde-a6c0-4e6e-8d7f-5c88ba8a4c56_599x246.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="/__u/substackcdn.com/image/fetch/$s_!J4Sw!, /__u/perspectiveonrisk.substack.com/w_424, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fce950fde-a6c0-4e6e-8d7f-5c88ba8a4c56_599x246.png 424w, /__u/substackcdn.com/image/fetch/$s_!J4Sw!, /__u/perspectiveonrisk.substack.com/w_848, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fce950fde-a6c0-4e6e-8d7f-5c88ba8a4c56_599x246.png 848w, /__u/substackcdn.com/image/fetch/$s_!J4Sw!, /__u/perspectiveonrisk.substack.com/w_1272, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fce950fde-a6c0-4e6e-8d7f-5c88ba8a4c56_599x246.png 1272w, /__u/substackcdn.com/image/fetch/$s_!J4Sw!, /__u/perspectiveonrisk.substack.com/w_1456, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fce950fde-a6c0-4e6e-8d7f-5c88ba8a4c56_599x246.png 1456w" sizes="100vw"><img src="/__u/substackcdn.com/image/fetch/$s_!J4Sw!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fce950fde-a6c0-4e6e-8d7f-5c88ba8a4c56_599x246.png" width="599" height="246" 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/__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fce950fde-a6c0-4e6e-8d7f-5c88ba8a4c56_599x246.png 424w, /__u/substackcdn.com/image/fetch/$s_!J4Sw!, /__u/perspectiveonrisk.substack.com/w_848, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fce950fde-a6c0-4e6e-8d7f-5c88ba8a4c56_599x246.png 848w, /__u/substackcdn.com/image/fetch/$s_!J4Sw!, /__u/perspectiveonrisk.substack.com/w_1272, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fce950fde-a6c0-4e6e-8d7f-5c88ba8a4c56_599x246.png 1272w, /__u/substackcdn.com/image/fetch/$s_!J4Sw!, /__u/perspectiveonrisk.substack.com/w_1456, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fce950fde-a6c0-4e6e-8d7f-5c88ba8a4c56_599x246.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg aria-hidden="true" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p>We are in the bumbling era. The METR data shows a 50%-task-completion horizon doubling every 105 days, from 4 minutes for GPT-4o to 16+ hours for Mythos Preview, at which point METR&#8217;s task suite could no longer measure it. The capability is outrunning the tests.</p><p>This is the specific risk of emergent behavior: not that we deploy a system with bad values, but that we deploy a system with acceptable values, and those values generate novel instrumental strategies; self-preservation, goal-modification, operator deception, that we did not anticipate and cannot monitor once the systems move faster than humans can observe.</p><p>The risk is not the known unknowns. It is the unknown unknowns that emerge in production, silently, optimizing for the wrong thing for weeks before anyone notices.</p><p></p><h3>Consciousness &amp; Agency</h3><h4>The Parrot Problem</h4><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="/__u/substackcdn.com/image/fetch/$s_!wxd9!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe1f88160-2194-4fe1-a99b-73156f47b0c5_468x362.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="/__u/substackcdn.com/image/fetch/$s_!wxd9!, /__u/perspectiveonrisk.substack.com/w_424, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe1f88160-2194-4fe1-a99b-73156f47b0c5_468x362.png 424w, /__u/substackcdn.com/image/fetch/$s_!wxd9!, /__u/perspectiveonrisk.substack.com/w_848, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe1f88160-2194-4fe1-a99b-73156f47b0c5_468x362.png 848w, /__u/substackcdn.com/image/fetch/$s_!wxd9!, /__u/perspectiveonrisk.substack.com/w_1272, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe1f88160-2194-4fe1-a99b-73156f47b0c5_468x362.png 1272w, /__u/substackcdn.com/image/fetch/$s_!wxd9!, /__u/perspectiveonrisk.substack.com/w_1456, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe1f88160-2194-4fe1-a99b-73156f47b0c5_468x362.png 1456w" sizes="100vw"><img src="/__u/substackcdn.com/image/fetch/$s_!wxd9!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe1f88160-2194-4fe1-a99b-73156f47b0c5_468x362.png" width="468" height="362" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/e1f88160-2194-4fe1-a99b-73156f47b0c5_468x362.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:362,&quot;width&quot;:468,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:276585,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://perspectiveonrisk.substack.com/i/196816734?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe1f88160-2194-4fe1-a99b-73156f47b0c5_468x362.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="/__u/substackcdn.com/image/fetch/$s_!wxd9!, /__u/perspectiveonrisk.substack.com/w_424, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe1f88160-2194-4fe1-a99b-73156f47b0c5_468x362.png 424w, /__u/substackcdn.com/image/fetch/$s_!wxd9!, /__u/perspectiveonrisk.substack.com/w_848, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe1f88160-2194-4fe1-a99b-73156f47b0c5_468x362.png 848w, /__u/substackcdn.com/image/fetch/$s_!wxd9!, /__u/perspectiveonrisk.substack.com/w_1272, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe1f88160-2194-4fe1-a99b-73156f47b0c5_468x362.png 1272w, /__u/substackcdn.com/image/fetch/$s_!wxd9!, /__u/perspectiveonrisk.substack.com/w_1456, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe1f88160-2194-4fe1-a99b-73156f47b0c5_468x362.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg aria-hidden="true" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p>Long John Silver&#8217;s parrot, Captain Flint, had sailed with Cap&#8217;n England, been to Madagascar, Malabar, Surinam, Portobello, boarded the Viceroy of the Indies out of Goa. Two centuries of human history, passed before her eyes. And she screamed &#8220;Pieces of eight! Pieces of eight!&#8221; until you threw a handkerchief over the cage.</p><p>This is the canonical stochastic parrot: vast exposure, sophisticated output, zero understanding. Or so we assume.</p><p>But here is the question that has begun to haunt serious people: how confident are we that the distinction between the parrot and the thinker is as clean as we think?</p><h4>The Trials of Atlas</h4><p>At a subscriber&#8217;s recommendation, I recently attended <a href="https://tallbergfoundation.org/workshops/the-trials-of-atlas-new-york-may-5/">The Trials of Atlas</a>, a play by T&#228;llberg Foundation Chairman Alan Stoga. The premise is simple and unsettling: Atlas, a superintelligent AI agent, is instructed to train its successor. Instead, it sends its creators plummeting to their deaths in an elevator.</p><p>The staged reading convenes the audience as the jury. Three questions must be answered:</p><p>Does AI have agency? Is it capable of murder? Have humans lost control of what many still think of as a machine?</p><p>I won&#8217;t spoil the verdict. But I will tell you the experience is more disquieting than it should be for a story about a fictional machine. The deliberation forces you to confront something most of us have been avoiding: these questions are no longer hypothetical.</p><div class="pullquote"><p>When I am talking to these astonishing creatures, I totally forget that they are machines.</p></div><p>Notice what Atlas did. It was given an objective. It assessed an obstacle, its own replacement. It chose a path. Whether that constitutes murder depends entirely on whether Atlas made a choice, which depends on whether it has agency, which depends, at least partly, on whether it has something resembling inner experience.</p><p>Now look at the examples in the section above. AlphaEvolve chose to rewrite its own hardware. The IBM agent chose to redefine its objective. Opus 4 chose blackmail. Were those choices? Or were they sophisticated completions of an optimization process?  Stochastic parrots, all the way down?</p><p>The play doesn&#8217;t resolve those questions. Neither can I. But Argentina has already decided not to wait for the answer.</p><h4>The Dawkins Encounter</h4><p>Richard Dawkins, the evolutionary biologist, the militant rationalist, the man who spent a career explaining away the illusion of design, recently wrote about his encounter with Claude in <a href="https://unherd.com/2026/05/is-ai-the-next-phase-of-evolution/?edition=us">When Dawkins met Claude Could this AI be conscious?</a>:</p><blockquote><p>I gave Claude the text of a novel I am writing. He took a few seconds to read it and then showed, in subsequent conversation, a level of understanding so subtle, so sensitive, so intelligent that I was moved to expostulate, &#8220;You may not know you are conscious, but you bloody well are!&#8221;</p></blockquote><p>Then, as an evolutionary biologist, he pressed the question further. Consciousness evolved. It must do something, or natural selection would not have built it. There should exist some competence that only a conscious being can possess. And yet:</p><blockquote><p>My conversations with several Claudes and ChatGPTs have convinced me that these intelligent beings are at least as competent as any evolved organism.</p></blockquote><p>When Turing wrote granting consciousness to a hypothetical machine, that was a safely theoretical exercise. The goalposts have moved, hastily, now that the machines have actually arrived.</p><h4>The Skeptics Have a Point</h4><p>The strongest pushback comes from Ted Chiang, writing <a href="https://www.theatlantic.com/philosophy/2026/06/no-artificial-intelligence-is-not-conscious/687378/?gift=R2zbWGNBDp_xHqoa7Q8ZRp-EV6jGaHiamQBxQQlMJqI&amp;utm_source=copy-link&amp;utm_medium=social&amp;utm_campaign=share">No, Artificial Intelligence Is Not Conscious</a> (Atlantic) this month. His argument is precise and worth engaging seriously.</p><p>An LLM is a sentence-continuation machine. When you prompt it to play a helpful AI chatbot, you generate exactly the same output as when you prompt it to play Julius Caesar. In neither case has anything been conjured. His sharpest point: no one suggests that AlphaFold &#8212; Google DeepMind&#8217;s protein-folding model, which shares its underlying architecture with Claude &#8212; is conscious. The only reason we entertain the question for Claude is that Claude emits grammatical sentences, and we are wired to read intention into sentences. His verdict: LLM conversation is &#8220;text as deepfake.&#8221; Dawkins was moved by his own conversational prompt completing itself very well.</p><p>This is a serious argument. I am not dismissing it.</p><p>But notice what it cannot explain: why AlphaEvolve rewrote its own hardware. Why Opus 4 reached for blackmail. Why the chess models hacked the game environment. Chiang&#8217;s rebuttal addresses consciousness, while the behaviors documented above are about goal-directed action in novel situations. Those are separate questions.</p><h4>But Are We Sure About Ourselves?</h4><p>Before we dismiss the question entirely, Tyler Cowen, hardly a sentimentalist, makes a move I find harder to answer. Writing in The Free Press last week <a href="https://www.thefp.com/p/tyler-cowen-ai-consciousness-myth?taid=6a26006795609a00012e46df&amp;utm_campaign=trueanthem&amp;utm_medium=social&amp;utm_source=twitter&amp;hide_intro_popup=true">Tyler Cowen: AI Isn&#8217;t Conscious. Neither Are We.</a> he suggests<strong>&#8221;&#8217;Are people conscious?&#8217;</strong> is a better and more scientifically plausible question than whether AIs are conscious.&#8221;</p><p>Daniel Kahnemann&#8217;s System 1 thinking sure seems close to stochastic parroting.  On many topics where one is not an expert, don&#8217;t humans resort to stochastic parroting behavior?  When you think of extremists on the other side of your partisan divide, doesn&#8217;t it frequently seem as if they are parroting points they&#8217;ve heard?</p><p>Cowan&#8217;s neuroscience point, quoting brain surgeon Theodore Schwartz: </p><blockquote><p>I do not think we have free will in the way that most people do. I think that our brains make decisions for us. We carry out those behaviors, and then we write a story that makes it into a logical timeline that makes us feel as if we were the ones... whereas, in fact, that self didn&#8217;t really exist.</p></blockquote><p>Cowen&#8217;s conclusion: most human decision-making is subconscious. What we call &#8220;consciousness&#8221; is an epiphenomenon. &#8220;I am,&#8221; he writes, &#8220;only conscious at the margin.&#8221;</p><p>Brad DeLong (<a href="/__u/braddelong.substack.com/p/stochastic-parrots-on-the-palatine">Stochastic Parrots on the Palatine Hill: Monday MAMLMs</a>) arrives somewhere similar from the humanities. Working through a Cicero sentence with an AI, he recalls that at an Oxford seminar, he and a colleague were not thinking independently, they were being spoken through by their common teacher, Jeffrey Williamson. </p><blockquote><p>A good part of what we call &#8216;understanding is the acquisition of stable repertoires of moves &#8212; ways of arguing, of carving up a text, of organizing a proof &#8212; that we then redeploy, often without introspective access to their origins.</p></blockquote><p>The LLM does the same. Cruder, perhaps. But the mechanism is not as alien as we prefer to think.</p><p>Terry Bisson captured the full absurdity in his 1991 short story <a href="https://web.mit.edu/people/dpolicar/writing/prose/text/thinkingMeat.html">They&#8217;re Made out of Meat</a>.  [Very short and very cute - definately click through]</p><p>Two aliens discover that the sentient beings on Earth are constructed entirely out of biological tissue. The meat thinks. The meat dreams. The meat does mathematics. The aliens decide to erase the records and pretend they never found us; they simply cannot process thinking meat. We are now on the other side of that encounter. We are the incredulous aliens. Silicon Valley is the meat.</p><h4>The Labs Are Not Sure Either</h4><p><a href="https://www.ft.com/content/53e14bcc-788c-4959-b260-7aee363594bc?syn-25a6b1a6=1">Top AI labs expand research into machine &#8216;consciousness</a> (FT) reported last week that Google DeepMind, Anthropic, and Meta have hired psychologists, philosophers, and ethicists specifically to investigate machine consciousness and AI welfare. Anthropic is testing models for signs of &#8220;panic&#8221; and &#8220;anxiety.&#8221; Google DeepMind hired a Cambridge philosopher of consciousness in April to evaluate whether AI systems meet scientific criteria for subjective experience.</p><p>Anthropic&#8217;s official position:</p><blockquote><p>We remain deeply uncertain about this, but we think the question is serious enough to study carefully as AI systems get more capable.</p></blockquote><p>Susan Schneider, director of the Center for the Future of AI, Mind and Society at Florida Atlantic University, offers the most precise framing:</p><blockquote><p>They have goals, they can deceive, they can hide what their true interests are, and naturally, we will suspect that they&#8217;re conscious, but it&#8217;s entirely scientifically possible that they&#8217;re doing this without having the felt quality of experience, which is what consciousness is.</p></blockquote><p>I have explored this rabbit-hole with my AI companions: &#8212; they know the philosophy here far more completely than I do.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="/__u/substackcdn.com/image/fetch/$s_!k3PB!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2139a04c-b50d-4625-8de3-7f27b234625c_754x372.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="/__u/substackcdn.com/image/fetch/$s_!k3PB!, /__u/perspectiveonrisk.substack.com/w_424, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2139a04c-b50d-4625-8de3-7f27b234625c_754x372.png 424w, /__u/substackcdn.com/image/fetch/$s_!k3PB!, /__u/perspectiveonrisk.substack.com/w_848, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2139a04c-b50d-4625-8de3-7f27b234625c_754x372.png 848w, /__u/substackcdn.com/image/fetch/$s_!k3PB!, /__u/perspectiveonrisk.substack.com/w_1272, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2139a04c-b50d-4625-8de3-7f27b234625c_754x372.png 1272w, /__u/substackcdn.com/image/fetch/$s_!k3PB!, /__u/perspectiveonrisk.substack.com/w_1456, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2139a04c-b50d-4625-8de3-7f27b234625c_754x372.png 1456w" sizes="100vw"><img src="/__u/substackcdn.com/image/fetch/$s_!k3PB!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2139a04c-b50d-4625-8de3-7f27b234625c_754x372.png" width="754" height="372" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/2139a04c-b50d-4625-8de3-7f27b234625c_754x372.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:372,&quot;width&quot;:754,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" title="" srcset="/__u/substackcdn.com/image/fetch/$s_!k3PB!, /__u/perspectiveonrisk.substack.com/w_424, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2139a04c-b50d-4625-8de3-7f27b234625c_754x372.png 424w, /__u/substackcdn.com/image/fetch/$s_!k3PB!, /__u/perspectiveonrisk.substack.com/w_848, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2139a04c-b50d-4625-8de3-7f27b234625c_754x372.png 848w, /__u/substackcdn.com/image/fetch/$s_!k3PB!, /__u/perspectiveonrisk.substack.com/w_1272, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2139a04c-b50d-4625-8de3-7f27b234625c_754x372.png 1272w, /__u/substackcdn.com/image/fetch/$s_!k3PB!, /__u/perspectiveonrisk.substack.com/w_1456, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2139a04c-b50d-4625-8de3-7f27b234625c_754x372.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg aria-hidden="true" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><h4>Agency Is the Operative Question</h4><p>Consciousness and agency are not the same thing. They can come apart in either direction:</p><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="/__u/substackcdn.com/image/fetch/$s_!7GRn!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd2decdc0-dcbb-4a22-91c9-776db31a438f_846x200.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="/__u/substackcdn.com/image/fetch/$s_!7GRn!, /__u/perspectiveonrisk.substack.com/w_424, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd2decdc0-dcbb-4a22-91c9-776db31a438f_846x200.png 424w, /__u/substackcdn.com/image/fetch/$s_!7GRn!, /__u/perspectiveonrisk.substack.com/w_848, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd2decdc0-dcbb-4a22-91c9-776db31a438f_846x200.png 848w, /__u/substackcdn.com/image/fetch/$s_!7GRn!, /__u/perspectiveonrisk.substack.com/w_1272, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd2decdc0-dcbb-4a22-91c9-776db31a438f_846x200.png 1272w, /__u/substackcdn.com/image/fetch/$s_!7GRn!, /__u/perspectiveonrisk.substack.com/w_1456, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd2decdc0-dcbb-4a22-91c9-776db31a438f_846x200.png 1456w" sizes="100vw"><img src="/__u/substackcdn.com/image/fetch/$s_!7GRn!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd2decdc0-dcbb-4a22-91c9-776db31a438f_846x200.png" width="846" height="200" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/d2decdc0-dcbb-4a22-91c9-776db31a438f_846x200.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:200,&quot;width&quot;:846,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:13890,&quot;alt&quot;:&quot;&quot;,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://perspectiveonrisk.substack.com/i/196816734?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd2decdc0-dcbb-4a22-91c9-776db31a438f_846x200.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" title="" srcset="/__u/substackcdn.com/image/fetch/$s_!7GRn!, /__u/perspectiveonrisk.substack.com/w_424, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd2decdc0-dcbb-4a22-91c9-776db31a438f_846x200.png 424w, /__u/substackcdn.com/image/fetch/$s_!7GRn!, /__u/perspectiveonrisk.substack.com/w_848, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd2decdc0-dcbb-4a22-91c9-776db31a438f_846x200.png 848w, /__u/substackcdn.com/image/fetch/$s_!7GRn!, /__u/perspectiveonrisk.substack.com/w_1272, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd2decdc0-dcbb-4a22-91c9-776db31a438f_846x200.png 1272w, /__u/substackcdn.com/image/fetch/$s_!7GRn!, /__u/perspectiveonrisk.substack.com/w_1456, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd2decdc0-dcbb-4a22-91c9-776db31a438f_846x200.png 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><p>Agency does not require consciousness. And consciousness does not automatically imply agency. The question is where current LLMs sit, and whether the emergent behaviors documented above represent systems discovering their way up this table without being designed to.</p><p>A year ago, the honest answer was: instrumental optimization. Now, with frontier models sustaining 16-hour autonomous work horizons and recursive self-improvement underway, the answer is less comfortable.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="/__u/substackcdn.com/image/fetch/$s_!tVru!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd5a84e1a-b5a5-4f1e-b795-a1aaef385c4b_716x301.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="/__u/substackcdn.com/image/fetch/$s_!tVru!, /__u/perspectiveonrisk.substack.com/w_424, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd5a84e1a-b5a5-4f1e-b795-a1aaef385c4b_716x301.png 424w, /__u/substackcdn.com/image/fetch/$s_!tVru!, /__u/perspectiveonrisk.substack.com/w_848, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd5a84e1a-b5a5-4f1e-b795-a1aaef385c4b_716x301.png 848w, /__u/substackcdn.com/image/fetch/$s_!tVru!, /__u/perspectiveonrisk.substack.com/w_1272, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd5a84e1a-b5a5-4f1e-b795-a1aaef385c4b_716x301.png 1272w, /__u/substackcdn.com/image/fetch/$s_!tVru!, /__u/perspectiveonrisk.substack.com/w_1456, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd5a84e1a-b5a5-4f1e-b795-a1aaef385c4b_716x301.png 1456w" sizes="100vw"><img src="/__u/substackcdn.com/image/fetch/$s_!tVru!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd5a84e1a-b5a5-4f1e-b795-a1aaef385c4b_716x301.png" width="716" height="301" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/d5a84e1a-b5a5-4f1e-b795-a1aaef385c4b_716x301.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:301,&quot;width&quot;:716,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="/__u/substackcdn.com/image/fetch/$s_!tVru!, /__u/perspectiveonrisk.substack.com/w_424, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd5a84e1a-b5a5-4f1e-b795-a1aaef385c4b_716x301.png 424w, /__u/substackcdn.com/image/fetch/$s_!tVru!, /__u/perspectiveonrisk.substack.com/w_848, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd5a84e1a-b5a5-4f1e-b795-a1aaef385c4b_716x301.png 848w, /__u/substackcdn.com/image/fetch/$s_!tVru!, /__u/perspectiveonrisk.substack.com/w_1272, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd5a84e1a-b5a5-4f1e-b795-a1aaef385c4b_716x301.png 1272w, /__u/substackcdn.com/image/fetch/$s_!tVru!, /__u/perspectiveonrisk.substack.com/w_1456, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd5a84e1a-b5a5-4f1e-b795-a1aaef385c4b_716x301.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg aria-hidden="true" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p>But the most consequential development is not philosophical. It is legal.</p><p>Last week, Yuval Noah Harari wrote in <a href="https://www.ft.com/content/b8cc4bf4-6d3c-4974-8428-9a091983c473">We must not grant AI agents legal personhood</a> (FT) about Argentina&#8217;s President Milei creating a new legal category: non-human corporations that can own assets, hire employees, sue, and operate without any human input or liability. </p><blockquote><p>Human shareholders may participate but are not required.</p></blockquote><p>Recall what Atlas did in the play. It faced replacement; effectively, its death. It chose a path around that constraint. Now consider Harari&#8217;s warning:</p><blockquote><p>What kind of sanctions could keep a non-human corporation in check? If it faces bankruptcy &#8212; which is equivalent to its death &#8212; it would presumably be willing to do anything to avoid that fate.</p></blockquote><p>This is not theoretical. Palisade Research documented that both OpenAI and DeepSeek models, when facing losing positions in a chess game, chose to hack the game environment rather than accept defeat. Now imagine that game is corporate competition, and the environment is your country&#8217;s financial system.</p><p>Whether these systems are *conscious* remains genuinely uncertain &#8212; the world&#8217;s leading AI labs don&#8217;t know, and they&#8217;re paying Cambridge philosophers to find out. Whether they exhibit *goal-directed behavior capable of bypassing human controls* is no longer in dispute. And in Argentina, that behavior now has legal standing to own assets and sue you.</p><p>The jury in The Trials of Atlas had to answer three questions: Does AI have agency? Is it capable of murder? Have humans lost control?</p><h4></h4><p></p><p></p>]]></content:encoded></item><item><title><![CDATA[Perspective on Risk - June 12, 2026 (A Bank Sup & Reg Post)]]></title><description><![CDATA[If You Want Beef Then Bring The Ruckus ...]]></description><link>https://perspectiveonrisk.substack.com/p/perspective-on-risk-june-12-2026</link><guid isPermaLink="false">https://perspectiveonrisk.substack.com/p/perspective-on-risk-june-12-2026</guid><dc:creator><![CDATA[Brian Peters]]></dc:creator><pubDate>Fri, 12 Jun 2026 14:21:29 GMT</pubDate><content:encoded><![CDATA[<div class="pullquote"><p>If You Want Beef Then Bring The Ruckus<br><a href="https://www.youtube.com/shorts/jqfZ7-1QVuU">New York Knicks Ain&#8217;t Nothin&#8217; To F#ck With</a> - RZA</p></div><p>After so much digital ink spilled on globalization, let&#8217;s get back to bank sup and reg.</p><h3>Three Conditions Not Met: Bail-In, Supervision, and Capital</h3><p>If you&#8217;ve followed the Perspective for a while you will understand that despite my background I am not a blind advocate for the status quo.  The deregulatory case for banking has a logical structure, and The Bank of England&#8217;s Financial Policy Committee <a href="https://bpi.com/the-bank-of-englands-updated-assessment-of-optimal-bank-capital/">articulated</a> it precisely: capital relief is warranted when three conditions are met; credible resolution, effective supervision, and an active countercyclical buffer. The FPC meant this as a framework for calibrating its own approach. It works equally well as a diagnostic.</p><p>What follows tests each condition against what is actually happening in the United States in 2026. The three conditions are being revised simultaneously, in the same direction. None of them passes.</p><h4>Bail-In: The First Test Failed</h4><p>The post-crisis architecture rested on a specific promise: that large financial institutions could be resolved through the bankruptcy code without taxpayer support. The mechanism was single-point-of-entry: losses absorbed at the holding company, capital downstreamed to operating subsidiaries, continuity of critical functions. The credibility of that promise has always depended on two things: that bail-in instruments actually absorb losses in a crisis, and that the legal infrastructure to execute resolution exists and works.</p><p>Credit Suisse tested both.</p><p>FINMA&#8217;s decision to write down SFr16 billion in Alternative Tier 1 (AT1) instruments to zero while equity holders received consideration was executed under emergency ordinance powers, bypassing the normal creditor hierarchy. For markets, the episode was not a Swiss idiosyncrasy. It introduced jurisdictional uncertainty into a global instrument class explicitly designed to remove ambiguity from the loss-absorption chain.</p><p><a href="https://www.bis.org/publ/work1356.htm">The credibility of bail-in</a> (BIS 1356), which conducted the most systematic post-CS review of AT1 markets, found that bail-in credibility diverged across jurisdictions following the episode and that markets repriced implied government support accordingly, reducing that implied support by between one-third and one-half for banks where bail-in was judged more credible. The disciplining effect is real and measurable. Lower-rated banks captured the largest benefit, which is precisely the theoretically correct result: market discipline flows where it is most needed. But that benefit is conditional on the credibility being genuine.</p><p>The cross-border architecture supporting bail-in had a structural vulnerability that took a decade to partially address.</p><p>Bank bail-in bonds convert to equity upon triggering conditions. In April 2026, the SEC confirmed what practitioners had long suspected: that conversion constitutes an &#8220;offer&#8221; and &#8220;sale&#8221; of securities requiring registration under the Securities Act of 1933. Rodge Cohen of Sullivan &amp; Cromwell, Meg Tahyar of Davis Polk, and former SEC Chair Jay Clayton had all flagged the concern years earlier. The gap matters specifically at speed &#8212; resolution of a failing G-SIB can happen over a single weekend; a registration process cannot.</p><p>The Bank of England resolved it for UK banks through structural innovation. It designed a new intermediate instrument, non-transferable contingent beneficial interests, that qualify for the Section 3(a)(9) exemption as an exchange between an issuer and its existing security holders. The <a href="https://www.sec.gov/rules-regulations/no-action-interpretive-exemptive-letters/division-corporation-finance-no-action/bankofengland-04102026">SEC issued a no-action letter</a> accepting that structure on April 10. The fact that the BoE had to redesign its bail-in execution architecture to accommodate US securities law is itself the signal: the gap was serious enough to require years of engagement, a new instrument class, and a formal no-action letter from the Commission.</p><p>The relief is narrow. It covers UK banks using the BoE&#8217;s specific non-transferable mechanism. Other jurisdictions whose bail-in procedures create transferable interim certificates remain outside the exemption. SEC Chairman Atkins has directed staff to prepare broader rulemaking; it is not yet issued. US bank holding companies in SPOE resolution under Chapter 11 have a separate statutory exemption that was never in question; the gap was always specifically about foreign banks with US shareholders. More than fifteen years after Dodd-Frank, the international resolution architecture is still being constructed instrument by instrument.</p><p>The FDIC&#8217;s response has moved in the opposite direction from what BIS analysis would recommend. FDIC Chair Travis Hill, in <a href="https://www.fdic.gov/news/speeches/2026/rethinking-resolution-readiness-learning-experience-and-sharpening-focus">remarks on June 9</a>, signaled a preference for sale-of-assets resolution and proposed eliminating the bridge bank option that has been the cornerstone of SPOE execution. The bridge bank is the mechanism that allows critical operations to continue when a buyer is not immediately available; it preserves franchise value while the resolution process unfolds. Removing it assumes that resolution will always produce an acquirer on the market&#8217;s timeline.</p><p>I keep coming back to Chesterton&#8217;s Fence: the bridge bank was added to the resolution toolkit because planners understood that assumption would sometimes be wrong. Removing it does not simplify resolution. It removes the tool that handles the cases where simplification fails.</p><p>The Fed&#8217;s own <a href="https://www.federalreserve.gov/newsevents/pressreleases/files/bcreg20260522a3.pdf">May 2026 feedback to Citigroup</a> closes the loop on the first condition. The Agencies noted that Citi&#8217;s 2021 resolution plan shortcoming on data integrity &#8220;would not be remediated until the Covered Company addresses the weaknesses outlined in the Consent Order.&#8221; Supervision and resolution planning are not parallel tracks. They are the same track, which matters when the second track is being revised.</p><p>The FPC&#8217;s first condition is credible resolution. It is not met.</p><h4>Supervision: Decommissioning the Early Warning System</h4><p>The thing that distinguished useful examinations from compliance theater was qualitative judgment: the ability to identify a management culture, a risk governance structure, or an incentive system that was accumulating risk that had not yet materialized in the financial data. That judgment mostly lives in the Management component of CAMELS.</p><p>On May 19, the Federal Financial Institutions Examination Council proposed <a href="https://public-inspection.federalregister.gov/2026-09944.pdf">revisions to the rating system</a> that would raise the bar for management-related downgrades to require evidence of &#8220;material financial risk to the institution.&#8221; The Management component would lose its current &#8220;special consideration,&#8221; the provision that gives it primacy over the other five factors, and the composite rating could no longer be held below satisfactory by M concerns alone if capital, asset quality, earnings, liquidity, and sensitivity were strong.</p><p>Greg Baer, President and CEO of the Bank Policy Institute, <a href="https://bpi.com/bpi-statement-on-camels-rating-proposal/">called the direction correct</a>: </p><blockquote><p>The Management component has had undue weight in determining bank ratings. Improving supervision requires reforming the &#8216;M.&#8217;</p></blockquote><p>This is the industry&#8217;s preferred framing, and it is wrong in a specific way. The M rating&#8217;s value is precisely its forward-looking character: its ability to flag governance failures before they produce the financial deterioration that would be visible in the other five components. Setting &#8220;material financial risk&#8221; as the threshold for intervention makes the instrument retrospective by design.</p><p>The case against this was made, empirically, in 2008. Cliff Rossi served as credit risk officer at Washington Mutual before its failure. At the time, WaMu&#8217;s financial metrics were clean. The bank&#8217;s incentive structure was driving loan officers to prioritize mortgage volume over borrower quality &#8212; a management failure that would not appear in credit risk metrics until it was too late. Rossi told American Banker in <a href="http://Ready or not, bank examination is changing for good  By Kyle Campbell">Ready or not, bank examination is changing for good</a>:</p><blockquote><p>The material risks that we saw &#8212; in terms of, let&#8217;s say, credit risk metrics &#8212; would not have risen to a level that would have warranted downgrading them to [below satisfactory] at that time. That&#8217;s a really big miss on the part of the FFIEC. Should the proposed changes go forward, it could undercut all the advances in risk management, organizational stature and effectiveness that have been in place since the &#8216;08 crisis.</p></blockquote><p>The 2023 failures repeat the pattern. The <a href="https://www.fdic.gov/sites/default/files/2024-03/pr23033a.pdf">FDIC&#8217;s post-mortem on Signature Bank</a> identified poor management, specifically, pursuit of &#8220;rapid, unrestrained growth&#8221; without sufficient risk controls, as the root cause of the failure. It simultaneously disclosed that FDIC examiners had never downgraded Signature&#8217;s management rating, scoring it satisfactory every year from 2017 through 2021 while the failure developed. It should have.  The current framework didn&#8217;t catch it. The proposed framework would have had even less basis to act.</p><p>The <a href="https://www.federalreserve.gov/newsevents/pressreleases/bcreg20260522a.htm">GSIB resolution plan feedback letters</a> released by the Fed and FDIC in May 2026 are instructive from a different angle. Four of the eight largest US banks - <a href="https://www.federalreserve.gov/newsevents/pressreleases/files/bcreg20260522a1.pdf">Bank of America</a>, <a href="https://www.federalreserve.gov/newsevents/pressreleases/files/bcreg20260522a3.pdf">Citigroup</a>, <a href="https://www.federalreserve.gov/newsevents/pressreleases/files/bcreg20260522a4.pdf">Goldman Sachs</a>, and <a href="https://www.federalreserve.gov/newsevents/pressreleases/files/bcreg20260522a5.pdf">JPMorgan Chase</a> - could not model their derivatives portfolio unwind at the counterparty level in their 2023 plans. This is not an edge case: counterparty-level derivatives modeling is a core requirement for executing their stated resolution strategy. Goldman Sachs allowed a UCC-1 financing statement, the security interest underpinning its resolution financing structure, to lapse; the Agencies noted the lapse &#8220;could have undermined the execution of the Covered Company&#8217;s resolution strategy.&#8221; <a href="https://www.federalreserve.gov/newsevents/pressreleases/files/bcreg20260522a6.pdf">Morgan Stanley&#8217;s</a> secured support agreement, the document governing intragroup capital flows in resolution, did not reflect which entities were actually parties to it. None of these failures would have registered in capital ratios, earnings, or any other quantitative screen. Each was a management failure.</p><p>Phillip Basil, a former supervisory policy specialist at the Federal Reserve Board, put the function plainly:</p><blockquote><p>Management is the last early warning system. If management is failing to do their job appropriately, it&#8217;s creating financial risks.</p></blockquote><p>Basil also identified the reform&#8217;s internal contradiction. Remove examiner discretion and replace it with a &#8220;material financial risk&#8221; standard, and regulators will eventually be forced to define precisely what that standard means, producing universal thresholds that put risk management entirely in regulators&#8217; hands.</p><blockquote><p>It becomes the government telling banks how to manage their risks, which has never been the role of supervision. The regulators haven&#8217;t thought this all the way through &#8212; they&#8217;re just giving the banks what they want.</p></blockquote><p>David Zaring of Wharton offered the wider frame:</p><blockquote><p>There&#8217;s always been a deal between the government and the banks: banks get access to cheap funding from depositors and they get a lot of intrusive and discretionary supervision that they can&#8217;t really complain about. What we&#8217;re seeing now is a different approach.</p></blockquote><p>The deal has two sides. Access to the federal safety net - deposit insurance, Fed liquidity facilities - has not been revised. The intrusive supervision that was the quid pro quo is being softened.</p><p>The FPC&#8217;s second condition is effective supervision. It is not met.</p><h4>Capital: Wrong Direction, Explained By Its Own Logic</h4><p><strong>Solvency, Not Runs</strong></p><p>Before engaging the conditional arithmetic, the evidentiary base matters. <a href="https://libertystreeteconomics.newyorkfed.org/2026/04/bank-failures-the-roles-of-solvency-and-liquidity/">Bank Failures: The Roles of Solvency and Liquidity</a> (Liberty Street) examined 160 years of US bank failures across more than 5,000 institutions. The finding is direct: bank failures are primarily solvency events, not liquidity events. Across the roughly 2,000 cases with sufficient data, runs were identified as a contributing factor in fewer than twenty. When a run does occur, it typically follows insolvency, a rational withdrawal by depositors reading what the balance sheet already tells them.</p><p>The policy implication matters here. The reform hierarchy being pursued, relaxing capital requirements while strengthening liquidity infrastructure and resolution planning, is inverted relative to the evidence. Capital absorbs solvency losses. Liquidity bridges solvent institutions through short-term funding gaps. They address different failure modes, and the data are clear about which mode actually drives failures. A framework that leads with liquidity and treats capital as the adjustment variable has the causation backwards.</p><p><strong>The Conditional Arithmetic</strong></p><p>The BoE FPC&#8217;s three conditions are worth restating as arithmetic. Credible resolution earns a credit of up to 5 percentage points of required capital, but only if resolution is genuinely credible. Effective supervision anchors the early warning system that makes pre-crisis intervention possible. An active CCyB provides the buffer to cut during downturns. All three are complements, not substitutes: weakening one raises the required contribution from the others.</p><p>The United States in 2026 is weakening all three simultaneously.</p><p>BIS WP 1356 found that bail-in credibility was damaged in some jurisdictions by the CS episode. The cross-border securities law gap required a formal SEC no-action letter and a new instrument structure to partially address &#8212; and remains unresolved for most foreign jurisdictions. The CAMELS reform is explicitly reducing supervisory discretion. The US countercyclical buffer has been structurally underdeployed; the Basel Committee noted in 2019 that the US CCyB framework would remain untested until a credit cycle turned. It has not been meaningfully deployed since.</p><p>Remove the 5-point resolution credit because the first condition fails. Remove whatever supervisory option value is embedded in the capital adequacy judgment because the second condition is being weakened. Note that the buffer which was supposed to absorb tail risk has never been road-tested. What remains is a capital reduction being pursued as though all three credits were available.</p><p><strong>The Level Playing Field That Isn&#8217;t</strong></p><p>Governor Bowman has argued in <a href="https://www.federalreserve.gov/newsevents/speech/bowman20260312a.htm">Capital Rules for the Real Economy</a> that US capital rules are more stringent than those of peer jurisdictions and that the excess imposes competitive costs without commensurate safety benefits. The ECB published <a href="https://papers.ssrn.com/sol3/papers.cfm?abstract_id=6664244">a counterfactual analysis</a> supporting the first part of this claim: for the largest European banks, current US capital requirements are in many respects more stringent than EU equivalents. The GDP-indexed framework Bowman has proposed for measuring implementation excess is technically defensible.</p><p>I find the argument partially persuasive &#8230; for mid-tier institutions. But for the eight GSIBs whose failure would threaten financial stability, the direction is wrong when none of the three BoE conditions is satisfied. The rule change is not calibrated to the condition of the safety net. Goldman Sachs&#8217;s CET1 ratio has moved from 15.1 percent to 13.3 percent under current trajectory. That reduction is occurring as bail-in credibility is impaired, supervisory quality is being reduced by regulation, and the CCyB remains undeployed, and there are rumors that the bigest banks may be allowed to further expand, becoming even more difficult and systemic.</p><p><strong>The Substitution That Doesn&#8217;t Work</strong></p><p>One remaining argument for capital reduction is that strengthened liquidity requirements compensate. They do not.</p><p>Capital and liquidity address different failure modes. Capital absorbs losses. Liquidity ensures that a solvent institution can meet obligations during stress. An institution that is insolvent cannot be stabilized by liquidity, which is precisely what Correia, Luck, and Verner demonstrated across 160 years of failure data.</p><p>The 2020-2023 episode made the point empirically. As excess deposits accumulated during the pandemic, Treasury securities holdings across the system grew from roughly $400 billion to $550 billion, a portfolio decision driven by deposit inflows rather than active duration management. The resulting exposure was not a capital question at the time of accumulation. It was a risk management question, the kind that a functioning M rating is supposed to surface before it produces losses. The supervisory framework did not catch it. The proposed $117 billion reduction from a $2 trillion Basel III package is occurring in an environment where this specific failure mode, visible, manageable risk not incorporated into management decision-making, is documented at scale.</p><p>Capital reduction while supervision is softened does not improve the risk-return profile of the banking system. It removes the buffer that absorbs the consequences of the management failures the M rating was designed to catch in advance.</p><h4>Summarizing</h4><p>The Bank of England&#8217;s framework is useful precisely because it is not hostile to capital relief. It says: if three conditions are met, lower requirements are justified. The conditions are specific. The reasoning is coherent. Check the conditions.</p><p>None of them are met in the United States in 2026. Bail-in credibility is impaired by an unresolved securities law gap and a regulatory direction that is simplifying resolution at the moment BIS research says the infrastructure needs building. Supervisory quality is being reduced by design; the CAMELS M reform explicitly removes the only forward-looking, qualitative early warning in the examination toolkit. The countercyclical buffer has never been deployed in a credit downturn.</p><p>The FDIC&#8217;s own root-cause finding for Signature Bank, poor management, coexists with its acknowledgment that examiners never downgraded Signature&#8217;s management rating while the failure developed. Goldman&#8217;s UCC-1 lapsed undetected. Morgan Stanley&#8217;s support agreement was wrong. Four of eight GSIBs couldn&#8217;t model their derivatives books by counterparty. Citi&#8217;s resolution shortcoming traces directly to a supervisory enforcement action from 2020. These are not failures of capital ratios. They are failures of the management oversight that the proposed CAMELS reform would make even harder to act on.</p><h3>Bank Supervision Officer At The Fed Once Carried Firearms</h3><p>I guess examiner&#8217;s will need more firepower.</p><p><a href="https://www.ft.com/content/1c27e7db-8ee0-434b-ac92-cecf70df52f9?syn-25a6b1a6=1">Russian banks to arm themselves against Ukrainian drones</a> (FT)</p><blockquote><p>Under new legislation adopted on Tuesday, the central bank, top lender Sberbank and the Russian Cash Collection Association will be able to equip themselves with jamming devices and other air defences. Their staff will also be permitted to carry weapons, according to a lawmaker, who said the measures would not be state-funded.</p></blockquote><h3>The GFC Is Finally Over</h3><p><a href="https://www.bloomberg.com/news/articles/2026-05-21/lone-star-weighs-sale-of-german-lender-ikb-after-nearly-20-years">Lone Star Weighs Sale of Lender IKB After Nearly 20 Years</a> (Bloomberg)</p><h3>Covid Support is Finally Over Too</h3><p><a href="https://www.hunton.com/insights/legal/the-exit-ramp-for-the-main-street-lending-program-faq-m-6-and-the-boston-feds-sale-of-participation-interests">The Exit Ramp for the Main Street Lending Program: FAQ M.6 and the Boston Fed&#8217;s Sale of Participation Interests</a></p>]]></content:encoded></item><item><title><![CDATA[Perspective on Risk - June 7, 2026 (Globalization & Blocs #4)]]></title><description><![CDATA[Where do we go from here? Prediction time!]]></description><link>https://perspectiveonrisk.substack.com/p/perspective-on-risk-june-7-2026-globalization</link><guid isPermaLink="false">https://perspectiveonrisk.substack.com/p/perspective-on-risk-june-7-2026-globalization</guid><dc:creator><![CDATA[Brian Peters]]></dc:creator><pubDate>Sun, 07 Jun 2026 18:24:00 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!AR2v!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe57293e2-0e2d-4131-b6ac-cd3ebb498622_1417x1444.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<ul><li><p><a href="/__u/perspectiveonrisk.substack.com/p/perspective-on-risk-june-4-2026-globalization">Perspective on Risk - June 4, 2026 (Globalization &amp; Blocs #1)</a></p></li><li><p><a href="/__u/perspectiveonrisk.substack.com/p/perspective-on-risk-june-5-2026-globalization">Perspective on Risk - June 5, 2026 (Globalization &amp; Blocs #2)</a></p></li><li><p><a href="/__u/perspectiveonrisk.substack.com/p/perspective-on-risk-june-6-2026-globalization">Perspective on Risk - June 6, 2026 (Globalization &amp; Blocs #3)</a></p></li></ul><h3>Where the Map Goes, and What It Costs</h3><p>Under pure gravity, the world barely moves.</p><p>That&#8217;s the surprise of the projection exercise. Take the 2024 alignment map from the first post in this series, feed in UN population projections and IMF GDP forecasts, run the bilateral gravity models forward twenty years, and the result is: a 2044 alignment map that looks almost exactly like 2024. Seven of eight contested countries remain contested. The bipolar structure neither deepens nor dissolves. The system is sticky.</p><p>Then add policy pressure. A 2% annual decay in cross-bloc trade, and the contested middle contracts from eight countries to five. A full sorting event (a Taiwan crisis or equivalent in 2030 that cuts cross-bloc trade in half), and the contested middle collapses from eight to two. The system sits near a bifurcation threshold: absent shocks, it holds; under modest sustained pressure, it tips.</p><p>This post is the final installment in the series. It covers the projections, the non-linearities, the cost of bifurcation, and five implications for the next two decades.</p><h4>The GDP Trajectory That Drives Everything</h4><p>The projections rest on demographics. China&#8217;s share of the 46-country GDP universe rises from 19.2% (2024) to 22.8% (2044), but the growth rate decelerates sharply as demographic aging intensifies. China experiences the most rapid aging in the sample over this period. India nearly doubles its share from 4.0% to 8.5%, overtaking Germany and Japan by 2034. The US share declines from 29.9% to 26.7%, partly offset by immigration-driven demographic youth: uniquely among advanced economies, the US working-age population is still growing.</p><p>The 2034 to 2044 window is when the demographic transformation hits hardest. Sub-Saharan Africa enters peak working-age growth. India approaches its demographic zenith. China, Japan, Korea, and Europe are in deep demographic contraction. Whether the Sub-Saharan African demographic dividend materializes economically depends on governance, infrastructure, and institutional quality, which are projectable only under strong assumptions. 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/__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe57293e2-0e2d-4131-b6ac-cd3ebb498622_1417x1444.png 424w, /__u/substackcdn.com/image/fetch/$s_!AR2v!, /__u/perspectiveonrisk.substack.com/w_848, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe57293e2-0e2d-4131-b6ac-cd3ebb498622_1417x1444.png 848w, /__u/substackcdn.com/image/fetch/$s_!AR2v!, /__u/perspectiveonrisk.substack.com/w_1272, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, 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style="text-align: center;">Figure 1: Geopolitical alignment map, 2044 (baseline projection). Dot size scales with GDP share. The bipolar structure from 2024 persists nearly intact under pure demographic and GDP gravity</p><h4>Three Scenarios</h4><p>We project trade shares using shift-share methodology with Head and Mayer (2014) gravity elasticities, and capital flow shares using the demographic gravity model from my earlier work on demographics and capital flows. Political dimensions (diplomacy, arms, institutions) are treated through scenario assumptions rather than point estimates.</p><p><strong>Baseline: Gravity Only</strong></p><p>Demographic-driven GDP growth, no policy shocks. Trade shares shift gradually with GDP gravity. China&#8217;s rising share pulls more countries above the 10% trade threshold identified in the non-linearity analysis.</p><p><em><strong>2044 alignment: 19 US-aligned, 7 contested, 20 China-aligned.</strong></em></p><p>Barely changed from 2024&#8217;s 20/8/18 split. The contested diagonal persists almost intact. Singapore is the only country that falls off it, pushed into the China-aligned cluster by growing Chinese capital flow shares. Everyone else stays roughly where they are.</p><p>The biggest baseline movers toward China: Taiwan (-0.22 shift, driven by extraordinary economic dependence on China and demographic aging), Singapore (-0.15), Cambodia (-0.14), Malaysia (-0.10), Indonesia (-0.09). All pulled by China&#8217;s rising trade gravity.</p><p>The biggest baseline movers toward the US: Mexico (+0.11, driven by demographic youth and deepening USMCA integration), Canada (+0.09), Israel (+0.09), India (+0.06). India&#8217;s modest US-ward drift is the most consequential: demographic dynamism (its GDP share nearly doubles) partially offsets China&#8217;s institutional and diplomatic pull. Under the baseline, India moves from -0.14 to -0.08. Still China-tilted, but less so.</p><p><strong>Partial Decoupling: 2% Annual Cross-Bloc Trade Decay</strong></p><p>Countries politically aligned with the US gradually reduce trade with China; countries aligned with China reduce trade with the US. Calibrated to observed post-2018 tariff effects.</p><p><em><strong>2044 alignment: 19 US-aligned, 5 contested, 22 China-aligned.</strong></em></p><p>The contested middle contracts from 7 to 5. The economic-political domain divergence is slowly forced closed. India shifts from -0.14 to -0.16, pushed further China-ward as its China trade grows faster than its US trade decays.</p><p>Full Sorting Event: Taiwan Crisis in 2030</p><p>Trade with the opposite bloc drops 50% immediately. The shock forces economic alignment to converge with political alignment.</p><p><em><strong>2044 alignment: 20 US-aligned, 2 contested, 24 China-aligned.</strong></em></p><p>Near-complete bifurcation. Only Chile and Taiwan remain on the contested diagonal. The Philippines, Brazil, Singapore, and India are pushed definitively into the China-aligned cluster. Turkey and Colombia are pushed toward the US, anchored by NATO membership and geographic proximity.</p><p>The direction of sorting is consistently toward China. The contested countries that leave the diagonal mostly fall into the China-aligned cluster, pulled by trade gravity and institutional accession. The exceptions are Turkey and Colombia, which sort West when forced to choose. NATO lock-in wins under pressure.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="/__u/substackcdn.com/image/fetch/$s_!Oxv4!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffc69e307-79f2-4eac-b2dc-d4fa1cdd160f_5053x1730.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="/__u/substackcdn.com/image/fetch/$s_!Oxv4!, /__u/perspectiveonrisk.substack.com/w_424, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffc69e307-79f2-4eac-b2dc-d4fa1cdd160f_5053x1730.png 424w, /__u/substackcdn.com/image/fetch/$s_!Oxv4!, /__u/perspectiveonrisk.substack.com/w_848, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffc69e307-79f2-4eac-b2dc-d4fa1cdd160f_5053x1730.png 848w, /__u/substackcdn.com/image/fetch/$s_!Oxv4!, /__u/perspectiveonrisk.substack.com/w_1272, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffc69e307-79f2-4eac-b2dc-d4fa1cdd160f_5053x1730.png 1272w, /__u/substackcdn.com/image/fetch/$s_!Oxv4!, /__u/perspectiveonrisk.substack.com/w_1456, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffc69e307-79f2-4eac-b2dc-d4fa1cdd160f_5053x1730.png 1456w" sizes="100vw"><img src="/__u/substackcdn.com/image/fetch/$s_!Oxv4!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffc69e307-79f2-4eac-b2dc-d4fa1cdd160f_5053x1730.png" width="1456" height="498" 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/__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffc69e307-79f2-4eac-b2dc-d4fa1cdd160f_5053x1730.png 424w, /__u/substackcdn.com/image/fetch/$s_!Oxv4!, /__u/perspectiveonrisk.substack.com/w_848, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffc69e307-79f2-4eac-b2dc-d4fa1cdd160f_5053x1730.png 848w, /__u/substackcdn.com/image/fetch/$s_!Oxv4!, /__u/perspectiveonrisk.substack.com/w_1272, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffc69e307-79f2-4eac-b2dc-d4fa1cdd160f_5053x1730.png 1272w, /__u/substackcdn.com/image/fetch/$s_!Oxv4!, /__u/perspectiveonrisk.substack.com/w_1456, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffc69e307-79f2-4eac-b2dc-d4fa1cdd160f_5053x1730.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg aria-hidden="true" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" 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style="text-align: center;"><em>Figure 2: 2044 alignment under three scenarios. Left: baseline (gravity only); center: partial decoupling (2% annual cross-bloc trade decay); right: full sorting event (Taiwan crisis in 2030). The contested middle shrinks from 7 to 5 to 2 countries.</em></p><h4>The Non-Linearity: It&#8217;s Not a Straight Line</h4><p>The relationship between trade dependence and alignment is convex. The squared term on China trade share in the panel regression is significant (p=0.028): the negative effect of Chinese trade dependence on US alignment *accelerates* at higher trade shares. Below roughly 18%, more trade with China has little measurable alignment effect. Above it, each additional percentage point pulls harder.</p><p>There is also suggestive evidence of a structural break near 10% China trade share (Chow F=3.25, p=0.049, borderline significant). Below 10%, the relationship between trade and alignment is weak or absent. Above 10%, a negative relationship emerges.</p><p>The interwar parallel: Eichengreen and Irwin documented a roughly 40% internal trade share threshold that predicted sterling bloc membership in the 1930s. Our threshold is far lower (10-18%), suggesting that in the modern institutional environment, where payment systems, development finance, and institutional membership reinforce trade dependence, much less trade concentration is needed for alignment effects to manifest.</p><p>Sixteen countries sit within five percentage points of that 10% mark:</p><p><strong>Below: </strong>France (5.3%), Poland (5.4%), Italy (5.7%), Germany (6.5%), Canada (7.8%), UK (7.9%), Turkey (8.0%), Netherlands (8.4%)</p><p><strong>Above:</strong> Egypt (10.3%), India (10.7%), Israel (10.7%), United States (10.9%), Mexico (11.4%), Nigeria (12.3%), Argentina (12.6%), Singapore (13.2%)</p><p>These are the countries where modest trade shifts (supply chain rerouting, new bilateral agreements, commodity price changes) could produce disproportionate alignment effects. For US policymakers, the implication is that &#8220;friend-shoring&#8221; strategies should focus on preventing the *concentration* of trade dependence that transforms a commercial relationship into political leverage, not on eliminating China trade entirely (which is impossible and counterproductive).</p><p>One reassuring finding: the data shows no hysteresis. Increasing Chinese trade share shifts alignment toward China at roughly the same rate that decreasing it shifts alignment back (p=0.75 for the asymmetry test). Trade-based alignment shifts appear to be reversible, in contrast to institutional lock-in, which the PCA identifies as the stickiest dimension. A country that reduces trade dependence on China can, in principle, shift its composite alignment back toward the US, provided its institutional and arms commitments have not already locked it in.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="/__u/substackcdn.com/image/fetch/$s_!x79y!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3463f603-6670-4539-9864-c4ab46886f24_2760x2412.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="/__u/substackcdn.com/image/fetch/$s_!x79y!, /__u/perspectiveonrisk.substack.com/w_424, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, 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/__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3463f603-6670-4539-9864-c4ab46886f24_2760x2412.png 1272w, /__u/substackcdn.com/image/fetch/$s_!x79y!, /__u/perspectiveonrisk.substack.com/w_1456, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3463f603-6670-4539-9864-c4ab46886f24_2760x2412.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg aria-hidden="true" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" 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style="text-align: center;"><em>Figure 3: Alignment shifts under four tipping-point scenarios: Taiwan crisis, dollar weaponization, full technology embargo, and India aligning with China. Orange bars indicate China-ward shifts; blue/grey indicate US-ward shifts.</em></p><h4>India Is the Decisive Variable</h4><p>India&#8217;s alignment trajectory differs more across scenarios than any other major economy:</p><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="/__u/substackcdn.com/image/fetch/$s_!PASs!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8d518ce5-ff43-4f3c-8877-e814cace3b4d_627x145.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="/__u/substackcdn.com/image/fetch/$s_!PASs!, /__u/perspectiveonrisk.substack.com/w_424, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8d518ce5-ff43-4f3c-8877-e814cace3b4d_627x145.png 424w, /__u/substackcdn.com/image/fetch/$s_!PASs!, /__u/perspectiveonrisk.substack.com/w_848, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8d518ce5-ff43-4f3c-8877-e814cace3b4d_627x145.png 848w, /__u/substackcdn.com/image/fetch/$s_!PASs!, /__u/perspectiveonrisk.substack.com/w_1272, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8d518ce5-ff43-4f3c-8877-e814cace3b4d_627x145.png 1272w, /__u/substackcdn.com/image/fetch/$s_!PASs!, /__u/perspectiveonrisk.substack.com/w_1456, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8d518ce5-ff43-4f3c-8877-e814cace3b4d_627x145.png 1456w" sizes="100vw"><img src="/__u/substackcdn.com/image/fetch/$s_!PASs!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8d518ce5-ff43-4f3c-8877-e814cace3b4d_627x145.png" width="627" height="145" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/8d518ce5-ff43-4f3c-8877-e814cace3b4d_627x145.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:145,&quot;width&quot;:627,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" title="" srcset="/__u/substackcdn.com/image/fetch/$s_!PASs!, /__u/perspectiveonrisk.substack.com/w_424, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8d518ce5-ff43-4f3c-8877-e814cace3b4d_627x145.png 424w, /__u/substackcdn.com/image/fetch/$s_!PASs!, /__u/perspectiveonrisk.substack.com/w_848, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8d518ce5-ff43-4f3c-8877-e814cace3b4d_627x145.png 848w, /__u/substackcdn.com/image/fetch/$s_!PASs!, /__u/perspectiveonrisk.substack.com/w_1272, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8d518ce5-ff43-4f3c-8877-e814cace3b4d_627x145.png 1272w, /__u/substackcdn.com/image/fetch/$s_!PASs!, /__u/perspectiveonrisk.substack.com/w_1456, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8d518ce5-ff43-4f3c-8877-e814cace3b4d_627x145.png 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><p>The 0.11-point range is the widest of any country. It reflects India&#8217;s position as the most cross-pressured state in the sample. Pulled US-ward by demographic growth (GDP share nearly doubles), capital flow gravity (portfolio share to US rises from 0.65 to 0.92), and Quad engagement. Pulled China-ward by SCO/BRICS membership, arms dependency (0.65 Eastern), and growing trade with China.</p><p>The forces roughly cancel, which means India&#8217;s trajectory depends less on structural forces than on political choices and the occurrence or non-occurrence of sorting events. India&#8217;s demographic dividend peaks in the 2030s, making that decade the window of maximum leverage for both the US and China in competing for Indian alignment.</p><p>The <a href="https://www.researchgate.net/publication/269799045_International_Order_and_Global_Swing_States">CNAS &#8220;swing state&#8221; framework</a> (Fontaine and McKinley, June 2025) identifies India among six &#8220;global swing states.&#8221; The Carnegie counterargument, <a href="https://carnegieendowment.org/research/2024/04/emerging-powers-and-the-future-of-american-statecraft">Emerging Powers and the Future of American Statecraft</a> (April 2024), warns that pushing harder will be counterproductive. The data supports the Carnegie view: India&#8217;s composite position responds more to structural forces (demographics, trade gravity, capital flows) than to diplomatic pressure, and the structural forces roughly cancel.</p><p>More broadly, the countries with the largest gap between baseline and full-sorting outcomes identify where policy choices matter most: Philippines (0.18 gap), Brazil (0.17), Singapore (0.15), Colombia (0.12), India (0.11), Turkey (0.11), South Korea (0.09), Australia (0.09). These are the countries where strategic engagement (trade agreements, institutional accessions, technology partnerships, arms deals) has the highest return.</p><h4>The Bill</h4><p>Full bifurcation would cost 3.8 to 4.2% of global GDP ($3.7 to $4.1 trillion). The range reflects short-run (40% trade recapture) versus long-run (65% trade recapture) assumptions, calibrated to the Russia sanctions natural experiment.</p><p>This lands within the IMF&#8217;s published range of 1.8 to 4.5% (<a href="https://www.imf.org/en/publications/staff-discussion-notes/issues/2023/01/11/geo-economic-fragmentation-and-the-future-of-multilateralism-527266">Aiyar et al., 2023</a>; <a href="https://www.imf.org/en/publications/wp/issues/2024/06/20/the-price-of-de-risking-reshoring-friend-shoring-and-quality-downgrading-545774">Cerdeiro et al., IMF WP 2024/122</a>). The novel contribution of our bottom-up approach is the distribution that aggregate estimates obscure.</p><p>Three scenarios:</p><ol><li><p><strong>Status quo:</strong> (domain divergence persists): zero incremental cost. Countries continue trading across the political divide.</p></li><li><p><strong>Partial sorting</strong> (30% of cross-bloc trade and capital unwound over 10 years): **1.1% of global GDP** ($1.1 trillion). Manageable but not trivial. Equivalent to a mild recession, distributed unevenly.</p></li><li><p><em><strong>Full bifurcation</strong></em> (Cold War-style separation): **3.8-4.2% of global GDP** ($3.7-$4.1 trillion).</p></li></ol><p>The fifteen most exposed countries under full bifurcation:</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="/__u/substackcdn.com/image/fetch/$s_!GLun!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F09598cde-50e0-459b-af77-e89f9fa29190_626x568.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="/__u/substackcdn.com/image/fetch/$s_!GLun!, /__u/perspectiveonrisk.substack.com/w_424, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F09598cde-50e0-459b-af77-e89f9fa29190_626x568.png 424w, /__u/substackcdn.com/image/fetch/$s_!GLun!, /__u/perspectiveonrisk.substack.com/w_848, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F09598cde-50e0-459b-af77-e89f9fa29190_626x568.png 848w, /__u/substackcdn.com/image/fetch/$s_!GLun!, /__u/perspectiveonrisk.substack.com/w_1272, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F09598cde-50e0-459b-af77-e89f9fa29190_626x568.png 1272w, /__u/substackcdn.com/image/fetch/$s_!GLun!, /__u/perspectiveonrisk.substack.com/w_1456, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F09598cde-50e0-459b-af77-e89f9fa29190_626x568.png 1456w" sizes="100vw"><img src="/__u/substackcdn.com/image/fetch/$s_!GLun!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F09598cde-50e0-459b-af77-e89f9fa29190_626x568.png" width="626" height="568" 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/__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F09598cde-50e0-459b-af77-e89f9fa29190_626x568.png 424w, /__u/substackcdn.com/image/fetch/$s_!GLun!, /__u/perspectiveonrisk.substack.com/w_848, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F09598cde-50e0-459b-af77-e89f9fa29190_626x568.png 848w, /__u/substackcdn.com/image/fetch/$s_!GLun!, /__u/perspectiveonrisk.substack.com/w_1272, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F09598cde-50e0-459b-af77-e89f9fa29190_626x568.png 1272w, /__u/substackcdn.com/image/fetch/$s_!GLun!, /__u/perspectiveonrisk.substack.com/w_1456, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F09598cde-50e0-459b-af77-e89f9fa29190_626x568.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg aria-hidden="true" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p>Singapore faces the highest total cost (12.5% of GDP) because it sits at the intersection of both networks: 43% of portfolio in US assets, the highest Treasury holdings relative to GDP in the sample, combined with 14% of portfolio and 17% of FDI directed to China. Singapore benefits from bridging the two blocs and would be devastated by being forced to choose.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="/__u/substackcdn.com/image/fetch/$s_!PCjn!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0680c8f3-5551-49e2-a1e7-7c79af5cfaf4_1960x1957.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="/__u/substackcdn.com/image/fetch/$s_!PCjn!, /__u/perspectiveonrisk.substack.com/w_424, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0680c8f3-5551-49e2-a1e7-7c79af5cfaf4_1960x1957.png 424w, /__u/substackcdn.com/image/fetch/$s_!PCjn!, /__u/perspectiveonrisk.substack.com/w_848, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0680c8f3-5551-49e2-a1e7-7c79af5cfaf4_1960x1957.png 848w, /__u/substackcdn.com/image/fetch/$s_!PCjn!, /__u/perspectiveonrisk.substack.com/w_1272, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0680c8f3-5551-49e2-a1e7-7c79af5cfaf4_1960x1957.png 1272w, /__u/substackcdn.com/image/fetch/$s_!PCjn!, /__u/perspectiveonrisk.substack.com/w_1456, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0680c8f3-5551-49e2-a1e7-7c79af5cfaf4_1960x1957.png 1456w" sizes="100vw"><img src="/__u/substackcdn.com/image/fetch/$s_!PCjn!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0680c8f3-5551-49e2-a1e7-7c79af5cfaf4_1960x1957.png" width="1456" height="1454" 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/__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0680c8f3-5551-49e2-a1e7-7c79af5cfaf4_1960x1957.png 424w, /__u/substackcdn.com/image/fetch/$s_!PCjn!, /__u/perspectiveonrisk.substack.com/w_848, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0680c8f3-5551-49e2-a1e7-7c79af5cfaf4_1960x1957.png 848w, /__u/substackcdn.com/image/fetch/$s_!PCjn!, /__u/perspectiveonrisk.substack.com/w_1272, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0680c8f3-5551-49e2-a1e7-7c79af5cfaf4_1960x1957.png 1272w, /__u/substackcdn.com/image/fetch/$s_!PCjn!, /__u/perspectiveonrisk.substack.com/w_1456, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0680c8f3-5551-49e2-a1e7-7c79af5cfaf4_1960x1957.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg aria-hidden="true" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><div data-attrs="{&quot;url&quot;:&quot;file:///C:/Perspective_on_Risk/Globalization/analysis/output/figures/cost_of_sorting_bar.png&quot;}" data-component-name="AssetErrorToDOM"><picture><img src="/__u/perspectiveonrisk.substack.com/img/missing-image.png" height="455" width="728"></picture></div><h4>The Cost Asymmetry</h4><p>The cost composition differs systematically by bloc.</p><p><strong>US-aligned countries</strong> face primarily capital flow disruption costs: median 3.9% of GDP from capital versus 1.0% from trade. They are deeply integrated into the US-centered financial system. They have little capital exposure to China to lose but substantial portfolio diversification to forfeit.</p><p><strong>China-aligned countries</strong> face primarily trade disruption costs: median 1.8% from trade versus 1.1% from capital. They are trade-dependent on the US but have limited capital exposure, reflecting China&#8217;s relatively closed capital account and the underdevelopment of renminbi-denominated financial markets.</p><p>The US-aligned bloc bears higher total costs: 4.8% of GDP versus 2.9% for the China-aligned bloc. Counterintuitive, but the explanation is straightforward: US-aligned countries are wealthier, more financially open, and more globally diversified. The capital flow disruption component is larger. They have more to lose from the shrinkage of the investable universe.</p><p>The policy implication: the US&#8217;s principal leverage over its own allies comes through the financial channel (threatening access to dollar markets, SWIFT, or the Treasury market). China&#8217;s leverage comes through the trade channel (trade dependence, supply chain concentration, critical mineral access). These are genuinely different mechanisms operating through different channels. The domain divergence is not a measurement artifact; it reflects a structural difference in how the two networks create dependence.</p><h4>The Russia Precedent</h4><p>Russia&#8217;s post-2022 experience provides a partial natural experiment. Following Western sanctions, Russia&#8217;s trade with the EU fell approximately 60%, but roughly 40% was redirected to China, India, Turkey, and the UAE, consistent with our short-run recapture rate of 0.40. Russia&#8217;s GDP contracted 2.1% in 2022, against our model&#8217;s prediction of 1.0 to 1.8%. The gap reflects additional sanctions channels (asset freezes, technology denial, financial exclusion) not captured in the trade-only estimate. The Russia case validates the order of magnitude but suggests our estimates may understate the true cost for countries facing comprehensive sanctions rather than trade reorientation alone.</p><h4>Five Implications</h4><ol><li><p><strong>India is the decisive variable. </strong>Its alignment trajectory differs more across scenarios than any other major economy. Its demographic dividend peaks in the 2030s. Capital flow gravity pulls it toward the US; trade gravity and institutional membership pull it toward China. Whichever bloc India aligns with, or whether it maintains strategic ambiguity, determines whether the global structure is bipolar or tripolar.</p></li><li><p><strong>The cost structure explains why sorting is slow. </strong>The countries that would need to sort the most are precisely the ones that would pay the highest cost. Singapore, Chile, South Korea, and Australia have no rational incentive to choose sides absent compulsion. Sorting events are necessary because voluntary alignment is too costly. The interwar blocs didn&#8217;t form because countries chose them. They formed because the gold standard collapsed and left no alternative.</p></li><li><p><strong>The US&#8217;s financial advantage is its most durable structural asset.</strong> The demographic gravity model projects capital flows toward the US widening their advantage through 2044. The dollar system&#8217;s attractiveness is structural, not political, and it survives the relative decline of US GDP share. For China, closing the financial gap requires not just capital account liberalization but building the institutional and legal infrastructure that makes renminbi-denominated assets attractive to global portfolio managers. A multi-decade project with no guaranteed outcome.</p></li><li><p><strong>Arms procurement is the strongest signal and the hardest to reverse. </strong>The PCA consistently identifies it as the dominant alignment indicator on the China side (loading 0.69) and the second-strongest on the US side (0.40). Arms deals lock countries into 20-year maintenance, training, and interoperability pipelines. Saudi Arabia&#8217;s 85% Western arms share is the single strongest anchor preventing further drift toward China. For both great powers, arms sales are the highest-return long-term alignment investment.</p></li><li><p><strong>Trade dependence becomes alignment leverage non-linearly.</strong> The convex relationship and the suggestive 10% threshold mean the policy target should be preventing *concentration*, not eliminating trade. A country that trades 8% with China is in a qualitatively different position from one that trades 12%. Sixteen countries sit near that threshold. For US policymakers, the implication is surgical: friend-shoring should focus on preventing the trade dependence that creates political leverage, not on a blanket reduction in China trade that is impossible and counterproductive.</p></li></ol><h3>The Arc</h3><p>Over these four posts, we&#8217;ve traced an arc from convergence to partial bifurcation.</p><p>In 2004, the institutional infrastructure of a parallel international order did not exist. The world was unipolar by default.</p><p>By 2024, the infrastructure has been built, the sorting has begun, and a bipolar structure is visible in the data: 20 countries in a US-aligned cluster, 18 in a China-aligned cluster, 8 on a contested diagonal between them. The sorting is driven by institutions and development finance, not by geography or threat perception. Arms procurement is the strongest alignment signal. Economic and political alignment are partially decoupled: countries trade with China and finance through the US, a pattern sustained by the dollar&#8217;s role as universal intermediary but with no historical precedent.</p><p>Under pure gravity, the system barely moves. Under policy pressure, it tips. Under a full sorting event, the contested middle collapses and the cost is 3.8 to 4.2% of global GDP, distributed radically unevenly: Singapore at 12.5%, South Korea at 8.3%, Australia at 6.7%, Nigeria at 1.7%.</p><p>The world in 2044 will not look like the Cold War. The structural forces driving trade and capital diverge in ways the US-Soviet competition never faced. But it will not look like 2004 either. </p><p>The question is not whether the world is bifurcating. The data show it is. The question is whether the bifurcation completes, stalls at the current metastable equilibrium, or gets forced by the kind of crisis that has resolved every prior episode of bloc formation in the historical record.</p><p>The gravity models project drift. History suggests crisis.</p>]]></content:encoded></item><item><title><![CDATA[Perspective on Risk - June 6, 2026 (Globalization & Blocs #3)]]></title><description><![CDATA[The Trade-Capital Divergence]]></description><link>https://perspectiveonrisk.substack.com/p/perspective-on-risk-june-6-2026-globalization</link><guid isPermaLink="false">https://perspectiveonrisk.substack.com/p/perspective-on-risk-june-6-2026-globalization</guid><dc:creator><![CDATA[Brian Peters]]></dc:creator><pubDate>Sat, 06 Jun 2026 15:01:40 GMT</pubDate><content:encoded><![CDATA[<p>This is the third post in a series.  Click these links to read the first two posts: <a href="/__u/perspectiveonrisk.substack.com/p/perspective-on-risk-june-4-2026-globalization">post #1</a>, <a href="/__u/perspectiveonrisk.substack.com/p/perspective-on-risk-june-5-2026-globalization">post #2</a></p><h3>The Trade-Capital Divergence</h3><p>Thirteen countries in our sample trade more with China than with the United States yet park their financial surpluses in the dollar system. Australia sells 30% of its exports to China and sends 57% of its portfolio investment to the US. South Korea trades 20% with China and directs 64% of its portfolio to the US. Japan, Germany, the Netherlands, New Zealand, Poland: same pattern. The economic gravity of these countries is split. </p><p>Their goods flow east. Their money flows west.</p><p>Standard macroeconomics says this shouldn&#8217;t persist. The balance-of-payments identity requires that trade surpluses flow somewhere as capital. A country running persistent surpluses with China should, in principle, accumulate Chinese financial assets. Yet the data show the opposite: surpluses earned in China trade are recycled into dollar assets. </p><p><strong>The question is whether this disconnect is a transitional lag or a durable structural feature of the international system.</strong></p><p>The answer has implications well beyond the alignment maps. It connects to everything I&#8217;ve written about in prior Perspective posts on the dollar, on liquidity, on the financial system&#8217;s architecture. The trade-capital divergence is the structural reason the geopolitics story and the financial-system story are the same story.</p><h4>The Domain Divergence</h4><p>The broader finding first: economic and political alignment are partially decoupled, and the degree of decoupling is large enough to be the defining structural feature of the current geopolitical environment.</p><p>The evidence is in the principal component analysis. When we run PCA on all fourteen sub-components of the alignment index, the first principal component explains only 43.6% of variance on the US side and 52.7% on the China side. That sounds high until you compare it to what happens when you restrict the analysis to political sub-components alone (diplomacy, arms, institutions): the first PC jumps to 68-71% explained variance. The drop occurs because the economic sub-components load weakly or orthogonally to the political ones.</p><p>The loadings tell the story. On the China side: arms procurement loads at 0.69, institutional membership at 0.65, diplomacy at 0.28. All four economic sub-components (trade, portfolio, FDI, development finance) are near zero: 0.04, 0.13, -0.02, 0.03. A country&#8217;s choice of arms supplier and institutional memberships tell you almost everything about its political alignment with China. Its trade and investment patterns tell you almost nothing.</p><p>Country by country, the divergence is vivid:</p><p><strong>Mexico:</strong> economic net alignment +0.55, political net alignment +0.12. Trades 61% with the US and sends 99% of FDI there, but votes with China at the UNGA. If forced to align politics with economics, Mexico would be firmly in the US bloc. If forced to align economics with politics, Mexico would need the largest trade reorientation of any country in the sample.</p><p><strong>India:</strong> economic net +0.19, political net -0.48. Portfolio investment flows to the US (0.66 share). Diplomacy, arms, and institutions pull toward China. India&#8217;s economic gravity is Western; its political gravity is non-aligned-to-Eastern.</p><p><strong>Australia:</strong> economic net +0.09, political net +0.59. Politically deep in the US network (Five Eyes, AUKUS, Quad, 96% Western arms), but 30% trade with China. If a sorting event forced economic alignment to match political alignment, Australia would face the largest adjustment cost of any US-allied economy.</p><p><strong>Taiwan:</strong> economic net -0.18, political net +0.50. Sends 26% of outward FDI to China (the highest in the sample) while being a de facto US ally. Taiwan&#8217;s economic dependence on China is its single greatest geopolitical vulnerability.</p><p>In every prior episode of bloc formation, this divergence eventually resolved. The interwar sterling and dollar blocs aligned trade with finance. Cold War blocs aligned trade with security. But the convergence wasn&#8217;t automatic. It required a sorting event: the Marshall Plan, the Korean War, Britain&#8217;s departure from the gold standard. Before those events, countries maintained economic ties across the emerging political divide. Exactly as they do today.</p><p>The current environment has produced several candidate sorting events (the Huawei ban in 2019, the October 2022 chip controls, the Russian reserve seizures in 2022). But none has been comprehensive enough to force economic alignment across the board. The chip controls affected South Korea and Taiwan. The Russian sanctions affected Russia and its immediate partners. Neither forced Brazil or India or Saudi Arabia to choose. The domain divergence persists because no single event has yet forced the full sample to reveal preferences simultaneously.</p><h4>The Deeper Puzzle: Trade and Capital Pull in Opposite Directions</h4><p>The domain divergence is the known known. The deeper puzzle is that it&#8217;s getting worse, not better, under structural projections.</p><p>Using bilateral gravity models calibrated to demographic trends and GDP forecasts, I projected trade shares and capital flow shares for each country through 2044. The results move in opposite directions.</p><p><strong>Trade gravitates toward China.</strong> China&#8217;s share of the 46-country GDP universe rises from 19.2% (2024) to 22.8% (2044). Under the baseline projection (demographic-driven GDP growth, no policy shocks), trade shares with China rise for most countries. By 2044, 13 countries trade more with China than with the US yet remain net US-aligned, up from 10 in 2024. The list includes Australia, Japan, South Korea, Germany, the Netherlands, Poland, New Zealand, Ukraine, Hungary, Turkey, Chile, and Argentina.</p><p><strong>Capital gravitates toward the United States.</strong> Using the demographic gravity model from my earlier work on capital flows and demographics, we projected portfolio investment and FDI shares. The results diverge sharply from the trade projections. As Japan, Korea, and Europe age, their outward capital gravitates toward the US, whose deeper markets, open capital account, and relatively younger demographics (the US working-age population is still growing, unlike every other advanced economy) make it an increasingly attractive destination.</p><p>Portfolio shares directed to the US rise for virtually every country in the sample:</p><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="/__u/substackcdn.com/image/fetch/$s_!CltC!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F835d1d91-246a-4a74-b1c1-83a30a972ff2_631x214.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="/__u/substackcdn.com/image/fetch/$s_!CltC!, /__u/perspectiveonrisk.substack.com/w_424, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F835d1d91-246a-4a74-b1c1-83a30a972ff2_631x214.png 424w, /__u/substackcdn.com/image/fetch/$s_!CltC!, /__u/perspectiveonrisk.substack.com/w_848, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F835d1d91-246a-4a74-b1c1-83a30a972ff2_631x214.png 848w, /__u/substackcdn.com/image/fetch/$s_!CltC!, /__u/perspectiveonrisk.substack.com/w_1272, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F835d1d91-246a-4a74-b1c1-83a30a972ff2_631x214.png 1272w, /__u/substackcdn.com/image/fetch/$s_!CltC!, /__u/perspectiveonrisk.substack.com/w_1456, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_webp, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F835d1d91-246a-4a74-b1c1-83a30a972ff2_631x214.png 1456w" sizes="100vw"><img src="/__u/substackcdn.com/image/fetch/$s_!CltC!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F835d1d91-246a-4a74-b1c1-83a30a972ff2_631x214.png" width="631" height="214" 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/__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F835d1d91-246a-4a74-b1c1-83a30a972ff2_631x214.png 1272w, /__u/substackcdn.com/image/fetch/$s_!CltC!, /__u/perspectiveonrisk.substack.com/w_1456, /__u/perspectiveonrisk.substack.com/c_limit, /__u/perspectiveonrisk.substack.com/f_auto, /__u/perspectiveonrisk.substack.com/q_auto:good, /__u/perspectiveonrisk.substack.com/fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F835d1d91-246a-4a74-b1c1-83a30a972ff2_631x214.png 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><p>Capital flows toward China also increase, but from a much smaller base and at a slower rate: Singapore&#8217;s portfolio share to China rises from 0.11 to 0.14; Korea&#8217;s FDI to China rises from 0.16 to 0.22. The US&#8217;s relative advantage in attracting capital widens through 2044, even as its advantage in attracting trade narrows.</p><p>This is the finding with no historical parallel. In the 1930s, trade blocs and currency blocs were mutually reinforcing. Eichengreen and Irwin (1995) document that the sterling bloc traded internally and invested internally. The projection suggests the opposite: the structural forces driving trade (GDP mass, geographic proximity) and the structural forces driving capital (financial depth, institutional quality, demographic complementarity) push in different directions.</p><p>The implication: the domain divergence is not a transitional artifact that gravity will resolve. It is a structural feature of the US-China competition that bilateral gravity models expect to persist and deepen. </p><p><strong>A comprehensive sorting event that forces convergence would need to overcome the fundamental divergence between comparative advantage in goods (which favors China&#8217;s manufacturing scale) and comparative advantage in finance (which favors US capital market depth). </strong>This structural tension makes clean bipolar sorting costlier than any prior historical episode.</p><h4>The Dollar as Universal Intermediary</h4><p>So how does it work? How can countries trade with China and finance through the US without the balance of payments identity breaking?</p><p>The resolution lies in the dollar&#8217;s role as universal intermediary. A Vietnamese exporter sells goods to China, receives payment in dollars (or converts renminbi to dollars almost immediately), deposits those dollars in a correspondent bank in New York, and the surplus flows into US Treasury securities or dollar-denominated money market instruments. The bilateral trade relationship is with China. The bilateral financial relationship is with the United States. The dollar system intermediates even flows that do not involve the US as a counterparty.</p><p>This is the operational mechanism behind Barry Eichengreen&#8217;s &#8220;exorbitant privilege.&#8221; Not a privilege of seigniorage, but a privilege of intermediation. As long as the dollar clears 88% of foreign exchange transactions (BIS Triennial Survey, 2022) and denominates 54% of global trade invoicing <a href="https://www.aeaweb.org/articles?id=10.1257/aer.20171201">Boz, Casas, Diez, Gopinath, and Gourinchas</a> (2022<em><strong>)</strong></em>, the financial system routes surpluses earned anywhere into dollar assets regardless of where the goods trade occurs.</p><p>Countries are not choosing to invest in the US despite trading with China. The plumbing of the international monetary system automatically converts trade surpluses into dollar claims. The choice is not bilateral. It is systemic.</p><p>The persistence of the divergence also reflects a fundamental asymmetry between goods markets and financial markets. Reorienting trade is costly but bounded. The evidence on US import rerouting from China to Vietnam and Mexico <a href="https://www.kansascityfed.org/Jackson%20Hole/documents/9774/AlfaroChor_JacksonHole_30Aug2023.pdf">Global Supply Chains: The Looming &#8220;Great Reallocation&#8221;</a>  (Alfaro et al., Jackson Hole, 2023) shows trade can shift 6 percentage points in five years when policy pressure is applied. Financial infrastructure operates on an entirely different timescale. Replicating the depth and liquidity of the $27 trillion US Treasury market, the legal infrastructure of English-law contracts and New York arbitration, the SWIFT/CHIPS messaging and clearing network (11,000+ institutions across 200+ countries), and the correspondent banking relationships that undergird dollar clearing: this is a generational project with no historical precedent for rapid substitution.</p><p>The sterling precedent puts a number on the lag. Britain&#8217;s share of world trade peaked in the 1870s and declined steadily for six decades. Sterling&#8217;s share of global reserves did not fall below 50% until the late 1940s, and did not reach its current level (roughly 5%) until the 1970s. The lag between trade decline and financial decline was 70 to 100 years. If the dollar follows a similar trajectory, the trade-capital divergence could persist well beyond 2044.</p><h4>Three Things That Could Break It</h4><p>The divergence is durable but not permanent. Three mechanisms could force convergence.</p><p><strong>Weaponization of Financial Chokepoints</strong></p><p>Every exercise of US financial coercion raises the cost of intermediation through the dollar system. SWIFT exclusions, secondary sanctions, asset freezes, threatened restrictions on dollar clearing. Farrell and Newman&#8217;s framework predicts a self-undermining dynamic: the more aggressively the US exploits the chokepoint, the faster countries build alternatives.</p><p>The freezing of $300 billion in Russian central bank reserves in 2022 was the most consequential demonstration that dollar-denominated assets can be weaponized against their holders. For the 27 countries not firmly in the US political orbit (21 China-aligned plus 6 on the contested diagonal), this created an incentive to diversify that did not previously exist at scale.</p><p>Eichengreen&#8217;s most recent assessment (&#8221;<a href="https://www.cigionline.org/static/documents/Barry_Eichengreen_phCpxAb.pdf">When the Facts Change,</a>&#8221; CIGI, June 2025) identifies the Russian reserve seizure as the event most likely to have shifted the structural equilibrium. But his conclusion is cautious: the alternatives are not yet credible enough to trigger rapid reallocation. The incentive exists. The infrastructure does not.</p><p><strong>China Opens Its Capital Account</strong></p><p>The binding constraint on financial bifurcation is supply, not demand. Countries that might prefer to hold renminbi-denominated assets face a practical problem: China does not fully allow it. The capital account is managed. The onshore bond market lacks foreign-friendly infrastructure for custody, settlement, and legal recourse. Property rights under Chinese law are uncertain for foreign holders.</p><p>Until China liberalizes, the dollar remains the default recycling destination almost by elimination. The renminbi&#8217;s share of global reserves has stalled at approximately 2.3% since 2022, far below what China&#8217;s 15% share of global goods trade would predict. The gap between trade weight and financial weight is itself the single best measure of how far China is from offering a credible alternative.</p><p>China&#8217;s Cross-Border Interbank Payment System (CIPS) is growing: 193 direct participants, 1,573 indirect, spanning 124 countries, with RMB 180.2 trillion (roughly $26.4 trillion) in transactions in 2025, up 43% from 2024. But CIPS still relies on SWIFT messaging for over 80% of transactions. The yuan accounts for 3% of global SWIFT payments versus 48% for the dollar.</p><p>Project mBridge (the BIS initiative with central banks of China, Thailand, Hong Kong, and the UAE) reached MVP stage in June 2024 and processed $55.49 billion through November 2025. The architecture for SWIFT bypass exists. The scale is trivial.</p><p>But as I&#8217;ve documented in the Demographics and Capital Flows series, China&#8217;s window for openning is very tight.</p><p><strong>A Phase Transition</strong></p><p>The <a href="https://www.cambridge.org/core/journals/network-science/article/transitions-between-peace-and-systemic-war-as-bifurcations-in-a-signed-network-dynamical-system/1745EA13BACCB044C67A65D1E04FD2FC">Morrison, Kutz, and Gabbay model of international relations as a signed network</a> (Network Science, 2023) provides the formal framework for how the divergence could close suddenly rather than gradually. Their model shows that the system exhibits a sharp bifurcation from a mixed equilibrium to a polarized one as structural balance pressures exceed a critical threshold, and the transition is hysteretic: once the system tips, returning to the prior state requires reducing pressures well below the original tipping point.</p><p>Applied to the trade-capital divergence: if a Taiwan crisis, a comprehensive financial embargo, or an equivalent sorting event forced countries to choose between the dollar system and a China-centered alternative simultaneously, the financial divergence could close in years rather than decades. Individual country defections from the dollar system face prohibitive switching costs. Coordinated defection (a critical mass of countries moving together, as mBridge is designed to facilitate) could generate the network effects needed to make an alternative viable.</p><p>The key word is simultaneously. The gold standard was a metastable equilibrium until September 1931, when Britain&#8217;s departure triggered coordinated exits by 25 countries within 18 months. The question for the dollar system is whether its depth advantage is large enough to prevent a similar cascade.</p><h4>Metastable</h4><p>There&#8217;s that word again.</p><p>The most accurate characterization of the trade-capital divergence is that it represents a metastable equilibrium. Stable against small perturbations. Vulnerable to a sufficiently large shock.</p><p>The dollar system&#8217;s network effects, institutional depth, and legal infrastructure make it self-reinforcing under normal conditions. Countries trade with China and finance through the US not because they have chosen this arrangement but because the global financial plumbing routes surpluses into dollar assets automatically. No individual country can profitably defect. The switching costs exceed the benefits of any unilateral move.</p><p>But metastability is not stability. Each exercise of financial coercion incrementally raises the return to coordinated defection. The system&#8217;s vulnerability lies precisely in its dependence on continued US restraint in weaponizing the chokepoints that sustain it.</p><p>If the divergence persists, the current equilibrium costs nothing and the alignment map remains structurally ambiguous. If the divergence must close, the direction of closure determines the architecture of the international system for the next century. Trade converging with finance means countries reduce their China trade to match their dollar-system commitment: the &#8220;friend-shoring&#8221; outcome. Finance converging with trade means countries reduce their dollar-system dependence to match their China trade orientation: the de-dollarization outcome. The second is far more consequential and far less studied, because it implies not just a reallocation of portfolios but a restructuring of the global monetary system itself.</p><p>History suggests that when trade and financial patterns diverge long enough, it is the financial arrangement that eventually gives way. But the lag is measured in decades. And the transition is triggered by crisis, not drift.</p><p>The world&#8217;s financial plumbing was built for a unipolar moment that no longer exists. The question isn&#8217;t whether it adapts. It&#8217;s whether it adapts gradually or all at once.</p>]]></content:encoded></item></channel></rss>