<?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[Snowball Research]]></title><description><![CDATA[Exploring the intersection of markets, innovation and growth]]></description><link>https://snowballresearch.xyz</link><image><url>https://substackcdn.com/image/fetch/$s_!WPQD!,w_256,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8b4cd0d1-fd3a-4c7c-953b-2353ce857ec7_1024x1024.png</url><title>Snowball Research</title><link>https://snowballresearch.xyz</link></image><generator>Substack</generator><lastBuildDate>Tue, 12 May 2026 10:27:26 GMT</lastBuildDate><atom:link href="https://snowballresearch.xyz/feed" rel="self" type="application/rss+xml"/><copyright><![CDATA[Bryan]]></copyright><language><![CDATA[en]]></language><webMaster><![CDATA[snowballrolling@substack.com]]></webMaster><itunes:owner><itunes:email><![CDATA[snowballrolling@substack.com]]></itunes:email><itunes:name><![CDATA[Bryan @ Snowball Research]]></itunes:name></itunes:owner><itunes:author><![CDATA[Bryan @ Snowball Research]]></itunes:author><googleplay:owner><![CDATA[snowballrolling@substack.com]]></googleplay:owner><googleplay:email><![CDATA[snowballrolling@substack.com]]></googleplay:email><googleplay:author><![CDATA[Bryan @ Snowball Research]]></googleplay:author><itunes:block><![CDATA[Yes]]></itunes:block><item><title><![CDATA[Chokepoint Investing]]></title><description><![CDATA[A tango with eagles, dragons, bulls and bears]]></description><link>https://snowballresearch.xyz/p/chokepoint-investing</link><guid isPermaLink="false">https://snowballresearch.xyz/p/chokepoint-investing</guid><dc:creator><![CDATA[Bryan @ Snowball Research]]></dc:creator><pubDate>Wed, 28 Jan 2026 06:55:35 GMT</pubDate><enclosure url="https://substack-post-media.s3.amazonaws.com/public/images/d15251bc-7121-418e-ba9b-65dc38c0cd42_2816x1536.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<h1>The geopolitical Three-Body Problem</h1><p>Just as I was about to call 2025 a weird year and be done with it, the headlines in the first few weeks of January have made it clear there&#8217;s no reprieve. What&#8217;s more interesting is how it&#8217;s leaking into real life - friend group chats, family dinners, and my TikTok FYP are all talking about the somewhat bizarre events of recent weeks.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!rj7l!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0cb8b9f5-76ad-4ca9-a3da-6b77d4d127fc_1024x572.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!rj7l!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0cb8b9f5-76ad-4ca9-a3da-6b77d4d127fc_1024x572.jpeg 424w, https://substackcdn.com/image/fetch/$s_!rj7l!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0cb8b9f5-76ad-4ca9-a3da-6b77d4d127fc_1024x572.jpeg 848w, https://substackcdn.com/image/fetch/$s_!rj7l!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0cb8b9f5-76ad-4ca9-a3da-6b77d4d127fc_1024x572.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!rj7l!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0cb8b9f5-76ad-4ca9-a3da-6b77d4d127fc_1024x572.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!rj7l!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0cb8b9f5-76ad-4ca9-a3da-6b77d4d127fc_1024x572.jpeg" width="1024" height="572" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/0cb8b9f5-76ad-4ca9-a3da-6b77d4d127fc_1024x572.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:572,&quot;width&quot;:1024,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:78482,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/jpeg&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:true,&quot;internalRedirect&quot;:&quot;https://snowballresearch.xyz/i/184324156?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0cb8b9f5-76ad-4ca9-a3da-6b77d4d127fc_1024x572.jpeg&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!rj7l!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0cb8b9f5-76ad-4ca9-a3da-6b77d4d127fc_1024x572.jpeg 424w, https://substackcdn.com/image/fetch/$s_!rj7l!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0cb8b9f5-76ad-4ca9-a3da-6b77d4d127fc_1024x572.jpeg 848w, https://substackcdn.com/image/fetch/$s_!rj7l!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0cb8b9f5-76ad-4ca9-a3da-6b77d4d127fc_1024x572.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!rj7l!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0cb8b9f5-76ad-4ca9-a3da-6b77d4d127fc_1024x572.jpeg 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 role="img" 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><title></title><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">Image generated by Gemini and inspired by <a href="https://x.com/KobeissiLetter/status/2015088452673347769">Kobeissi Letter</a>&#8217;s Tweet</figcaption></figure></div><p>It is almost as if there is a collective realisation that the global order is shifting - that these are <strong>not one-off antics but part of a structural re-shuffling of priorities amongst the major powers</strong>. The velocity at which these developments unfolded also brings in an odd sense of urgency, and serves as a reminder that <strong>policy and market cycles are indeed being compressed</strong> - what used to take months of negotiation is now being reduced to hastened unilateral actions and reactions. </p><p>Recent geopolitical events have accelerated the transition towards a dynamic multipolar system - a state aptly described by former Singaporean Foreign Minister George Yeo as a <strong><a href="https://www.youtube.com/watch?v=m4ONH3hA2TQ">geopolitical &#8220;Three-Body Problem&#8221;</a></strong>. In this new configuration, the gravitational pulls of major poles like the USA, China and Europe create unpredictable orbits for the rest of the world. </p><p>While chaotic, the disturbances created by this cosmic tug-of-war will <strong>set trends in motion that create fresh investment opportunities.</strong></p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!OFIT!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0c22a09b-539c-4947-9435-cac04bf0194a_1024x559.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!OFIT!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0c22a09b-539c-4947-9435-cac04bf0194a_1024x559.jpeg 424w, https://substackcdn.com/image/fetch/$s_!OFIT!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0c22a09b-539c-4947-9435-cac04bf0194a_1024x559.jpeg 848w, https://substackcdn.com/image/fetch/$s_!OFIT!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0c22a09b-539c-4947-9435-cac04bf0194a_1024x559.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!OFIT!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0c22a09b-539c-4947-9435-cac04bf0194a_1024x559.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!OFIT!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0c22a09b-539c-4947-9435-cac04bf0194a_1024x559.jpeg" width="1024" height="559" 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srcset="https://substackcdn.com/image/fetch/$s_!OFIT!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0c22a09b-539c-4947-9435-cac04bf0194a_1024x559.jpeg 424w, https://substackcdn.com/image/fetch/$s_!OFIT!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0c22a09b-539c-4947-9435-cac04bf0194a_1024x559.jpeg 848w, https://substackcdn.com/image/fetch/$s_!OFIT!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0c22a09b-539c-4947-9435-cac04bf0194a_1024x559.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!OFIT!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F0c22a09b-539c-4947-9435-cac04bf0194a_1024x559.jpeg 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 role="img" 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><title></title><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">Image generated by Gemini and is a conceptual illustration for entertainment purposes only </figcaption></figure></div><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://snowballresearch.xyz/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe now&quot;,&quot;action&quot;:null,&quot;class&quot;:null}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://snowballresearch.xyz/subscribe?"><span>Subscribe now</span></a></p><div><hr></div><h1>A dance of eagles, dragons, bulls and bears</h1><p>I believe that we are in the midst of a <strong>global reindustrialisation buildout</strong>, driven by a collective shift in priorities from <strong>absolute economic efficiency</strong> (ie. mutual interdependence, comparative advantage) towards <strong>national and economic security</strong> (ie. sovereign supply chains, reshoring and friend-shoring). </p><p>Against this backdrop, capital no longer flows solely to the most efficient producers, but to strategically aligned producers that resolve supply chain chokepoints for key technologies. This has positive implications on a swath of <strong>industrial sectors like AI , defence and energy infrastructure</strong> across their entire value chains, which includes their <strong>commodity inputs.</strong></p><p>These priorities are <strong>explicitly codified in the</strong> <strong>national strategy plans</strong> of the major powers, which were just released in the <strong>past couple of months</strong>. This provides crucial insights on their motivations for their recent actions on the global stage.</p><h3>The USA</h3><p>The <a href="https://www.whitehouse.gov/wp-content/uploads/2025/12/2025-National-Security-Strategy.pdf">2025 National Security Strategy of the USA</a> marks a definitive departure from globalism that characterised US foreign policy for decades. This has given way to an &#8220;American First&#8221; posture, with focuses on:</p><ul><li><p><strong>Home ground protection</strong> - reasserting American preeminence in the <strong>Western Hemisphere (Donroe Doctrine).</strong></p></li><li><p><strong>Defence</strong> - strategy of burden-sharing / burden-shifting, which encourages <strong>other nations</strong> to assume primary responsibility for their regions and <strong>contribute more to collective defence. </strong>The US also aims to<strong> revive its Defence Industrial Base</strong>, which involves <strong>reshoring of defence industrial supply</strong> chains.</p></li><li><p><strong>Supply chain independence - </strong>securing <strong>access to critical supply chains and materials</strong> such that it is not dependent on outside powers for core components.</p></li><li><p><strong>Energy</strong> - Restoring energy dominance in <strong>oil, gas, coal and nuclear</strong> and reshoring key energy components.</p></li><li><p><strong>Crucial technologies - AI, biotech and quantum computing.</strong></p></li></ul><h3>China</h3><p>Meanwhile, China&#8217;s framework for its upcoming <a href="https://english.www.gov.cn/news/202510/28/content_WS6900adb9c6d00ca5f9a07216.html">15th five-year plan</a> paints a picture of its pivot from growth at all costs to high-quality growth while strengthening its national security and domestic consumption.</p><ul><li><p><strong>Economic self-sufficiency - </strong>Combating sluggish domestic demand via boosting consumption, improving employment and incomes, fiscal spending.</p></li><li><p><strong>Building up national security </strong> - Ensuring industrial chains are <strong>self-supporting and risk-resilient.</strong> Focus on <strong>food, energy and resources</strong>, <strong>key industrial and supply chains</strong>, transition to clean energy, building up <strong>strategic mineral reserves.</strong></p></li><li><p><strong>Technological sovereignty</strong> - Driving progress in <strong>integrated circuits, industrial machine tools, high-end equipment</strong>, software. Strengthening <strong>self-sufficiency</strong> in scientific and technological infrastructure.</p></li><li><p><strong>Transition to clean energy - </strong>Developing wind, photovoltaic, hydro, and nuclear energy. Developing energy storage, constructing smart grids, microgrids.</p></li><li><p><strong>Fostering industries of the future - AI,</strong> <strong>quantum, biomanufacturing, hydrogen and nuclear fusion power, brain-computer interfaces, robotics, 6G mobile</strong>.</p></li></ul><p>While the USA and China may operate from different ideological foundations, they are essentially converging towards <strong>industrial policies that aggressively focus on the same critical chokepoints</strong>.</p><div><hr></div><h1>The realist&#8217;s guide to the galaxy</h1><p>I am of the view that the era of frictionless digital scaling which was accelerated by Covid has <strong>reached a physical ceiling</strong>. Consequently, the most significant growth will now come from the <strong>gatekeepers of hard assets like specialised hardware, energy and critical commodities. </strong>This would be accentuated by inelastic demand from industrial policies.</p><blockquote><p><em>&#8220;Software ate the world. Now hardware is fighting back with a vengeance.&#8221;</em></p><p><em><a href="https://x.com/stevehou/status/2011516219443331459">Steve Hou</a></em></p></blockquote><p>The sections that follow are my attempt to synthesise a messy set of narratives into a handful of coherent themes. I&#8217;m optimising for breadth here to illustrate the vastness of the opportunity set rather than trying to be exhaustive. Each theme (and many of the subthemes) could easily warrant a full article on its own.</p><div><hr></div><h1>Theme 1: Race for Sovereign Intelligence </h1><p>If it were not clear yet, AI is no longer just a tech sector, but a strategic priority across multiple stakeholders of society. </p><p><strong>To governments</strong>, it is the new &#8220;Space Race&#8221; for intelligence - see relevant <a href="https://x.com/howdymerry/status/2014818226572792082">article</a> from <span class="mention-wrap" data-attrs="{&quot;name&quot;:&quot;mary from twitter&quot;,&quot;id&quot;:4198700,&quot;type&quot;:&quot;user&quot;,&quot;url&quot;:null,&quot;photo_url&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/a23e5d10-6b85-4827-b698-b8bda7fd4eb6_640x640.jpeg&quot;,&quot;uuid&quot;:&quot;ef3b071f-e362-4967-b98a-73c2dcb0f306&quot;}" data-component-name="MentionToDOM"></span>.</p><blockquote><p><em>&#8220;Winning the AI race will usher in a new golden age of human flourishing, economic competitiveness, and national security for the American people.&#8221;</em></p><p><em><a href="https://www.whitehouse.gov/articles/2025/07/white-house-unveils-americas-ai-action-plan/">America&#8217;s AI Action Plan</a></em></p><p><em>&#8220;China aims to achieve secure and reliable supply of key core artificial intelligence (AI) technologies by 2027, with its industrial scale and empowerment level remaining among the world's forefront.&#8221;</em></p><p><em><a href="https://www.nda.gov.cn/sjj/zwgk/tzgg/0107/20260107214358696030895_pc.html">&#12298;&#8220;&#20154;&#24037;&#26234;&#33021;+&#21046;&#36896;&#8221;&#19987;&#39033;&#34892;&#21160;&#23454;&#26045;&#24847;&#35265;&#12299;</a></em></p></blockquote><p><strong>To corporates and startups</strong>, it is a quest for monopoly rents and enhanced productivity. This is best encapsulated by the amount of capital they are pouring into securing hardware and infrastructure for compute.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!iwTf!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb5d3966b-d41f-4f7b-a931-196d2ec15acd_1214x1006.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!iwTf!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb5d3966b-d41f-4f7b-a931-196d2ec15acd_1214x1006.png 424w, https://substackcdn.com/image/fetch/$s_!iwTf!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb5d3966b-d41f-4f7b-a931-196d2ec15acd_1214x1006.png 848w, https://substackcdn.com/image/fetch/$s_!iwTf!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb5d3966b-d41f-4f7b-a931-196d2ec15acd_1214x1006.png 1272w, https://substackcdn.com/image/fetch/$s_!iwTf!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb5d3966b-d41f-4f7b-a931-196d2ec15acd_1214x1006.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!iwTf!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb5d3966b-d41f-4f7b-a931-196d2ec15acd_1214x1006.png" width="1214" height="1006" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/b5d3966b-d41f-4f7b-a931-196d2ec15acd_1214x1006.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1006,&quot;width&quot;:1214,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;Big Tech may only get half the profit it needs to justify AI investment,  Goldman warns | Fortune&quot;,&quot;title&quot;:null,&quot;type&quot;:null,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="Big Tech may only get half the profit it needs to justify AI investment,  Goldman warns | Fortune" title="Big Tech may only get half the profit it needs to justify AI investment,  Goldman warns | Fortune" srcset="https://substackcdn.com/image/fetch/$s_!iwTf!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb5d3966b-d41f-4f7b-a931-196d2ec15acd_1214x1006.png 424w, https://substackcdn.com/image/fetch/$s_!iwTf!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb5d3966b-d41f-4f7b-a931-196d2ec15acd_1214x1006.png 848w, https://substackcdn.com/image/fetch/$s_!iwTf!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb5d3966b-d41f-4f7b-a931-196d2ec15acd_1214x1006.png 1272w, https://substackcdn.com/image/fetch/$s_!iwTf!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb5d3966b-d41f-4f7b-a931-196d2ec15acd_1214x1006.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 role="img" 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><title></title><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"><a href="https://finance.yahoo.com/news/tech-companies-may-only-half-115338788.html">Chart Source</a></figcaption></figure></div><p><strong>To capital providers</strong>, it represents a bid for the winning ticket in the next technological revolution.  What started as a training-driven chip shortage seen in 2023 has cascaded into a secular growth cycle across the entire value chain. </p><p>This has translated to wealth creation opportunities throughout the hardware stack. As a simple illustration: Hyperscalers like Microsoft use <strong>Nvidia</strong>-designed Chips which are fabricated at <strong>TSMC</strong>. This requires memory components from <strong>SK Hynix, Micron</strong> and machinery from <strong>ASML</strong> and <strong>Applied Materials</strong>. Substrates from <strong>Ibiden and Unimicron</strong> are used in the packaging process, which are composed of glass cloth from <strong>Nittobo </strong>and <strong>copper</strong>. </p><p>The list goes on in both breadth and depth, and virtually every subsector has re-rated upwards. Yet, persistent shortages in intermediate components still exist, which suggests to me that there is still upside in this theme for the discerning investor.</p><p>There is much to unpack in this space, and I don&#8217;t pretend to have the full picture. But a few developments strike me as particularly interesting.</p><ul><li><p><strong>US sovereign AI build out</strong> - Intel becomes the de-facto national face of domestic HPC chips production, after the US Gov took a 9.9% stake. Acts as a hedge against geopolitical risks regarding TSMC, but faces idiosyncratic execution risks.</p></li><li><p><strong>China&#8217;s push for self-sufficiency in AI - </strong>Guidance now restricts foreign AI chips in state-funded data centers, mechanically pulling demand toward domestic accelerators. Electricity subsidies reduce the operating costs of less energy-efficient domestic chips, making &#8220;good enough&#8221; hardware economically viable at scale. Additionally, recent Chinese AI IPOs have done well (Minimax, Zhipu, Biren). This supports the demand for domestic chips and might benefit BIDU (owns 59.45% of Kunlunxin, which has filed to go public).</p></li><li><p><strong>Persistent demand for foundry tools</strong> - TSMC sets $52-56b capex budget for 2026 (+27% to +37% from 2025). This bodes well for foundry machinery spend on ASML, AMAT and other upstream inputs. </p><blockquote><p><em>&#8220;Our customers continue to provide us with their positive outlook. In addition, our customers' customer, who are mainly the cloud service providers, are also providing strong signals and reaching out directly to request the capacity to support their business. Thus, our conviction in the multi-year AI megatrend remains strong, and we believe the demand for semiconductor will continue to be very fundamental.&#8221;</em></p><p><em><a href="https://investor.tsmc.com/english/encrypt/files/encrypt_file/reports/2026-01/51d09df96cd89ac19d65af39032b038dc2896a24/TSMC%204Q25%20Transcript.pdf">C.C. Wei</a> - TSMC CEO, 4Q25 earnings call</em></p></blockquote></li><li><p><strong>Increased CPU demand due to agentic AI workflows</strong> - might benefit major CPU players like INTC and AMD.</p><blockquote><p><em>&#8220;As agentic AI ramps up, millions of agents are accessing and doing productive work on compute resources at unprecedented speed with each agent interacting with data sources, tools, and other agents, generating constant streams of CPU-driven operations,&#8221; </em></p><p><em><a href="https://techwireasia.com/2025/12/amd-why-cpus-matter-more-in-agentic-ai-systems/">Alexey Navolokin</a>, General Manager, APAC, AMD</em></p></blockquote></li><li><p><strong>Ongoing shortages of key components </strong>- continued  ASP and volume (dependent on capacity upgrades) momentum for memory, substrates and their upstream components.</p><blockquote><p><em>&#8220;industry-wide supply for key components like DRAM, NAND and substrates has come under increasing pressure due to intense demand to support the rapid expansion of AI infrastructure.&#8221;</em></p><p><em><a href="https://www.fool.com/earnings/call-transcripts/2026/01/23/intel-intc-q4-2025-earnings-call-transcript/">David Zinsner</a>, Intel CFO, 4Q25 earnings call</em></p></blockquote></li></ul><div><hr></div><h1>Theme 2: Rearmament of the West</h1><p>As the security fabric of Pax Americana is being re-woven, I believe that Western rearmament has become a structural necessity. </p><p>President Trump is calling for a ~50% hike of the US defence budget to $1.5T in 2027. This came after an executive order was issued to accelerate defence procurement. This includes identifying underperforming contractors and potentially restricting dividends and stock buybacks on such firms to prioritise delivery and capacity. </p><p>While the headline seems knee-jerk bearish due to the restriction of shareholder-friendly practices, it paints a longer-term sanguine picture for the orderbooks of US defence contractors. </p><blockquote><p><em>&#8220;Every firm across our economy has a right to profit from prudent investment and hard work, but the American defense industrial base also has the responsibility to ensure that America&#8217;s warfighters have the best possible equipment and weapons. These two objectives are not mutually exclusive.&#8221;</em></p><p><em><a href="https://www.whitehouse.gov/presidential-actions/2026/01/prioritizing-the-warfighter-in-defense-contracting/">Executive Order: Prioritizing The Warfighter In Defense Contracting</a></em></p></blockquote><p>Meanwhile, the US is adopting a more transactional &#8220;America First&#8221; stance which <strong>deprioritises foreign military presence</strong> in regions of little national interest to them and <strong>encourages allies to take primary responsibility for its own defence.</strong></p><blockquote><p><em>&#8220;Our elites badly miscalculated America&#8217;s willingness to shoulder forever global burdens to which the American people saw no connection to the national interest.&#8221;</em></p><p><em><a href="https://www.whitehouse.gov/wp-content/uploads/2025/12/2025-National-Security-Strategy.pdf">2025 National Security Strategy of the USA</a></em></p></blockquote><p>This posture is forcing Europe into a reckoning moment. It must now reconcile its underinvestment in defence with the emergence of &#8220;<a href="https://www.europarl.europa.eu/news/en/press-room/20260116IPR32444/eu-must-respond-decisively-to-any-form-of-coercion-against-eu-member-states">an arc of instability</a>&#8221; around its periphery. </p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!DB_D!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe0451edc-e06d-479c-bb02-c875b559759a_805x698.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!DB_D!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe0451edc-e06d-479c-bb02-c875b559759a_805x698.png 424w, https://substackcdn.com/image/fetch/$s_!DB_D!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe0451edc-e06d-479c-bb02-c875b559759a_805x698.png 848w, https://substackcdn.com/image/fetch/$s_!DB_D!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe0451edc-e06d-479c-bb02-c875b559759a_805x698.png 1272w, https://substackcdn.com/image/fetch/$s_!DB_D!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe0451edc-e06d-479c-bb02-c875b559759a_805x698.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!DB_D!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe0451edc-e06d-479c-bb02-c875b559759a_805x698.png" width="805" height="698" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/e0451edc-e06d-479c-bb02-c875b559759a_805x698.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:698,&quot;width&quot;:805,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:80016,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://snowballresearch.xyz/i/184324156?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe0451edc-e06d-479c-bb02-c875b559759a_805x698.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!DB_D!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe0451edc-e06d-479c-bb02-c875b559759a_805x698.png 424w, https://substackcdn.com/image/fetch/$s_!DB_D!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe0451edc-e06d-479c-bb02-c875b559759a_805x698.png 848w, https://substackcdn.com/image/fetch/$s_!DB_D!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe0451edc-e06d-479c-bb02-c875b559759a_805x698.png 1272w, https://substackcdn.com/image/fetch/$s_!DB_D!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe0451edc-e06d-479c-bb02-c875b559759a_805x698.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 role="img" 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><title></title><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"><a href="https://data.worldbank.org/indicator/MS.MIL.XPND.GD.ZS">Chart Source</a></figcaption></figure></div><p>The natural resolution to this dichotomy would be <strong>accelerated defence spending in Europe in a bid to restore self-reliance in its own defence industrial base</strong>, especially in light of its dependence on the US for arms. This is now anchored by NATO&#8217;s pledge to raise combined defence spending to 5% of GDP by 2035. For most EU NATO members, this means a decade-long ramp from the ~2% range, and is <strong>supportive of sustained order growth for European primes</strong> over the medium to long term.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!5pXd!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F03be2263-dbb9-4a63-b539-22fe4b8937f9_701x552.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!5pXd!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F03be2263-dbb9-4a63-b539-22fe4b8937f9_701x552.png 424w, https://substackcdn.com/image/fetch/$s_!5pXd!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F03be2263-dbb9-4a63-b539-22fe4b8937f9_701x552.png 848w, https://substackcdn.com/image/fetch/$s_!5pXd!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F03be2263-dbb9-4a63-b539-22fe4b8937f9_701x552.png 1272w, https://substackcdn.com/image/fetch/$s_!5pXd!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F03be2263-dbb9-4a63-b539-22fe4b8937f9_701x552.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!5pXd!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F03be2263-dbb9-4a63-b539-22fe4b8937f9_701x552.png" width="701" height="552" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/03be2263-dbb9-4a63-b539-22fe4b8937f9_701x552.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:552,&quot;width&quot;:701,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:116210,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://snowballresearch.xyz/i/184324156?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F03be2263-dbb9-4a63-b539-22fe4b8937f9_701x552.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!5pXd!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F03be2263-dbb9-4a63-b539-22fe4b8937f9_701x552.png 424w, https://substackcdn.com/image/fetch/$s_!5pXd!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F03be2263-dbb9-4a63-b539-22fe4b8937f9_701x552.png 848w, https://substackcdn.com/image/fetch/$s_!5pXd!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F03be2263-dbb9-4a63-b539-22fe4b8937f9_701x552.png 1272w, https://substackcdn.com/image/fetch/$s_!5pXd!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F03be2263-dbb9-4a63-b539-22fe4b8937f9_701x552.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 role="img" 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><title></title><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"><a href="https://voxeurop.eu/en/europe-defence-capabilities/">Chart Source</a></figcaption></figure></div><p>That said, it would be challenging for Europe to immediately decouple their defence supply chains from the US, which signals that the region would continue to act as a strong secondary customer base for US primes.</p><p>Moreover, the simultaneous rearmament of the US and Europe further strengthens the case for <strong>Western supply chain resilience for rare earths.</strong> Many precision-guided systems in the West rely on rare earth magnets which are mostly processed by China. This critical dependency is likely to reinforce the need for the West to work more with &#8220;friendly&#8221; players with mining and refining capabilities.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!_jNr!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff3472dac-4b39-4a1b-804b-aafcbd1c61c7_1024x559.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!_jNr!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff3472dac-4b39-4a1b-804b-aafcbd1c61c7_1024x559.jpeg 424w, https://substackcdn.com/image/fetch/$s_!_jNr!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff3472dac-4b39-4a1b-804b-aafcbd1c61c7_1024x559.jpeg 848w, https://substackcdn.com/image/fetch/$s_!_jNr!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff3472dac-4b39-4a1b-804b-aafcbd1c61c7_1024x559.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!_jNr!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff3472dac-4b39-4a1b-804b-aafcbd1c61c7_1024x559.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!_jNr!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff3472dac-4b39-4a1b-804b-aafcbd1c61c7_1024x559.jpeg" width="1024" height="559" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/f3472dac-4b39-4a1b-804b-aafcbd1c61c7_1024x559.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:559,&quot;width&quot;:1024,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:174705,&quot;alt&quot;:&quot;(This infographic is generated by Gemini and intended to illustrate the broad strategic importance of rare earths in defence - it utilises synthesised data and AI-generated estimates that should not be relied upon for exact technical or engineering precision.)&quot;,&quot;title&quot;:null,&quot;type&quot;:&quot;image/jpeg&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://snowballresearch.xyz/i/184324156?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff3472dac-4b39-4a1b-804b-aafcbd1c61c7_1024x559.jpeg&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="(This infographic is generated by Gemini and intended to illustrate the broad strategic importance of rare earths in defence - it utilises synthesised data and AI-generated estimates that should not be relied upon for exact technical or engineering precision.)" title="(This infographic is generated by Gemini and intended to illustrate the broad strategic importance of rare earths in defence - it utilises synthesised data and AI-generated estimates that should not be relied upon for exact technical or engineering precision.)" srcset="https://substackcdn.com/image/fetch/$s_!_jNr!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff3472dac-4b39-4a1b-804b-aafcbd1c61c7_1024x559.jpeg 424w, https://substackcdn.com/image/fetch/$s_!_jNr!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff3472dac-4b39-4a1b-804b-aafcbd1c61c7_1024x559.jpeg 848w, https://substackcdn.com/image/fetch/$s_!_jNr!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff3472dac-4b39-4a1b-804b-aafcbd1c61c7_1024x559.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!_jNr!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff3472dac-4b39-4a1b-804b-aafcbd1c61c7_1024x559.jpeg 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 role="img" 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><title></title><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"><em>This infographic is created by Gemini and intended to illustrate the broad strategic importance of rare earths in defence . It uses aggregated data and AI-generated estimates that should not be relied upon for investment or engineering precision</em></figcaption></figure></div><p>Finally, defence is also breaking new technological frontiers with the increased adoption of <strong>AI (eg. in the case of autonomous weapon systems) and space-based infrastructure (eg. tracking sensors and interceptors)</strong>. I believe that this convergence of emergent technologies and rising defence spending introduces an additional valuation premium for relevant defence equities, fueled by the ongoing AI hype cycle and speculation around a potential SpaceX IPO.</p><div><hr></div><h1>Theme 3: Energy Resilience</h1><p>Ultimately, global reindustrialisation efforts converge on a single bottleneck - energy. The issue here is not so much a lack of energy but a crisis of grid infrastructure and power delivery. </p><p>AI data centres represent one of the fastest growing segments of energy consumption - their electricity demand is expected to double in 5 years.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!8cZa!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9550d0f1-0ae1-4d7f-873c-7838c295fffd_885x562.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!8cZa!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9550d0f1-0ae1-4d7f-873c-7838c295fffd_885x562.png 424w, https://substackcdn.com/image/fetch/$s_!8cZa!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9550d0f1-0ae1-4d7f-873c-7838c295fffd_885x562.png 848w, https://substackcdn.com/image/fetch/$s_!8cZa!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9550d0f1-0ae1-4d7f-873c-7838c295fffd_885x562.png 1272w, https://substackcdn.com/image/fetch/$s_!8cZa!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9550d0f1-0ae1-4d7f-873c-7838c295fffd_885x562.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!8cZa!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9550d0f1-0ae1-4d7f-873c-7838c295fffd_885x562.png" width="885" height="562" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/9550d0f1-0ae1-4d7f-873c-7838c295fffd_885x562.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:562,&quot;width&quot;:885,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:105045,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://snowballresearch.xyz/i/184324156?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9550d0f1-0ae1-4d7f-873c-7838c295fffd_885x562.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!8cZa!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9550d0f1-0ae1-4d7f-873c-7838c295fffd_885x562.png 424w, https://substackcdn.com/image/fetch/$s_!8cZa!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9550d0f1-0ae1-4d7f-873c-7838c295fffd_885x562.png 848w, https://substackcdn.com/image/fetch/$s_!8cZa!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9550d0f1-0ae1-4d7f-873c-7838c295fffd_885x562.png 1272w, https://substackcdn.com/image/fetch/$s_!8cZa!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9550d0f1-0ae1-4d7f-873c-7838c295fffd_885x562.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 role="img" 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><title></title><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"><a href="https://iea.blob.core.windows.net/assets/de9dea13-b07d-42c5-a398-d1b3ae17d866/EnergyandAI.pdf">Chart Source</a></figcaption></figure></div><p>But data centers can be built faster than the grid and generation infrastructure needed to serve them, and their geographic clustering creates local capacity crunches. For instance, there are 6 states in the US where data centres consume &gt; 10% of local electricity supply (Virginia takes pole position at 25%). This benefits companies that <strong>ease bottlenecks in the power transmission value chain like transformers, cables and grid construction</strong>. It would also provide tailwinds for companies that <strong>already own energised land</strong> to lease to hyperscalers.</p><p>To further tackle this problem, it is estimated that half of the global growth in data centre electricity demand will be met by <strong>renewables</strong> by 2035.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!KBUh!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F137dcc1b-7801-4d03-b8ea-51b80e159f85_892x606.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!KBUh!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F137dcc1b-7801-4d03-b8ea-51b80e159f85_892x606.png 424w, https://substackcdn.com/image/fetch/$s_!KBUh!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F137dcc1b-7801-4d03-b8ea-51b80e159f85_892x606.png 848w, https://substackcdn.com/image/fetch/$s_!KBUh!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F137dcc1b-7801-4d03-b8ea-51b80e159f85_892x606.png 1272w, https://substackcdn.com/image/fetch/$s_!KBUh!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F137dcc1b-7801-4d03-b8ea-51b80e159f85_892x606.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!KBUh!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F137dcc1b-7801-4d03-b8ea-51b80e159f85_892x606.png" width="892" height="606" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/137dcc1b-7801-4d03-b8ea-51b80e159f85_892x606.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:606,&quot;width&quot;:892,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:113935,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://snowballresearch.xyz/i/184324156?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F137dcc1b-7801-4d03-b8ea-51b80e159f85_892x606.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!KBUh!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F137dcc1b-7801-4d03-b8ea-51b80e159f85_892x606.png 424w, https://substackcdn.com/image/fetch/$s_!KBUh!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F137dcc1b-7801-4d03-b8ea-51b80e159f85_892x606.png 848w, https://substackcdn.com/image/fetch/$s_!KBUh!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F137dcc1b-7801-4d03-b8ea-51b80e159f85_892x606.png 1272w, https://substackcdn.com/image/fetch/$s_!KBUh!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F137dcc1b-7801-4d03-b8ea-51b80e159f85_892x606.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 role="img" 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><title></title><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"><a href="https://iea.blob.core.windows.net/assets/de9dea13-b07d-42c5-a398-d1b3ae17d866/EnergyandAI.pdf">Chart Source</a></figcaption></figure></div><p><strong>Solar is the fastest growing energy source</strong>, due to its quick deployment times. When <strong>combined with battery storage tech</strong>, the resulting configuration provides constant supply to support the uptime requirements of data centres while staying cost competitive. </p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!WPdq!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdc11b9d0-5123-48b1-95a6-3fef0fcbe85c_731x376.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!WPdq!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdc11b9d0-5123-48b1-95a6-3fef0fcbe85c_731x376.png 424w, https://substackcdn.com/image/fetch/$s_!WPdq!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdc11b9d0-5123-48b1-95a6-3fef0fcbe85c_731x376.png 848w, https://substackcdn.com/image/fetch/$s_!WPdq!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdc11b9d0-5123-48b1-95a6-3fef0fcbe85c_731x376.png 1272w, https://substackcdn.com/image/fetch/$s_!WPdq!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdc11b9d0-5123-48b1-95a6-3fef0fcbe85c_731x376.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!WPdq!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdc11b9d0-5123-48b1-95a6-3fef0fcbe85c_731x376.png" width="731" height="376" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/dc11b9d0-5123-48b1-95a6-3fef0fcbe85c_731x376.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:376,&quot;width&quot;:731,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:31087,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://snowballresearch.xyz/i/184324156?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdc11b9d0-5123-48b1-95a6-3fef0fcbe85c_731x376.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!WPdq!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdc11b9d0-5123-48b1-95a6-3fef0fcbe85c_731x376.png 424w, https://substackcdn.com/image/fetch/$s_!WPdq!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdc11b9d0-5123-48b1-95a6-3fef0fcbe85c_731x376.png 848w, https://substackcdn.com/image/fetch/$s_!WPdq!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdc11b9d0-5123-48b1-95a6-3fef0fcbe85c_731x376.png 1272w, https://substackcdn.com/image/fetch/$s_!WPdq!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fdc11b9d0-5123-48b1-95a6-3fef0fcbe85c_731x376.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 role="img" 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><title></title><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"><a href="https://iea.blob.core.windows.net/assets/5b169aa1-bc88-4c96-b828-aaa50406ba80/GlobalEnergyReview2025.pdf">Chart Source</a></figcaption></figure></div><p>This is a boon for the <strong>solar and battery storage value chain, especially so for non-Chinese manufacturers</strong> due to the <a href="http://english.scio.gov.cn/pressroom/2026-01/12/content_118274454.html">reduction / cancellation of export tax rebates</a> on Chinese PV and battery products. Moreover, rising global usage of solar and battery tech is likely to continue to drive demand for commodity inputs like <strong>silver and lithium</strong>, where both of which are currently facing <strong>projected supply deficits.</strong></p><p>Lastly, <strong>nuclear is starting to play a vital role in the energy mix beyond 2030.</strong> US-based big tech firms have already committed to &gt; 10GW of nuclear energy to power their data centres via a mix of new builds, restarts and use of small modular reactors (SMR). This trend is largely mirrored in China and elsewhere like Europe and Japan as countries race to secure energy supply for their long-term requirements. </p><p>Nuclear power sits at the intersection of civilian energy use cases and military strategy, making it especially imperative for national security. <strong>The critical chokepoint for nuclear fuel globally is currently in enrichment</strong>, with Russia and China controlling &gt; 50% of global LEU enrichment capacity. Russia is also the only nation to commercially produce HALEU, which is crucial for SMRs. Resultantly, the US is aiming to wean itself off Russian supply and build up domestic HALEU refining capacity. </p><div><hr></div><h1>TLDR</h1><p>If you have made it this far, I thank you for having survived my verbose attempt to make sense of what&#8217;s been happening in the world. Here&#8217;s a summary of what&#8217;s been discussed:</p><ul><li><p>National security requirements are converging with physical manufacturing limitations, leading to reindustrialisation and rewiring of global supply chains.</p></li><li><p>The increasing urgency of policy actions and resultant capital flows are being reflected in markets, compressing cycles.</p></li><li><p><strong>Sovereign AI - </strong>Multiple stakeholders are vested in the progress of AI. This enormous end demand has led to cascading manufacturing bottlenecks across the entire value chain, which provides opportunities for the discerning investor.</p></li><li><p><strong>Rearmament of the West - </strong>Under Trump, the US is aiming to spend more to strengthen its defence industrial base and push allies to do the same. Their renewed focus on fortifying their near-abroad has led to Europe having no choice but to pick up the slack to bolster defence around its periphery. This creates a multi-year tailwind for the orderbooks of US and European defence contractors.</p></li><li><p><strong>Energy Resilience - </strong>Energy is the foundation of reindustrialisation but key issues remain in US grid modernisation and meeting localised energy requirements. To meet energy demand, solar + battery storage tech are the fastest growing stopgap solution in the renewables space. Additionally, nuclear is set to play a vital role in the energy mix in the longer-term, but chokepoints still remain in enrichment. This bodes well for companies that can ramp capacity to meet demand, and benefits crucial input commodities.</p><div><hr></div><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://snowballresearch.xyz/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe&quot;,&quot;language&quot;:&quot;en&quot;}" data-component-name="SubscribeWidgetToDOM"><div class="subscription-widget show-subscribe"><div class="preamble"><p class="cta-caption">Thanks for reading Snowball Research! Subscribe for free to receive new posts and support my work.</p></div><form class="subscription-widget-subscribe"><input type="email" class="email-input" name="email" placeholder="Type your email&#8230;" tabindex="-1"><input type="submit" class="button primary" value="Subscribe"><div class="fake-input-wrapper"><div class="fake-input"></div><div class="fake-button"></div></div></form></div></div></li></ul><div><hr></div><h1>Positioning in disequilibrium</h1><p>Indeed, the world seems like it is in disequilibrium. Through my lens, the grind towards a new equilibrium is being shaped by industrial policy and re-wiring of supply chains to solve key physical bottlenecks that serve various national interests. </p><p><strong>My current personal exposure to these themes</strong> is composed of a mix of core factor exposures, sprinkled with a handful of single names for additional juice. This reflects my personal style preference for leveraging beta, which balances upside with idiosyncratic downside risk in single names.</p><ul><li><p><strong>Race for Sovereign Intelligence</strong></p><ul><li><p><strong>SMH - </strong>Catch-all basket for global AI hardware stack.</p></li><li><p><strong>EWY - </strong>Convenient workaround for exposure to Korean-listed memory players, SK Hynix and Samsung. ~45% of EWY is composed of these 2 companies. </p></li><li><p><strong>UMS Integration (SGX:558) - </strong>Singapore-listed OEM for semiconductor equipment. Bulk of revenue derived from Applied Materials and Lam Research, both of which benefit from accelerating foundry capex.</p></li><li><p><strong>BIDU - </strong>Exposure to Kunlunxin amidst rising demand for domestic chips and Chinese IPO boom.</p></li><li><p><strong>Seikoh Giken (TSE:6834) - </strong>Exposure to rising fiber-optic density in data centres. Thesis well-covered by <a href="https://stfbutnou.substack.com/p/seikoh-giken-optic-winners">STF</a> and <a href="https://asymmetricopportunities.substack.com/p/seikoh-giken-tse6834">Asymmetric Opportunities</a>.</p></li></ul></li><li><p><strong>Rearmament of the West</strong></p><ul><li><p><strong>SHLD - </strong>Catch-all basket for key defence primes.</p></li></ul></li><li><p><strong>Energy Resilience</strong></p><ul><li><p><strong>LIT - </strong>Catch-all basket for lithium and battery tech.</p></li><li><p><strong>URNM - </strong>Catch-all basket for uranium ore + miners.</p></li><li><p><strong>IREN - </strong>Exposure to their 2.75GW of pre-secured energised land in Texas which provides hyperscalers with a shortcut past current &gt; 5 year grid interconnection queues.</p></li></ul></li></ul><div><hr></div><h1><strong>Death of software (?) and other open questions</strong></h1><p>While I have conviction in these themes, I am acutely aware that some of the above names have already benefited from glorious run-ups and I endeavour to be nimble with my positioning if momentum stalls. </p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!gUmj!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd88a52b6-c8c2-446f-bdff-23a72727746f_1024x683.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!gUmj!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd88a52b6-c8c2-446f-bdff-23a72727746f_1024x683.jpeg 424w, https://substackcdn.com/image/fetch/$s_!gUmj!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd88a52b6-c8c2-446f-bdff-23a72727746f_1024x683.jpeg 848w, https://substackcdn.com/image/fetch/$s_!gUmj!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd88a52b6-c8c2-446f-bdff-23a72727746f_1024x683.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!gUmj!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd88a52b6-c8c2-446f-bdff-23a72727746f_1024x683.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!gUmj!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd88a52b6-c8c2-446f-bdff-23a72727746f_1024x683.jpeg" width="1024" height="683" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/d88a52b6-c8c2-446f-bdff-23a72727746f_1024x683.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:683,&quot;width&quot;:1024,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:47324,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/jpeg&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://snowballresearch.xyz/i/184324156?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd88a52b6-c8c2-446f-bdff-23a72727746f_1024x683.jpeg&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!gUmj!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd88a52b6-c8c2-446f-bdff-23a72727746f_1024x683.jpeg 424w, https://substackcdn.com/image/fetch/$s_!gUmj!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd88a52b6-c8c2-446f-bdff-23a72727746f_1024x683.jpeg 848w, https://substackcdn.com/image/fetch/$s_!gUmj!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd88a52b6-c8c2-446f-bdff-23a72727746f_1024x683.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!gUmj!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd88a52b6-c8c2-446f-bdff-23a72727746f_1024x683.jpeg 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 role="img" 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><title></title><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">Image generated by Gemini</figcaption></figure></div><p>Moreover, as we progress through the cycle, my exposure will likely shift upstream of the value chain in search for underlooked beneficiaries. I am also looking to shore up my understanding of the Chinese AI and energy supply chain to ride the wave of domestic demand and grid modernisation efforts.</p><p>Another developing trend I am keeping an eye on is the pendulum swing between hardware and software. For now, momentum is with hardware (rightly so in my view), which has contributed to the &#8220;AI Armageddon&#8221; narrative for enterprise SaaS. But when positioning and multiples in software reach extreme levels, I think it would be a profitable venture for me to separate the wheat from the chaff.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!Buxo!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fde4e538d-84e4-4742-b86d-340397642d76_584x488.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!Buxo!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fde4e538d-84e4-4742-b86d-340397642d76_584x488.png 424w, https://substackcdn.com/image/fetch/$s_!Buxo!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fde4e538d-84e4-4742-b86d-340397642d76_584x488.png 848w, https://substackcdn.com/image/fetch/$s_!Buxo!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fde4e538d-84e4-4742-b86d-340397642d76_584x488.png 1272w, https://substackcdn.com/image/fetch/$s_!Buxo!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fde4e538d-84e4-4742-b86d-340397642d76_584x488.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!Buxo!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fde4e538d-84e4-4742-b86d-340397642d76_584x488.png" width="584" height="488" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/de4e538d-84e4-4742-b86d-340397642d76_584x488.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:488,&quot;width&quot;:584,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:214407,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://snowballresearch.xyz/i/184324156?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fde4e538d-84e4-4742-b86d-340397642d76_584x488.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!Buxo!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fde4e538d-84e4-4742-b86d-340397642d76_584x488.png 424w, https://substackcdn.com/image/fetch/$s_!Buxo!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fde4e538d-84e4-4742-b86d-340397642d76_584x488.png 848w, https://substackcdn.com/image/fetch/$s_!Buxo!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fde4e538d-84e4-4742-b86d-340397642d76_584x488.png 1272w, https://substackcdn.com/image/fetch/$s_!Buxo!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fde4e538d-84e4-4742-b86d-340397642d76_584x488.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 role="img" 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><title></title><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"><a href="https://x.com/matthew_sigel/status/2016214078801182887">Tweet Source</a></figcaption></figure></div><p>All of this to say, it is hard to squeeze too many topics in one article without readers losing their attention span, and markets are dynamic which emphasises the need to be nimble. So please subscribe to follow me on my quest to find more chokepoints.</p><p>Thank you for your attention to this matter!</p><p>-Bryan @ Snowball Research </p><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://snowballresearch.xyz/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe&quot;,&quot;language&quot;:&quot;en&quot;}" data-component-name="SubscribeWidgetToDOM"><div class="subscription-widget show-subscribe"><div class="preamble"><p class="cta-caption">Thanks for reading Snowball Research! Subscribe for free to receive new posts and support my work.</p></div><form class="subscription-widget-subscribe"><input type="email" class="email-input" name="email" placeholder="Type your email&#8230;" tabindex="-1"><input type="submit" class="button primary" value="Subscribe"><div class="fake-input-wrapper"><div class="fake-input"></div><div class="fake-button"></div></div></form></div></div><div><hr></div><p><em><strong>Important Disclosure</strong></em></p><p><em>This publication reflects my personal opinions and is provided for general information and education only. It is not financial advice, a research report, a recommendation, or a solicitation to buy or sell any security, derivative, fund, or digital asset, and it does not take into account your objectives, financial situation, or needs. I am not licensed by the Monetary Authority of Singapore to provide financial advisory services under the Financial Advisers Act.</em></p><p><em>Investing involves risk, including the possible loss of principal. Past performance is not indicative of future results. Digital assets can be extremely volatile and may offer limited regulatory recourse; you could lose all the money you invest. Information herein is believed accurate at publication but may be incomplete or change without notice; I make no warranty and have no obligation to update this content.</em></p><p><em>I may hold positions in assets mentioned, and may change those holdings at any time without notice. Nothing here should be relied upon as a basis for investment decisions; please do your own research and consult a licensed financial adviser before acting.</em></p>]]></content:encoded></item><item><title><![CDATA[Maximising Sleep-Adjusted Returns]]></title><description><![CDATA[Navigating markets in the age of hyper-acceleration]]></description><link>https://snowballresearch.xyz/p/maximising-sleep-adjusted-returns</link><guid isPermaLink="false">https://snowballresearch.xyz/p/maximising-sleep-adjusted-returns</guid><dc:creator><![CDATA[Bryan @ Snowball Research]]></dc:creator><pubDate>Sun, 31 Aug 2025 09:16:01 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!WPQD!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8b4cd0d1-fd3a-4c7c-953b-2353ce857ec7_1024x1024.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<h4><strong>Crypto, AI, Snowballing</strong></h4><p>It&#8217;s been a week since wrapping up my time as Head of Research at DeFiance Capital. During my 4 years here, I&#8217;ve had the privilege of working alongside the brightest of minds and boldest of capital allocators in a frontier market that has been both challenging and rewarding to navigate.</p><p>I&#8217;m headed back to school to further my studies in the field of AI for both personal and professional development. Regardless of where AI is on the hype cycle now, it seems inevitable to me that AI will be deeply embedded in most industries in the years to come. Being early in my career, I believe I owe it to myself to be fully immersed in the trend and figure out how to ride it.</p><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!LUEh!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8b2c7567-5bd3-4d4f-807a-7b4813741eb4_589x223.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!LUEh!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8b2c7567-5bd3-4d4f-807a-7b4813741eb4_589x223.png 424w, https://substackcdn.com/image/fetch/$s_!LUEh!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8b2c7567-5bd3-4d4f-807a-7b4813741eb4_589x223.png 848w, https://substackcdn.com/image/fetch/$s_!LUEh!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8b2c7567-5bd3-4d4f-807a-7b4813741eb4_589x223.png 1272w, https://substackcdn.com/image/fetch/$s_!LUEh!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8b2c7567-5bd3-4d4f-807a-7b4813741eb4_589x223.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!LUEh!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8b2c7567-5bd3-4d4f-807a-7b4813741eb4_589x223.png" width="589" height="223" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/8b2c7567-5bd3-4d4f-807a-7b4813741eb4_589x223.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:223,&quot;width&quot;:589,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:19586,&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://snowballrolling.substack.com/i/172317188?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8b2c7567-5bd3-4d4f-807a-7b4813741eb4_589x223.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!LUEh!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8b2c7567-5bd3-4d4f-807a-7b4813741eb4_589x223.png 424w, https://substackcdn.com/image/fetch/$s_!LUEh!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8b2c7567-5bd3-4d4f-807a-7b4813741eb4_589x223.png 848w, https://substackcdn.com/image/fetch/$s_!LUEh!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8b2c7567-5bd3-4d4f-807a-7b4813741eb4_589x223.png 1272w, https://substackcdn.com/image/fetch/$s_!LUEh!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8b2c7567-5bd3-4d4f-807a-7b4813741eb4_589x223.png 1456w" sizes="100vw" fetchpriority="high"></picture><div></div></div></a></figure></div><p>Alas, I am a creature of the markets (and not nearly rich enough to ride into the sunset). Snowball Research will be where I jot down notes on markets, as well as on other trends, innovations and experiments that pique my interest.</p><p><strong>Why Snowball?</strong> The snowball effect is a process that starts small but builds upon itself, just like how a snowball grows bigger as it rolls down a mountain. It embodies my goals of compounding knowledge, skills, heuristics, relationships and hopefully wealth over time. </p><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://snowballresearch.xyz/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe&quot;,&quot;language&quot;:&quot;en&quot;}" data-component-name="SubscribeWidgetToDOM"><div class="subscription-widget show-subscribe"><div class="preamble"><p class="cta-caption">Thanks for reading! Subscribe for free to receive new posts and support my work.</p></div><form class="subscription-widget-subscribe"><input type="email" class="email-input" name="email" placeholder="Type your email&#8230;" tabindex="-1"><input type="submit" class="button primary" value="Subscribe"><div class="fake-input-wrapper"><div class="fake-input"></div><div class="fake-button"></div></div></form></div></div><div><hr></div><h4><strong>The path forward - nothing stops this train!</strong></h4><p>Predicting market outcomes is a multivariate problem, so it is useful to find a guiding light to illuminate the path ahead. For me, that light is the trajectory of US economic policy, which I believe to be stimulative for the next 1-2 years. This gives me a sufficient runway of reasonable certainty for how I should be traversing the path ahead.</p><p><strong>Fiscal Policy</strong></p><blockquote><p><em>The U.S. economy, however, is deeply tied to the stock market, creating a strong incentive for policymakers to support equities rather than risk a drop in revenues from falling asset prices.</em></p><p><em>The result is a fragile cycle: fiscal spending drives asset prices higher, rising asset prices increase tax receipts, and those receipts sustain further spending.</em></p><p><em>Lyn Alden / Sam Callahan - <a href="https://www.lynalden.com/full-steam-ahead-all-aboard-fiscal-dominance/">Full Steam Ahead: All Aboard Fiscal Dominance</a></em></p></blockquote><p>With the passage of the OBBBA, it seems like the current administration is abandoning its initial goal to cut deficits, instead choosing to run the economy hot in an attempt to outgrow the debt. The Senate version of the OBBBA would be the <a href="https://www.crfb.org/blogs/senate-obbba-charts">largest spending bill</a> in recent history. Notably, the fiscal deficit as a % of GDP would see the largest rate of change from 2025 &gt; 2026.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!Xy_U!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3bb8e2fd-8f24-494e-ba2c-55bc502ab3ad_862x648.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!Xy_U!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3bb8e2fd-8f24-494e-ba2c-55bc502ab3ad_862x648.png 424w, https://substackcdn.com/image/fetch/$s_!Xy_U!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3bb8e2fd-8f24-494e-ba2c-55bc502ab3ad_862x648.png 848w, https://substackcdn.com/image/fetch/$s_!Xy_U!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3bb8e2fd-8f24-494e-ba2c-55bc502ab3ad_862x648.png 1272w, https://substackcdn.com/image/fetch/$s_!Xy_U!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3bb8e2fd-8f24-494e-ba2c-55bc502ab3ad_862x648.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!Xy_U!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3bb8e2fd-8f24-494e-ba2c-55bc502ab3ad_862x648.png" width="724" height="544.2598607888631" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/3bb8e2fd-8f24-494e-ba2c-55bc502ab3ad_862x648.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:648,&quot;width&quot;:862,&quot;resizeWidth&quot;:724,&quot;bytes&quot;:327869,&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://snowballrolling.substack.com/i/172317188?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3bb8e2fd-8f24-494e-ba2c-55bc502ab3ad_862x648.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!Xy_U!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3bb8e2fd-8f24-494e-ba2c-55bc502ab3ad_862x648.png 424w, https://substackcdn.com/image/fetch/$s_!Xy_U!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3bb8e2fd-8f24-494e-ba2c-55bc502ab3ad_862x648.png 848w, https://substackcdn.com/image/fetch/$s_!Xy_U!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3bb8e2fd-8f24-494e-ba2c-55bc502ab3ad_862x648.png 1272w, https://substackcdn.com/image/fetch/$s_!Xy_U!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3bb8e2fd-8f24-494e-ba2c-55bc502ab3ad_862x648.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 role="img" 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><title></title><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>Monetary Policy</strong></p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!XkbG!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe801fbe5-c8c8-493e-8272-5d3e4f2dac27_974x587.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!XkbG!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe801fbe5-c8c8-493e-8272-5d3e4f2dac27_974x587.jpeg 424w, https://substackcdn.com/image/fetch/$s_!XkbG!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe801fbe5-c8c8-493e-8272-5d3e4f2dac27_974x587.jpeg 848w, https://substackcdn.com/image/fetch/$s_!XkbG!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe801fbe5-c8c8-493e-8272-5d3e4f2dac27_974x587.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!XkbG!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe801fbe5-c8c8-493e-8272-5d3e4f2dac27_974x587.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!XkbG!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe801fbe5-c8c8-493e-8272-5d3e4f2dac27_974x587.jpeg" width="401" height="241.67043121149896" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/e801fbe5-c8c8-493e-8272-5d3e4f2dac27_974x587.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:587,&quot;width&quot;:974,&quot;resizeWidth&quot;:401,&quot;bytes&quot;:null,&quot;alt&quot;:&quot;Image&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="Image" title="Image" srcset="https://substackcdn.com/image/fetch/$s_!XkbG!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe801fbe5-c8c8-493e-8272-5d3e4f2dac27_974x587.jpeg 424w, https://substackcdn.com/image/fetch/$s_!XkbG!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe801fbe5-c8c8-493e-8272-5d3e4f2dac27_974x587.jpeg 848w, https://substackcdn.com/image/fetch/$s_!XkbG!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe801fbe5-c8c8-493e-8272-5d3e4f2dac27_974x587.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!XkbG!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe801fbe5-c8c8-493e-8272-5d3e4f2dac27_974x587.jpeg 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 role="img" 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><title></title><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>US interest rates are on track to resume their downward trajectory in 2H25, conditional on the data. Furthermore, the views of the current Fed members seem to hold little weight in the grander scheme of rate trajectory at this point, with Trump repeatedly calling for the resignation of Fed chair Powell for holding rates too high, as well as reports of the administration appointing a shadow Fed chair who could telegraph lower rates to the market.</p><blockquote><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!Pqeg!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4b78b15e-6fd2-40f3-a3f1-a8731507453a_700x353.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!Pqeg!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4b78b15e-6fd2-40f3-a3f1-a8731507453a_700x353.png 424w, https://substackcdn.com/image/fetch/$s_!Pqeg!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4b78b15e-6fd2-40f3-a3f1-a8731507453a_700x353.png 848w, https://substackcdn.com/image/fetch/$s_!Pqeg!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4b78b15e-6fd2-40f3-a3f1-a8731507453a_700x353.png 1272w, https://substackcdn.com/image/fetch/$s_!Pqeg!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4b78b15e-6fd2-40f3-a3f1-a8731507453a_700x353.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!Pqeg!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4b78b15e-6fd2-40f3-a3f1-a8731507453a_700x353.png" width="400" height="201.71428571428572" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/4b78b15e-6fd2-40f3-a3f1-a8731507453a_700x353.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:353,&quot;width&quot;:700,&quot;resizeWidth&quot;:400,&quot;bytes&quot;:114928,&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://snowballrolling.substack.com/i/172317188?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4b78b15e-6fd2-40f3-a3f1-a8731507453a_700x353.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" title="" srcset="https://substackcdn.com/image/fetch/$s_!Pqeg!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4b78b15e-6fd2-40f3-a3f1-a8731507453a_700x353.png 424w, https://substackcdn.com/image/fetch/$s_!Pqeg!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4b78b15e-6fd2-40f3-a3f1-a8731507453a_700x353.png 848w, https://substackcdn.com/image/fetch/$s_!Pqeg!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4b78b15e-6fd2-40f3-a3f1-a8731507453a_700x353.png 1272w, https://substackcdn.com/image/fetch/$s_!Pqeg!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4b78b15e-6fd2-40f3-a3f1-a8731507453a_700x353.png 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><p><em>When you analyze a stock, you look at many factors: earnings, cash flow, competition, margins, scenarios, consumer preferences, new technologies and so on. But the math above is immovable and affects all.</em></p><p><em>Jamie Dimon - JPM Chairman &amp; CEO Letter to Shareholders 2022</em></p></blockquote><p>The takeaways for me here are simple: </p><ul><li><p>Fiscal policy should get looser from 2026 =  asset price appreciation would likely follow suit</p></li><li><p>Monetary policy should get looser from 2026 = asset price appreciation would likely follow suit</p></li></ul><div><hr></div><h4><strong>Portfolio expression principles:  Maximising sleep-adjusted returns</strong></h4><p>Having established a longer-term bullish bias, I now have to figure out the best way to express this view. Crucially, I aim to do so while avoiding losing sleep over these investments (A mistake I have committed multiple times throughout my investment journey!). Of course, I could simply go all-in on relatively safe index funds to express this view. But where would be the fun in that? After all, don&#8217;t we all think we can beat the market? </p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!Yxdu!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F33ecf344-fab7-4357-a0e7-2bab5538e0bc_583x438.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!Yxdu!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F33ecf344-fab7-4357-a0e7-2bab5538e0bc_583x438.jpeg 424w, https://substackcdn.com/image/fetch/$s_!Yxdu!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F33ecf344-fab7-4357-a0e7-2bab5538e0bc_583x438.jpeg 848w, https://substackcdn.com/image/fetch/$s_!Yxdu!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F33ecf344-fab7-4357-a0e7-2bab5538e0bc_583x438.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!Yxdu!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F33ecf344-fab7-4357-a0e7-2bab5538e0bc_583x438.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!Yxdu!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F33ecf344-fab7-4357-a0e7-2bab5538e0bc_583x438.jpeg" width="401" height="301.2658662092624" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/33ecf344-fab7-4357-a0e7-2bab5538e0bc_583x438.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:438,&quot;width&quot;:583,&quot;resizeWidth&quot;:401,&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="https://substackcdn.com/image/fetch/$s_!Yxdu!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F33ecf344-fab7-4357-a0e7-2bab5538e0bc_583x438.jpeg 424w, https://substackcdn.com/image/fetch/$s_!Yxdu!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F33ecf344-fab7-4357-a0e7-2bab5538e0bc_583x438.jpeg 848w, https://substackcdn.com/image/fetch/$s_!Yxdu!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F33ecf344-fab7-4357-a0e7-2bab5538e0bc_583x438.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!Yxdu!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F33ecf344-fab7-4357-a0e7-2bab5538e0bc_583x438.jpeg 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 role="img" 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><title></title><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>To me, maximising sleep-adjusted returns does not just mean filtering out volatility (which might hurt returns by clipping both right and left tails). Rather, it is trying to achieve the following:</p><ul><li><p>Still playing for high upside / outperformance</p></li><li><p>Acknowledging the Pareto principle and finding the vital few factors that matter</p></li><li><p>Refining asset selection to reduce risk of mental anguish - eg. over-trading, obsessive tape-watching, predatory price action, gap downs, round-tripping etc</p></li><li><p>Knowing when to place ideas in the &#8220;too hard&#8221; pile - I can&#8217;t possibly have a view on everything</p></li></ul><blockquote><p><em>My theory is that most investment models maximize for risk-adjusted returns, but in the real world every investor wants to maximize for sleeping well at night and being proud of themselves in a complicated world.</em></p><p><em>Morgan Housel - <a href="https://collabfund.com/blog/rational-vs-reasonable/">Rational vs Reasonable</a></em></p></blockquote><div><hr></div><h4><strong>Redefining the opportunity set</strong></h4><p>If you&#8217;ve made it this far into the article, you know my <strong>why</strong> and <strong>how. </strong>This section covers my <strong>where </strong>- defining the investment universe where I aim to play in.</p><blockquote><p><em>I compete against what I would call the opportunity set. And if there was a great opportunity set that year and I missed it, I'm disappointed in myself. Like if I'm up 20% and I think I should have been up 50%, I'm disappointed myself. If the opportunity set was basically to be up 10 or 15 and I'm up 20, I'm thrilled.</em></p><p><em>Stanley Druckenmiller - <a href="https://www.youtube.com/watch?v=-5Weeox0Xus">In Good Company Podcast | Norges Bank Investment Management</a></em></p></blockquote><p><strong>The bifurcation of crypto markets</strong></p><p><strong>BTC and ETH</strong></p><p>If BTC were the sole representation of the crypto markets, it could be said that crypto has been in a solid bull trend for the past 3 years since the FTX crash - (&gt;600% from trough to peak, and almost 2x its previous high of ~$69k in 2021). This was aided by strong ETF inflows (<a href="https://farside.co.uk/btc/">&gt;$50b</a> cumulative net flow since Jan 2024), a consistent bid from MSTR ($68b held on balance sheet) and other BTC DATs, as well as regulatory tailwinds (eg. US Strategic Bitcoin Reserve).</p><p>After being stuck in a 3-year range, ETH finally broke its 2021 high recently, also driven by ETF flows (<a href="https://farside.co.uk/eth">&gt;$13b</a> cumulative net flow since Aug 2024),a slew of ETH DATs (<a href="https://www.strategicethreserve.xyz/">&gt;$14b</a> held on balance sheet), as well as institutional adoption of stablecoins.</p><p><strong>Alts (OTHERS)</strong></p><p>While BTC and ETH have surpassed their previous cycle highs, the same cannot be said about the vast majority of crypto assets (I know XRP did as well - I get it, but that&#8217;s besides the point). </p><p>Investing in alts in 2025 is vastly different from the past. </p><ul><li><p>The 2020 / 2021 alts bull run was driven by a wave of rapid product innovation + massively stimulative environment which fed the reflexive loops of various tokens. </p></li><li><p>During the 2023 / 2024 alts bull run, the liquid venture approach to investing in alts worked out well as everything sold off indiscriminately during the FTX washout. Tokens of quality projects sold off despite having strong treasuries and motivated teams and were re-priced subsequently.</p></li><li><p>In 2025, the sheer number of tokens has ballooned, coupled with investor unlocks creating a supply overhang to the tune of <a href="https://tokenomist.ai/emission/crypto-market?interval=month">&gt;$4b</a> a month. Moreover, on the demand side, it is also clear that there is less of a wealth effect that trickles down to alts when BTC and ETH appreciate in price.</p></li></ul><p>Consequently, the universe of investable tokens has shrunk. Viewed from the lens of an institutional investor, there seems to be common universe of &lt; 30 tokens (excluding majors) that form the mainstay of portfolio construction. These tend to be projects that have dominated a niche and mastered both value creation and accrual. Hyperliquid is the poster boy for this group.</p><p>Most other tokens have lacklustre performance, with prices being jolted to life every few months by ephemeral narratives. Now this is not meant to be a doompost but a sober assessment of the state of the market - I believe the market will sort itself out, although it may take some time. Eventually, the demand / supply dynamic will resolve through a combination of 1) investor unlocks clearing out over time, 2) maturing of business models resulting in sustainable value accrual and subsequent valuation re-rating, 3) rebalancing of institutional capital from primary to secondary markets due to shifting risk-reward, 4) creation of exogenous token sinks in the form of ETFs and DATs.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!R6vJ!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Feaf01a1e-9e82-4518-9652-e3a58f9756c5_627x472.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!R6vJ!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Feaf01a1e-9e82-4518-9652-e3a58f9756c5_627x472.png 424w, https://substackcdn.com/image/fetch/$s_!R6vJ!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Feaf01a1e-9e82-4518-9652-e3a58f9756c5_627x472.png 848w, https://substackcdn.com/image/fetch/$s_!R6vJ!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Feaf01a1e-9e82-4518-9652-e3a58f9756c5_627x472.png 1272w, https://substackcdn.com/image/fetch/$s_!R6vJ!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Feaf01a1e-9e82-4518-9652-e3a58f9756c5_627x472.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!R6vJ!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Feaf01a1e-9e82-4518-9652-e3a58f9756c5_627x472.png" width="401" height="301.86921850079744" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/eaf01a1e-9e82-4518-9652-e3a58f9756c5_627x472.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:472,&quot;width&quot;:627,&quot;resizeWidth&quot;:401,&quot;bytes&quot;:40840,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://snowballrolling.substack.com/i/172317188?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Feaf01a1e-9e82-4518-9652-e3a58f9756c5_627x472.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!R6vJ!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Feaf01a1e-9e82-4518-9652-e3a58f9756c5_627x472.png 424w, https://substackcdn.com/image/fetch/$s_!R6vJ!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Feaf01a1e-9e82-4518-9652-e3a58f9756c5_627x472.png 848w, https://substackcdn.com/image/fetch/$s_!R6vJ!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Feaf01a1e-9e82-4518-9652-e3a58f9756c5_627x472.png 1272w, https://substackcdn.com/image/fetch/$s_!R6vJ!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Feaf01a1e-9e82-4518-9652-e3a58f9756c5_627x472.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 role="img" 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><title></title><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>Equities and other expressions of global trends</strong></p><p>Outside of crypto, there are a plethora of secular trends that I could potentially take the effort to study, research and invest in. Recent case studies that come to mind are:</p><ol><li><p>Consumer obsession with Labubu dolls &gt; Popmart</p></li><li><p>Rise of speculative retail risk-taking in the form of retail options and crypto trading &gt; Robinhood</p></li><li><p>Data center buildout causing power crunch + undersupply of Uranium ore post-Fukushima &gt; Uranium / miners</p></li></ol><p>H/t to my buddies at Hindsight Capital and SurvivorshipBias Partners for pointing out that these have outperformed both BTC and QQQ ytd.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!ixLJ!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd7297b0f-0788-4fc3-abd5-bcfd9a035dcd_1485x1034.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!ixLJ!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd7297b0f-0788-4fc3-abd5-bcfd9a035dcd_1485x1034.png 424w, https://substackcdn.com/image/fetch/$s_!ixLJ!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd7297b0f-0788-4fc3-abd5-bcfd9a035dcd_1485x1034.png 848w, https://substackcdn.com/image/fetch/$s_!ixLJ!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd7297b0f-0788-4fc3-abd5-bcfd9a035dcd_1485x1034.png 1272w, https://substackcdn.com/image/fetch/$s_!ixLJ!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd7297b0f-0788-4fc3-abd5-bcfd9a035dcd_1485x1034.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!ixLJ!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd7297b0f-0788-4fc3-abd5-bcfd9a035dcd_1485x1034.png" width="1485" height="1034" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/d7297b0f-0788-4fc3-abd5-bcfd9a035dcd_1485x1034.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1034,&quot;width&quot;:1485,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:341070,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://snowballrolling.substack.com/i/172317188?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa3f09f7b-0ead-4e4e-b2c1-47c226cfb935_1488x1160.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!ixLJ!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd7297b0f-0788-4fc3-abd5-bcfd9a035dcd_1485x1034.png 424w, https://substackcdn.com/image/fetch/$s_!ixLJ!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd7297b0f-0788-4fc3-abd5-bcfd9a035dcd_1485x1034.png 848w, https://substackcdn.com/image/fetch/$s_!ixLJ!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd7297b0f-0788-4fc3-abd5-bcfd9a035dcd_1485x1034.png 1272w, https://substackcdn.com/image/fetch/$s_!ixLJ!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd7297b0f-0788-4fc3-abd5-bcfd9a035dcd_1485x1034.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 role="img" 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><title></title><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>My mate at Cherrypicking Ventures takes it to the extreme. He examined the best crypto trades in recent memory that one could execute 1) in reasonable size and 2) with reasonable accessibility (Unfortunately this excludes all the heroes who did a 100x on Launchcoin). He then compared it to the most well known TradFi trade in recent memory.</p><ul><li><p>BTC from the FTX lows to most recent ATH (&gt;7x) </p></li><li><p>HYPE from the TGE closing price of $6.50 to most recent ATH (&gt;6x)</p></li><li><p>XRP from the US election date to most recent ATH (~6x)</p></li><li><p>NVDA from ChatGPT Plus launch date (1 Feb 2023) to most recent ATH (&gt;8x)</p></li></ul><p>Jokes aside, my takeaway was clean: NVDA, a mega cap with deep liquidity and universal access delivered a higher return than the best scalable crypto trades with arguably less risk. Therefore, the Nvidias, Popmarts, Robinhoods and Uraniums belong in my aspirational opportunity set. Missing such well-telegraphed, highly liquid secular winners is more inexcusable to me than missing a random 2-3x short squeeze on a small cap token.</p><div><hr></div><h4><strong>Casting the line</strong></h4><p>I now know <strong>why </strong>I am fishing, <strong>how </strong>to fish, and <strong>where </strong>to cast - time to land some worthy catches. I aim to build a list of assets that can help me play offence, and will share them in subsequent posts.</p><p>Having paid a hefty amount of tuition fees to Mr Market for his wise lessons, these are a list of general positive characteristics that I aim to look for in these assets:</p><ul><li><p>Beneficiary of fiscal spending / falling rate environment</p></li><li><p>Beneficiary of structural trends / narratives</p></li><li><p>Rapid topline growth, industry growth</p></li><li><p>Right to win in its industry</p></li><li><p>&#8220;Heads I win, tails I win less&#8221; outcomes</p></li><li><p>Inflection points in fundamentals / positioning</p></li><li><p>Sufficient attention</p></li></ul><p>What happens after 1-2 years? Will it all be over? My current answer is don&#8217;t know! That&#8217;s in my &#8220;too hard&#8221; pile. My view will adjust accordingly with policy trajectory and asset prices. What I aim to avoid is being caught offside in a 2022-esque drawdown where even secular winners offered poor sleep-adjusted returns (eg. META 75% peak to trough drawdown).</p><div><hr></div><h4><strong>TLDR</strong></h4><ul><li><p>Why I remain bullish over the medium term: Policy trajectory indicates favourable conditions for risk.</p></li><li><p>How I wish to express this view: Play for upside, minimise mental anguish, maximise sleep-adjusted return.</p></li><li><p>Where I plan to play: Unconstrained across equities (structural trends) and crypto (selective list of majors, alts, occasional narratives).</p></li><li><p>What I am looking for: Secular winners</p></li></ul><p>Thank you for your attention to this matter!</p><p>-Bryan @ Snowball Research</p><div><hr></div><p><em><strong>Important Disclosure</strong></em></p><p><em>This publication reflects my personal opinions and is provided for general information and education only. It is not financial advice, a research report, a recommendation, or a solicitation to buy or sell any security, derivative, fund, or digital asset, and it does not take into account your objectives, financial situation, or needs. I am not licensed by the Monetary Authority of Singapore to provide financial advisory services under the Financial Advisers Act.</em></p><p><em>Investing involves risk, including the possible loss of principal. Past performance is not indicative of future results. Digital assets can be extremely volatile and may offer limited regulatory recourse; you could lose all the money you invest. Information herein is believed accurate at publication but may be incomplete or change without notice; I make no warranty and have no obligation to update this content.</em></p><p><em>I may hold positions in assets mentioned, and may change those holdings at any time without notice. Nothing here should be relied upon as a basis for investment decisions; please do your own research and consult a licensed financial adviser before acting.</em></p><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://snowballresearch.xyz/subscribe?&quot;,&quot;text&quot;:&quot;Subscribe&quot;,&quot;language&quot;:&quot;en&quot;}" data-component-name="SubscribeWidgetToDOM"><div class="subscription-widget show-subscribe"><div class="preamble"><p class="cta-caption">Thanks for reading! Subscribe for free to receive new posts and support my work.</p></div><form class="subscription-widget-subscribe"><input type="email" class="email-input" name="email" placeholder="Type your email&#8230;" tabindex="-1"><input type="submit" class="button primary" value="Subscribe"><div class="fake-input-wrapper"><div class="fake-input"></div><div class="fake-button"></div></div></form></div></div>]]></content:encoded></item></channel></rss>