<?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[Systematic Investing with QuantMage]]></title><description><![CDATA[🎢 Buckle up for a wild ride through the world of algorithmic investing – no BS, just real talk. I'm spilling the beans on what it's like to put six figures of my own cash on the line using QuantMage, the investing app I built from scratch. 💻💰]]></description><link>https://www.1nve.st</link><image><url>https://substackcdn.com/image/fetch/$s_!NPZE!,w_256,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F400764f3-10da-4233-bd57-f39515de1319_930x930.png</url><title>Systematic Investing with QuantMage</title><link>https://www.1nve.st</link></image><generator>Substack</generator><lastBuildDate>Mon, 04 May 2026 11:50:47 GMT</lastBuildDate><atom:link href="https://www.1nve.st/feed" rel="self" type="application/rss+xml"/><copyright><![CDATA[Jaewon Jung]]></copyright><language><![CDATA[en]]></language><webMaster><![CDATA[jaewonjung@substack.com]]></webMaster><itunes:owner><itunes:email><![CDATA[jaewonjung@substack.com]]></itunes:email><itunes:name><![CDATA[Jaewon Jung]]></itunes:name></itunes:owner><itunes:author><![CDATA[Jaewon Jung]]></itunes:author><googleplay:owner><![CDATA[jaewonjung@substack.com]]></googleplay:owner><googleplay:email><![CDATA[jaewonjung@substack.com]]></googleplay:email><googleplay:author><![CDATA[Jaewon Jung]]></googleplay:author><itunes:block><![CDATA[Yes]]></itunes:block><item><title><![CDATA[Portfolio Update 04/15/2026 - Ceasefire Bounce 📈]]></title><description><![CDATA[Could this be the start of something more lasting?]]></description><link>https://www.1nve.st/p/portfolio-update-04152026-ceasefire</link><guid isPermaLink="false">https://www.1nve.st/p/portfolio-update-04152026-ceasefire</guid><dc:creator><![CDATA[Jaewon Jung]]></dc:creator><pubDate>Wed, 15 Apr 2026 22:58:57 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!nFfg!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb3f3ec93-7695-4542-8712-05484f5a8695_1540x2082.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p>The portfolio bounced back to the $900K level with a 3.1% gain since <a href="https://www.1nve.st/p/portfolio-update-03152026-middle">the last update</a> &#8212; a welcome recovery, though SPY&#8217;s 6.0% surge over the same period puts it in perspective.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!nFfg!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb3f3ec93-7695-4542-8712-05484f5a8695_1540x2082.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!nFfg!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb3f3ec93-7695-4542-8712-05484f5a8695_1540x2082.png 424w, https://substackcdn.com/image/fetch/$s_!nFfg!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb3f3ec93-7695-4542-8712-05484f5a8695_1540x2082.png 848w, https://substackcdn.com/image/fetch/$s_!nFfg!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb3f3ec93-7695-4542-8712-05484f5a8695_1540x2082.png 1272w, https://substackcdn.com/image/fetch/$s_!nFfg!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb3f3ec93-7695-4542-8712-05484f5a8695_1540x2082.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!nFfg!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb3f3ec93-7695-4542-8712-05484f5a8695_1540x2082.png" width="1456" height="1968" 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srcset="https://substackcdn.com/image/fetch/$s_!WORR!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabf46377-f0d3-4738-8680-a89ab444b673_1544x1948.png 424w, https://substackcdn.com/image/fetch/$s_!WORR!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabf46377-f0d3-4738-8680-a89ab444b673_1544x1948.png 848w, https://substackcdn.com/image/fetch/$s_!WORR!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabf46377-f0d3-4738-8680-a89ab444b673_1544x1948.png 1272w, https://substackcdn.com/image/fetch/$s_!WORR!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabf46377-f0d3-4738-8680-a89ab444b673_1544x1948.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!WORR!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabf46377-f0d3-4738-8680-a89ab444b673_1544x1948.png" width="1456" height="1837" 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srcset="https://substackcdn.com/image/fetch/$s_!WORR!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabf46377-f0d3-4738-8680-a89ab444b673_1544x1948.png 424w, https://substackcdn.com/image/fetch/$s_!WORR!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabf46377-f0d3-4738-8680-a89ab444b673_1544x1948.png 848w, https://substackcdn.com/image/fetch/$s_!WORR!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabf46377-f0d3-4738-8680-a89ab444b673_1544x1948.png 1272w, https://substackcdn.com/image/fetch/$s_!WORR!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fabf46377-f0d3-4738-8680-a89ab444b673_1544x1948.png 1456w" sizes="100vw"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg 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>No changes to the portfolio this cycle.</p><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.1nve.st/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://www.1nve.st/subscribe?"><span>Subscribe now</span></a></p><p>2026 has been rough so far, but I&#8217;m still optimistic. We&#8217;re already more than a quarter of the way through the year, and I still think reaching seven figures by year-end is achievable.</p><p>Hope your portfolio fared better &#8212; and more importantly, that these ceasefires turn into something lasting.</p>]]></content:encoded></item><item><title><![CDATA[Growth and Inflation Sector Timing]]></title><description><![CDATA[David Varadi&#8217;s Growth/Inflation Quadrant Sector Rotation Strategy]]></description><link>https://www.1nve.st/p/growth-and-inflation-sector-timing</link><guid isPermaLink="false">https://www.1nve.st/p/growth-and-inflation-sector-timing</guid><dc:creator><![CDATA[Jaewon Jung]]></dc:creator><pubDate>Tue, 14 Apr 2026 00:51:40 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!dRlc!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F019927a8-ac20-4069-b27e-3ba26c2632d9_1654x1858.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p>I&#8217;ve shared a couple of sector rotation strategies before (like <a href="https://www.1nve.st/i/150960044/sector-momentum">this</a> and <a href="https://www.1nve.st/i/146977179/sector-rotation">this</a>). Today&#8217;s addition comes from <a href="https://cssanalytics.wordpress.com">David Varadi</a>, which I came across in <a href="https://allocatesmartly.com/david-varadis-growth-and-inflation-sector-timing-a-wildcard-strategy/">a recent AllocateSmartly article</a>.</p><h3>The Original</h3><p>Varadi&#8217;s strategy slices the macro landscape into four quadrants &#8212; think of them as &#8220;four seasons&#8221; &#8212; based on the direction of growth and inflation, similar to <a href="https://www.bridgewater.com/research-and-insights/the-all-weather-story">All Weather</a> or <a href="https://www.1nve.st/p/when-harry-met-rally">Permanent</a> Portfolio frameworks:</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!WWwM!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7db60adc-91a0-4faf-a37f-4f9c36b1147a_455x280.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!WWwM!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7db60adc-91a0-4faf-a37f-4f9c36b1147a_455x280.png 424w, https://substackcdn.com/image/fetch/$s_!WWwM!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7db60adc-91a0-4faf-a37f-4f9c36b1147a_455x280.png 848w, https://substackcdn.com/image/fetch/$s_!WWwM!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7db60adc-91a0-4faf-a37f-4f9c36b1147a_455x280.png 1272w, https://substackcdn.com/image/fetch/$s_!WWwM!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7db60adc-91a0-4faf-a37f-4f9c36b1147a_455x280.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!WWwM!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7db60adc-91a0-4faf-a37f-4f9c36b1147a_455x280.png" width="455" height="280" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/7db60adc-91a0-4faf-a37f-4f9c36b1147a_455x280.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:280,&quot;width&quot;:455,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:6021,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:true,&quot;internalRedirect&quot;:&quot;https://www.1nve.st/i/194121754?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7db60adc-91a0-4faf-a37f-4f9c36b1147a_455x280.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!WWwM!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7db60adc-91a0-4faf-a37f-4f9c36b1147a_455x280.png 424w, https://substackcdn.com/image/fetch/$s_!WWwM!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7db60adc-91a0-4faf-a37f-4f9c36b1147a_455x280.png 848w, https://substackcdn.com/image/fetch/$s_!WWwM!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7db60adc-91a0-4faf-a37f-4f9c36b1147a_455x280.png 1272w, https://substackcdn.com/image/fetch/$s_!WWwM!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7db60adc-91a0-4faf-a37f-4f9c36b1147a_455x280.png 1456w" sizes="100vw" fetchpriority="high"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg 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 estimate forward growth, Varadi uses the current trend of the S&amp;P 500. The logic is that the market is forward-looking, so the S&amp;P 500 can serve as a reasonable proxy for expected U.S. economic growth.</p><p>For inflation, he gets more creative. He builds two sector portfolios &#8212; one with positive expected inflation beta and one with negative &#8212; then divides the first by the second to create a ratio-based leading indicator:</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!K5v5!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F66464c5f-5096-4a6c-a54a-ee44b5cd037f_752x452.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!K5v5!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F66464c5f-5096-4a6c-a54a-ee44b5cd037f_752x452.png 424w, https://substackcdn.com/image/fetch/$s_!K5v5!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F66464c5f-5096-4a6c-a54a-ee44b5cd037f_752x452.png 848w, https://substackcdn.com/image/fetch/$s_!K5v5!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F66464c5f-5096-4a6c-a54a-ee44b5cd037f_752x452.png 1272w, https://substackcdn.com/image/fetch/$s_!K5v5!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F66464c5f-5096-4a6c-a54a-ee44b5cd037f_752x452.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!K5v5!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F66464c5f-5096-4a6c-a54a-ee44b5cd037f_752x452.png" width="728" height="437.5744680851064" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/66464c5f-5096-4a6c-a54a-ee44b5cd037f_752x452.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:false,&quot;imageSize&quot;:&quot;normal&quot;,&quot;height&quot;:452,&quot;width&quot;:752,&quot;resizeWidth&quot;:728,&quot;bytes&quot;:21258,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.1nve.st/i/194121754?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F66464c5f-5096-4a6c-a54a-ee44b5cd037f_752x452.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:&quot;center&quot;,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!K5v5!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F66464c5f-5096-4a6c-a54a-ee44b5cd037f_752x452.png 424w, https://substackcdn.com/image/fetch/$s_!K5v5!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F66464c5f-5096-4a6c-a54a-ee44b5cd037f_752x452.png 848w, https://substackcdn.com/image/fetch/$s_!K5v5!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F66464c5f-5096-4a6c-a54a-ee44b5cd037f_752x452.png 1272w, https://substackcdn.com/image/fetch/$s_!K5v5!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F66464c5f-5096-4a6c-a54a-ee44b5cd037f_752x452.png 1456w" sizes="100vw"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!EP1m!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc99e4e1a-1d56-4d6e-ac29-6675307c3d6f_752x452.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!EP1m!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc99e4e1a-1d56-4d6e-ac29-6675307c3d6f_752x452.png 424w, https://substackcdn.com/image/fetch/$s_!EP1m!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc99e4e1a-1d56-4d6e-ac29-6675307c3d6f_752x452.png 848w, https://substackcdn.com/image/fetch/$s_!EP1m!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc99e4e1a-1d56-4d6e-ac29-6675307c3d6f_752x452.png 1272w, https://substackcdn.com/image/fetch/$s_!EP1m!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc99e4e1a-1d56-4d6e-ac29-6675307c3d6f_752x452.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!EP1m!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc99e4e1a-1d56-4d6e-ac29-6675307c3d6f_752x452.png" width="752" height="452" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/c99e4e1a-1d56-4d6e-ac29-6675307c3d6f_752x452.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:452,&quot;width&quot;:752,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:21133,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.1nve.st/i/194121754?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc99e4e1a-1d56-4d6e-ac29-6675307c3d6f_752x452.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!EP1m!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc99e4e1a-1d56-4d6e-ac29-6675307c3d6f_752x452.png 424w, https://substackcdn.com/image/fetch/$s_!EP1m!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc99e4e1a-1d56-4d6e-ac29-6675307c3d6f_752x452.png 848w, https://substackcdn.com/image/fetch/$s_!EP1m!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc99e4e1a-1d56-4d6e-ac29-6675307c3d6f_752x452.png 1272w, https://substackcdn.com/image/fetch/$s_!EP1m!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc99e4e1a-1d56-4d6e-ac29-6675307c3d6f_752x452.png 1456w" sizes="100vw"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p>From there, using a mix of empirical evidence and economic intuition, he maps each growth/inflation regime to a sector that tends to perform well in that environment:</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!kcsR!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbad68fc2-46e4-4c11-bbd5-d5e2549f5b60_502x293.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!kcsR!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbad68fc2-46e4-4c11-bbd5-d5e2549f5b60_502x293.png 424w, https://substackcdn.com/image/fetch/$s_!kcsR!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbad68fc2-46e4-4c11-bbd5-d5e2549f5b60_502x293.png 848w, https://substackcdn.com/image/fetch/$s_!kcsR!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbad68fc2-46e4-4c11-bbd5-d5e2549f5b60_502x293.png 1272w, https://substackcdn.com/image/fetch/$s_!kcsR!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbad68fc2-46e4-4c11-bbd5-d5e2549f5b60_502x293.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!kcsR!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbad68fc2-46e4-4c11-bbd5-d5e2549f5b60_502x293.png" width="502" height="293" 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srcset="https://substackcdn.com/image/fetch/$s_!kcsR!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbad68fc2-46e4-4c11-bbd5-d5e2549f5b60_502x293.png 424w, https://substackcdn.com/image/fetch/$s_!kcsR!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbad68fc2-46e4-4c11-bbd5-d5e2549f5b60_502x293.png 848w, https://substackcdn.com/image/fetch/$s_!kcsR!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbad68fc2-46e4-4c11-bbd5-d5e2549f5b60_502x293.png 1272w, https://substackcdn.com/image/fetch/$s_!kcsR!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbad68fc2-46e4-4c11-bbd5-d5e2549f5b60_502x293.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><blockquote><p>&#128227; Quick note: This post is for informational purposes only, not financial advice. I&#8217;m not recommending any specific investment. Do your own research and consult a professional if needed.</p></blockquote><h3>My Adaptation</h3><p>For my <a href="https://quantmage.app">QuantMage</a> version, I simplified things. I used the XLE/XLP <a href="https://www.1nve.st/p/price-ratio-momentums">price ratio</a> as an inflation proxy &#8212; XLE captures the positive inflation beta, XLP the negative. Then I applied momentum filters (<a href="https://quantmage.app/library/reference/indicators/#sma12-momentum">SMA12</a> and <a href="https://quantmage.app/library/reference/indicators/#13612w-momentum">13612W</a>) to SPY and the ratio to gauge how growth and inflation are trending:</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!dRlc!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F019927a8-ac20-4069-b27e-3ba26c2632d9_1654x1858.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!dRlc!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F019927a8-ac20-4069-b27e-3ba26c2632d9_1654x1858.png 424w, https://substackcdn.com/image/fetch/$s_!dRlc!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F019927a8-ac20-4069-b27e-3ba26c2632d9_1654x1858.png 848w, https://substackcdn.com/image/fetch/$s_!dRlc!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F019927a8-ac20-4069-b27e-3ba26c2632d9_1654x1858.png 1272w, https://substackcdn.com/image/fetch/$s_!dRlc!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F019927a8-ac20-4069-b27e-3ba26c2632d9_1654x1858.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!dRlc!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F019927a8-ac20-4069-b27e-3ba26c2632d9_1654x1858.png" width="1456" height="1636" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/019927a8-ac20-4069-b27e-3ba26c2632d9_1654x1858.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1636,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:125807,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.1nve.st/i/194121754?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F019927a8-ac20-4069-b27e-3ba26c2632d9_1654x1858.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!dRlc!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F019927a8-ac20-4069-b27e-3ba26c2632d9_1654x1858.png 424w, https://substackcdn.com/image/fetch/$s_!dRlc!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F019927a8-ac20-4069-b27e-3ba26c2632d9_1654x1858.png 848w, https://substackcdn.com/image/fetch/$s_!dRlc!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F019927a8-ac20-4069-b27e-3ba26c2632d9_1654x1858.png 1272w, https://substackcdn.com/image/fetch/$s_!dRlc!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F019927a8-ac20-4069-b27e-3ba26c2632d9_1654x1858.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>You&#8217;ll notice an intentional inconsistency: the momentum filters applied to the ratio differ depending on the growth regime, and the consecutive-day requirements vary too (highlighted above). These are deliberate tweaks to squeeze a bit more juice out of the strategy.</p><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!BZuR!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcf7dfa36-1f04-470e-b646-79ec321fa7ab_2264x218.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!BZuR!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcf7dfa36-1f04-470e-b646-79ec321fa7ab_2264x218.png 424w, https://substackcdn.com/image/fetch/$s_!BZuR!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcf7dfa36-1f04-470e-b646-79ec321fa7ab_2264x218.png 848w, https://substackcdn.com/image/fetch/$s_!BZuR!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcf7dfa36-1f04-470e-b646-79ec321fa7ab_2264x218.png 1272w, https://substackcdn.com/image/fetch/$s_!BZuR!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcf7dfa36-1f04-470e-b646-79ec321fa7ab_2264x218.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!BZuR!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcf7dfa36-1f04-470e-b646-79ec321fa7ab_2264x218.png" width="1456" height="140" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/cf7dfa36-1f04-470e-b646-79ec321fa7ab_2264x218.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:140,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:46347,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.1nve.st/i/194121754?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcf7dfa36-1f04-470e-b646-79ec321fa7ab_2264x218.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!BZuR!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcf7dfa36-1f04-470e-b646-79ec321fa7ab_2264x218.png 424w, https://substackcdn.com/image/fetch/$s_!BZuR!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcf7dfa36-1f04-470e-b646-79ec321fa7ab_2264x218.png 848w, https://substackcdn.com/image/fetch/$s_!BZuR!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcf7dfa36-1f04-470e-b646-79ec321fa7ab_2264x218.png 1272w, https://substackcdn.com/image/fetch/$s_!BZuR!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcf7dfa36-1f04-470e-b646-79ec321fa7ab_2264x218.png 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><p>The result? It handily beat SPY in both absolute and risk-adjusted returns over a 26-year period. I&#8217;m quite pleased that performance lands in the same ballpark as the original despite the simplification. It also handled the recent geopolitical turmoil well, parking in the energy sector at just the right time:</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!MNzg!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F86674415-c0ed-453f-b829-18f860f66c16_1994x1046.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!MNzg!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F86674415-c0ed-453f-b829-18f860f66c16_1994x1046.png 424w, https://substackcdn.com/image/fetch/$s_!MNzg!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F86674415-c0ed-453f-b829-18f860f66c16_1994x1046.png 848w, https://substackcdn.com/image/fetch/$s_!MNzg!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F86674415-c0ed-453f-b829-18f860f66c16_1994x1046.png 1272w, https://substackcdn.com/image/fetch/$s_!MNzg!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F86674415-c0ed-453f-b829-18f860f66c16_1994x1046.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!MNzg!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F86674415-c0ed-453f-b829-18f860f66c16_1994x1046.png" width="1456" height="764" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/86674415-c0ed-453f-b829-18f860f66c16_1994x1046.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:764,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:92030,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.1nve.st/i/194121754?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F86674415-c0ed-453f-b829-18f860f66c16_1994x1046.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!MNzg!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F86674415-c0ed-453f-b829-18f860f66c16_1994x1046.png 424w, https://substackcdn.com/image/fetch/$s_!MNzg!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F86674415-c0ed-453f-b829-18f860f66c16_1994x1046.png 848w, https://substackcdn.com/image/fetch/$s_!MNzg!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F86674415-c0ed-453f-b829-18f860f66c16_1994x1046.png 1272w, https://substackcdn.com/image/fetch/$s_!MNzg!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F86674415-c0ed-453f-b829-18f860f66c16_1994x1046.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>That said, it&#8217;s not immune to overfit concerns &#8212; the fine-tuning I mentioned is one factor, and the original itself is a relatively aggressive approach for a tactical strategy since it goes all-in on a single sector at any given moment.</p><p>Still, I think it&#8217;s a compelling framework. At the very least, it&#8217;s a nice example of how macro regime thinking can be translated into a concrete, rules-based sector rotation model.</p><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://www.1nve.st/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 <em>Systematic Investing with QuantMage</em>! 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><p>You can check out the strategy yourself <a href="https://quantmage.app/grimoire/ca58097c69dcb1fa55a184fb8a837773">here</a>. Hopefully it gives you a few ideas to explore in your own research.</p>]]></content:encoded></item><item><title><![CDATA[Portfolio Update 03/15/2026 - Middle East Oil Shock 🛢️]]></title><description><![CDATA[It&#8217;s been a rough stretch &#8212; for my portfolio and, frankly, for the world.]]></description><link>https://www.1nve.st/p/portfolio-update-03152026-middle</link><guid isPermaLink="false">https://www.1nve.st/p/portfolio-update-03152026-middle</guid><dc:creator><![CDATA[Jaewon Jung]]></dc:creator><pubDate>Sun, 15 Mar 2026 20:13:19 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!jItR!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F47e9ca10-fcda-4b33-adb1-7a4bcb3064e8_1748x2220.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p>It&#8217;s been a rough stretch &#8212; for my portfolio and, frankly, for the world.</p><p>Since <a href="https://www.1nve.st/p/portfolio-update-02152026-market">the last update</a>, the portfolio slipped -3.3%, modestly underperforming SPY&#8217;s -2.9% over the same period.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!jItR!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F47e9ca10-fcda-4b33-adb1-7a4bcb3064e8_1748x2220.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!jItR!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F47e9ca10-fcda-4b33-adb1-7a4bcb3064e8_1748x2220.png 424w, 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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" 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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>On the composition front, I made some notable changes. Two spells got retired &#8212; <em>SVIX 4TLT</em> and <em>Jackal&#8217;s Mean Reversion + BND vs. SH Canary</em> &#8212; both of which had been showing signs of degradation recently. In their place, I introduced a new volatility spell called <em>Volatility Long/Short</em>. The historical backtest on this one is genuinely exciting, though the track record is too short to be trustworthy. Time will tell whether this swap ages like wine or like milk.</p><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.1nve.st/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://www.1nve.st/subscribe?"><span>Subscribe now</span></a></p><p>On a more serious note &#8212; I sincerely hope the conflict in the Middle East finds resolution soon, first and foremost for the people caught in it. And yes, selfishly, for our portfolios too. &#128330;&#65039;</p>]]></content:encoded></item><item><title><![CDATA[Portfolio Update 02/15/2026 - Market Rotation 🔄]]></title><description><![CDATA[Baffling Market Divergences]]></description><link>https://www.1nve.st/p/portfolio-update-02152026-market</link><guid isPermaLink="false">https://www.1nve.st/p/portfolio-update-02152026-market</guid><pubDate>Tue, 17 Feb 2026 22:08:36 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!Bk7p!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa1f2ceb5-0a0c-4ee2-a234-ac4fe6c6e617_1596x2018.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p>This period was a nice surprise: my portfolio was up +1.27% since <a href="https://www.1nve.st/p/portfolio-update-01152026-market">the last update</a>, while SPY was down -1.51% over the same window.</p><p>What&#8217;s been most puzzling is the way the market&#8217;s been pulling in opposite directions at the same time. Consumer staples have been surging so aggressively that <a href="https://dualityresearch.substack.com/p/dont-confuse-volatility-with-a-trend">their valuations are starting to look tech-like</a>, while a lot of SaaS has been getting punished &#8212; a bit of a &#8220;SaaSpocalypse&#8221; that caught plenty of investors (me included) off guard. It&#8217;s the kind of regime shift that makes you question your priors.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!Bk7p!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa1f2ceb5-0a0c-4ee2-a234-ac4fe6c6e617_1596x2018.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!Bk7p!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa1f2ceb5-0a0c-4ee2-a234-ac4fe6c6e617_1596x2018.png 424w, https://substackcdn.com/image/fetch/$s_!Bk7p!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa1f2ceb5-0a0c-4ee2-a234-ac4fe6c6e617_1596x2018.png 848w, 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srcset="https://substackcdn.com/image/fetch/$s_!N7ff!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2dc7e4b4-3cef-49fd-b14f-fc465d5f1a78_1598x2020.png 424w, https://substackcdn.com/image/fetch/$s_!N7ff!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2dc7e4b4-3cef-49fd-b14f-fc465d5f1a78_1598x2020.png 848w, https://substackcdn.com/image/fetch/$s_!N7ff!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2dc7e4b4-3cef-49fd-b14f-fc465d5f1a78_1598x2020.png 1272w, https://substackcdn.com/image/fetch/$s_!N7ff!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2dc7e4b4-3cef-49fd-b14f-fc465d5f1a78_1598x2020.png 1456w" sizes="100vw"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg 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>Holdings remain unchanged with one exception: I tweaked <em>COIN or Not</em> to make it a bit less idle when bitcoin momentum goes missing &#8212; which, given the prolonged downturn, has been more often than not lately.</p><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.1nve.st/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://www.1nve.st/subscribe?"><span>Subscribe now</span></a></p><p>On a separate note: tax season is approaching. It&#8217;s a ritual I never look forward to. Still, I&#8217;d much rather write a larger check because of realized gains than hope for a refund born of losses. That&#8217;s a trade I&#8217;ll make every year.</p><p>Here&#8217;s to frictionless filings &#8212; and markets that eventually make sense again.&#129310;</p>]]></content:encoded></item><item><title><![CDATA[In Hindsight 02/05/2026]]></title><description><![CDATA[It&#8217;s been a while since the first installment of this series, so let&#8217;s dive back in and see how some of the more recent spells I&#8217;ve shared have actually performed in the wild.]]></description><link>https://www.1nve.st/p/in-hindsight-02052026</link><guid isPermaLink="false">https://www.1nve.st/p/in-hindsight-02052026</guid><dc:creator><![CDATA[Jaewon Jung]]></dc:creator><pubDate>Fri, 06 Feb 2026 01:20:38 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!G_m4!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F93300a94-a0cc-4f0a-ae4f-1d3f2599d170_1440x810.jpeg" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p>It&#8217;s been a while since <a href="https://www.1nve.st/p/in-hindsight-9292025">the first installment</a> of this series, so let&#8217;s dive back in and see how some of the more recent spells I&#8217;ve shared have actually performed in the wild.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!G_m4!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F93300a94-a0cc-4f0a-ae4f-1d3f2599d170_1440x810.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!G_m4!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F93300a94-a0cc-4f0a-ae4f-1d3f2599d170_1440x810.jpeg 424w, https://substackcdn.com/image/fetch/$s_!G_m4!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F93300a94-a0cc-4f0a-ae4f-1d3f2599d170_1440x810.jpeg 848w, https://substackcdn.com/image/fetch/$s_!G_m4!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F93300a94-a0cc-4f0a-ae4f-1d3f2599d170_1440x810.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!G_m4!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F93300a94-a0cc-4f0a-ae4f-1d3f2599d170_1440x810.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!G_m4!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F93300a94-a0cc-4f0a-ae4f-1d3f2599d170_1440x810.jpeg" width="1440" height="810" 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class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><h3><strong>&#127942; Winners Beyond the Backtest</strong></h3><h4><a href="https://www.1nve.st/p/jjs-spell-series-trending-alternatives">Trending Alternatives</a></h4><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!wB7s!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F296b0b24-eb00-403f-8333-bd21dd68785e_1992x970.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" 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data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/14357ef6-6726-4a3a-b8d2-642293f15205_1986x968.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:710,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:76193,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.1nve.st/i/187035720?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F14357ef6-6726-4a3a-b8d2-642293f15205_1986x968.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" 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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">Out-of-Sample Zoom</figcaption></figure></div><p>So far, this one has delivered a strong return that&#8217;s stayed pretty uncorrelated to the broader market. And that&#8217;s even after removing the now-delisted ETF (HNW). Which does raise an awkward question: was <a href="https://www.1nve.st/p/portfolio-update-10152025-the-bull">taking it out of my portfolio</a> a bit premature?</p><h4><a href="https://www.1nve.st/p/defense-first">Defense First</a></h4><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!a-dE!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc53e2b73-c238-499a-8d9c-a8c8614298d4_1986x968.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!a-dE!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc53e2b73-c238-499a-8d9c-a8c8614298d4_1986x968.png 424w, https://substackcdn.com/image/fetch/$s_!a-dE!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc53e2b73-c238-499a-8d9c-a8c8614298d4_1986x968.png 848w, https://substackcdn.com/image/fetch/$s_!a-dE!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc53e2b73-c238-499a-8d9c-a8c8614298d4_1986x968.png 1272w, https://substackcdn.com/image/fetch/$s_!a-dE!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc53e2b73-c238-499a-8d9c-a8c8614298d4_1986x968.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!a-dE!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc53e2b73-c238-499a-8d9c-a8c8614298d4_1986x968.png" width="1456" height="710" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/c53e2b73-c238-499a-8d9c-a8c8614298d4_1986x968.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:710,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:83358,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.1nve.st/i/187035720?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc53e2b73-c238-499a-8d9c-a8c8614298d4_1986x968.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!a-dE!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc53e2b73-c238-499a-8d9c-a8c8614298d4_1986x968.png 424w, https://substackcdn.com/image/fetch/$s_!a-dE!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc53e2b73-c238-499a-8d9c-a8c8614298d4_1986x968.png 848w, https://substackcdn.com/image/fetch/$s_!a-dE!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc53e2b73-c238-499a-8d9c-a8c8614298d4_1986x968.png 1272w, https://substackcdn.com/image/fetch/$s_!a-dE!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fc53e2b73-c238-499a-8d9c-a8c8614298d4_1986x968.png 1456w" sizes="100vw"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg 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://quantmage.app/grimoire/c952d85a01bbab105d81f8329c9c12dd">https://quantmage.app/grimoire/c952d85a01bbab105d81f8329c9c12dd</a></figcaption></figure></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!r-4d!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F600fb4ba-169b-46c9-a2bf-676bf3a5c87c_1986x968.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!r-4d!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F600fb4ba-169b-46c9-a2bf-676bf3a5c87c_1986x968.png 424w, https://substackcdn.com/image/fetch/$s_!r-4d!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F600fb4ba-169b-46c9-a2bf-676bf3a5c87c_1986x968.png 848w, https://substackcdn.com/image/fetch/$s_!r-4d!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F600fb4ba-169b-46c9-a2bf-676bf3a5c87c_1986x968.png 1272w, https://substackcdn.com/image/fetch/$s_!r-4d!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F600fb4ba-169b-46c9-a2bf-676bf3a5c87c_1986x968.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!r-4d!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F600fb4ba-169b-46c9-a2bf-676bf3a5c87c_1986x968.png" width="1456" height="710" 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srcset="https://substackcdn.com/image/fetch/$s_!r-4d!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F600fb4ba-169b-46c9-a2bf-676bf3a5c87c_1986x968.png 424w, https://substackcdn.com/image/fetch/$s_!r-4d!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F600fb4ba-169b-46c9-a2bf-676bf3a5c87c_1986x968.png 848w, https://substackcdn.com/image/fetch/$s_!r-4d!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F600fb4ba-169b-46c9-a2bf-676bf3a5c87c_1986x968.png 1272w, https://substackcdn.com/image/fetch/$s_!r-4d!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F600fb4ba-169b-46c9-a2bf-676bf3a5c87c_1986x968.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">Out-of-Sample Zoom</figcaption></figure></div><p>Another spell that&#8217;s held its ground impressively. Even with the recent pullback, its performance has stayed solid.</p><h4><a href="https://www.1nve.st/i/166107498/bitcoin-to-gold-ratio-as-a-risk-on-signal">GBTC/GLD</a></h4><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!9w8t!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe0e8462e-3a0b-4959-aa4e-d378c8f06bc3_1986x968.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!9w8t!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe0e8462e-3a0b-4959-aa4e-d378c8f06bc3_1986x968.png 424w, https://substackcdn.com/image/fetch/$s_!9w8t!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe0e8462e-3a0b-4959-aa4e-d378c8f06bc3_1986x968.png 848w, https://substackcdn.com/image/fetch/$s_!9w8t!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe0e8462e-3a0b-4959-aa4e-d378c8f06bc3_1986x968.png 1272w, https://substackcdn.com/image/fetch/$s_!9w8t!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe0e8462e-3a0b-4959-aa4e-d378c8f06bc3_1986x968.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!9w8t!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe0e8462e-3a0b-4959-aa4e-d378c8f06bc3_1986x968.png" width="1456" height="710" 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srcset="https://substackcdn.com/image/fetch/$s_!9w8t!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe0e8462e-3a0b-4959-aa4e-d378c8f06bc3_1986x968.png 424w, https://substackcdn.com/image/fetch/$s_!9w8t!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe0e8462e-3a0b-4959-aa4e-d378c8f06bc3_1986x968.png 848w, https://substackcdn.com/image/fetch/$s_!9w8t!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe0e8462e-3a0b-4959-aa4e-d378c8f06bc3_1986x968.png 1272w, https://substackcdn.com/image/fetch/$s_!9w8t!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe0e8462e-3a0b-4959-aa4e-d378c8f06bc3_1986x968.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://quantmage.app/grimoire/fbe4de00fde900803dc885543fcee1bb">https://quantmage.app/grimoire/fbe4de00fde900803dc885543fcee1bb</a></figcaption></figure></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!c624!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9bcaff5c-c3c8-4607-89d3-077fc66b0fd3_1986x968.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!c624!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9bcaff5c-c3c8-4607-89d3-077fc66b0fd3_1986x968.png 424w, https://substackcdn.com/image/fetch/$s_!c624!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9bcaff5c-c3c8-4607-89d3-077fc66b0fd3_1986x968.png 848w, https://substackcdn.com/image/fetch/$s_!c624!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9bcaff5c-c3c8-4607-89d3-077fc66b0fd3_1986x968.png 1272w, https://substackcdn.com/image/fetch/$s_!c624!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9bcaff5c-c3c8-4607-89d3-077fc66b0fd3_1986x968.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!c624!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9bcaff5c-c3c8-4607-89d3-077fc66b0fd3_1986x968.png" width="1456" height="710" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/9bcaff5c-c3c8-4607-89d3-077fc66b0fd3_1986x968.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:710,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:75071,&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://www.1nve.st/i/187035720?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9bcaff5c-c3c8-4607-89d3-077fc66b0fd3_1986x968.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!c624!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9bcaff5c-c3c8-4607-89d3-077fc66b0fd3_1986x968.png 424w, https://substackcdn.com/image/fetch/$s_!c624!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9bcaff5c-c3c8-4607-89d3-077fc66b0fd3_1986x968.png 848w, https://substackcdn.com/image/fetch/$s_!c624!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9bcaff5c-c3c8-4607-89d3-077fc66b0fd3_1986x968.png 1272w, https://substackcdn.com/image/fetch/$s_!c624!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9bcaff5c-c3c8-4607-89d3-077fc66b0fd3_1986x968.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">Out-of-Sample Zoom</figcaption></figure></div><p>It&#8217;s been sitting in cash since October, but zooming out: I&#8217;m totally fine with how this has played out. It did what it was supposed to do &#8212; participate when conditions were favorable, then step aside when they weren&#8217;t.</p><h4><a href="https://www.1nve.st/i/166107498/gold-to-oil-ratio-aroon-indicator">IAU/USO</a></h4><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!IRL5!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F70b51c3a-bbdd-405c-b247-47b2044ddc91_1986x968.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!IRL5!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F70b51c3a-bbdd-405c-b247-47b2044ddc91_1986x968.png 424w, https://substackcdn.com/image/fetch/$s_!IRL5!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F70b51c3a-bbdd-405c-b247-47b2044ddc91_1986x968.png 848w, https://substackcdn.com/image/fetch/$s_!IRL5!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F70b51c3a-bbdd-405c-b247-47b2044ddc91_1986x968.png 1272w, https://substackcdn.com/image/fetch/$s_!IRL5!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F70b51c3a-bbdd-405c-b247-47b2044ddc91_1986x968.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!IRL5!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F70b51c3a-bbdd-405c-b247-47b2044ddc91_1986x968.png" width="1456" height="710" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/70b51c3a-bbdd-405c-b247-47b2044ddc91_1986x968.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:710,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:85812,&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://www.1nve.st/i/187035720?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F70b51c3a-bbdd-405c-b247-47b2044ddc91_1986x968.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!IRL5!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F70b51c3a-bbdd-405c-b247-47b2044ddc91_1986x968.png 424w, https://substackcdn.com/image/fetch/$s_!IRL5!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F70b51c3a-bbdd-405c-b247-47b2044ddc91_1986x968.png 848w, https://substackcdn.com/image/fetch/$s_!IRL5!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F70b51c3a-bbdd-405c-b247-47b2044ddc91_1986x968.png 1272w, https://substackcdn.com/image/fetch/$s_!IRL5!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F70b51c3a-bbdd-405c-b247-47b2044ddc91_1986x968.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://quantmage.app/grimoire/86b8f36888a7c965381797922ca262d7">https://quantmage.app/grimoire/86b8f36888a7c965381797922ca262d7</a></figcaption></figure></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!BKU8!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd14ff4dd-3b63-458c-a4dc-4a313800e014_1986x968.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!BKU8!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd14ff4dd-3b63-458c-a4dc-4a313800e014_1986x968.png 424w, https://substackcdn.com/image/fetch/$s_!BKU8!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd14ff4dd-3b63-458c-a4dc-4a313800e014_1986x968.png 848w, https://substackcdn.com/image/fetch/$s_!BKU8!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd14ff4dd-3b63-458c-a4dc-4a313800e014_1986x968.png 1272w, https://substackcdn.com/image/fetch/$s_!BKU8!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd14ff4dd-3b63-458c-a4dc-4a313800e014_1986x968.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!BKU8!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd14ff4dd-3b63-458c-a4dc-4a313800e014_1986x968.png" width="1456" height="710" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/d14ff4dd-3b63-458c-a4dc-4a313800e014_1986x968.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:710,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:56860,&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://www.1nve.st/i/187035720?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd14ff4dd-3b63-458c-a4dc-4a313800e014_1986x968.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!BKU8!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd14ff4dd-3b63-458c-a4dc-4a313800e014_1986x968.png 424w, https://substackcdn.com/image/fetch/$s_!BKU8!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd14ff4dd-3b63-458c-a4dc-4a313800e014_1986x968.png 848w, https://substackcdn.com/image/fetch/$s_!BKU8!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd14ff4dd-3b63-458c-a4dc-4a313800e014_1986x968.png 1272w, https://substackcdn.com/image/fetch/$s_!BKU8!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd14ff4dd-3b63-458c-a4dc-4a313800e014_1986x968.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">Out-of-Sample Zoom</figcaption></figure></div><p>This spell uses a completely different signal from GBTC/GLD, yet the pattern looks strikingly similar. Performance has tracked right in line with its historical results.</p><h4><a href="https://www.1nve.st/p/canary-signal-series-corporate-bonds">Corporate Bond Short-term Momentum Canary</a></h4><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!BFvS!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F264e2398-3d3d-4b9d-98ee-b2615ae9e88e_1986x968.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!BFvS!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F264e2398-3d3d-4b9d-98ee-b2615ae9e88e_1986x968.png 424w, https://substackcdn.com/image/fetch/$s_!BFvS!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F264e2398-3d3d-4b9d-98ee-b2615ae9e88e_1986x968.png 848w, https://substackcdn.com/image/fetch/$s_!BFvS!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F264e2398-3d3d-4b9d-98ee-b2615ae9e88e_1986x968.png 1272w, https://substackcdn.com/image/fetch/$s_!BFvS!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F264e2398-3d3d-4b9d-98ee-b2615ae9e88e_1986x968.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!BFvS!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F264e2398-3d3d-4b9d-98ee-b2615ae9e88e_1986x968.png" width="1456" height="710" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/264e2398-3d3d-4b9d-98ee-b2615ae9e88e_1986x968.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:710,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:91567,&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://www.1nve.st/i/187035720?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F264e2398-3d3d-4b9d-98ee-b2615ae9e88e_1986x968.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!BFvS!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F264e2398-3d3d-4b9d-98ee-b2615ae9e88e_1986x968.png 424w, https://substackcdn.com/image/fetch/$s_!BFvS!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F264e2398-3d3d-4b9d-98ee-b2615ae9e88e_1986x968.png 848w, https://substackcdn.com/image/fetch/$s_!BFvS!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F264e2398-3d3d-4b9d-98ee-b2615ae9e88e_1986x968.png 1272w, https://substackcdn.com/image/fetch/$s_!BFvS!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F264e2398-3d3d-4b9d-98ee-b2615ae9e88e_1986x968.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://quantmage.app/grimoire/22270dd56d11f06bccf8c2ebf010621c">https://quantmage.app/grimoire/22270dd56d11f06bccf8c2ebf010621c</a></figcaption></figure></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!sjl2!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F700c8d9d-25f6-4b89-af4f-b78372b0ba39_1986x968.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!sjl2!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F700c8d9d-25f6-4b89-af4f-b78372b0ba39_1986x968.png 424w, https://substackcdn.com/image/fetch/$s_!sjl2!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F700c8d9d-25f6-4b89-af4f-b78372b0ba39_1986x968.png 848w, https://substackcdn.com/image/fetch/$s_!sjl2!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F700c8d9d-25f6-4b89-af4f-b78372b0ba39_1986x968.png 1272w, https://substackcdn.com/image/fetch/$s_!sjl2!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F700c8d9d-25f6-4b89-af4f-b78372b0ba39_1986x968.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!sjl2!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F700c8d9d-25f6-4b89-af4f-b78372b0ba39_1986x968.png" width="1456" height="710" 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srcset="https://substackcdn.com/image/fetch/$s_!sjl2!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F700c8d9d-25f6-4b89-af4f-b78372b0ba39_1986x968.png 424w, https://substackcdn.com/image/fetch/$s_!sjl2!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F700c8d9d-25f6-4b89-af4f-b78372b0ba39_1986x968.png 848w, https://substackcdn.com/image/fetch/$s_!sjl2!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F700c8d9d-25f6-4b89-af4f-b78372b0ba39_1986x968.png 1272w, https://substackcdn.com/image/fetch/$s_!sjl2!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F700c8d9d-25f6-4b89-af4f-b78372b0ba39_1986x968.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">Out-of-Sample Zoom</figcaption></figure></div><p>Another standout &#8212; strong returns with remarkably low volatility. Hard to ask for much more.</p><blockquote><p>&#128227; Quick reminder: This is just a peek under the hood of my systematic strategies &#8212; not investment advice. Always do your own homework and talk to a pro if you&#8217;re uncertain.</p></blockquote><h3><strong>&#128368;&#65039; Too Early to Tell</strong></h3><h4><a href="https://www.1nve.st/p/canary-signal-series-high-beta-vs">SPHB/SPLV</a></h4><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!w70G!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F78cf6f49-60ce-47a9-a59a-001539c5fef2_1986x968.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!w70G!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F78cf6f49-60ce-47a9-a59a-001539c5fef2_1986x968.png 424w, 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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://quantmage.app/grimoire/a2ecf7eecd07c624fc15690404ecc3e7">https://quantmage.app/grimoire/a2ecf7eecd07c624fc15690404ecc3e7</a></figcaption></figure></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!aW68!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9f3f5aea-ef41-49da-91e2-ad9c4300712d_1986x968.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" 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src="https://substackcdn.com/image/fetch/$s_!aW68!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9f3f5aea-ef41-49da-91e2-ad9c4300712d_1986x968.png" width="1456" height="710" 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srcset="https://substackcdn.com/image/fetch/$s_!aW68!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9f3f5aea-ef41-49da-91e2-ad9c4300712d_1986x968.png 424w, https://substackcdn.com/image/fetch/$s_!aW68!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9f3f5aea-ef41-49da-91e2-ad9c4300712d_1986x968.png 848w, https://substackcdn.com/image/fetch/$s_!aW68!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9f3f5aea-ef41-49da-91e2-ad9c4300712d_1986x968.png 1272w, https://substackcdn.com/image/fetch/$s_!aW68!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9f3f5aea-ef41-49da-91e2-ad9c4300712d_1986x968.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">Out-of-Sample Zoom</figcaption></figure></div><p>At first glance, you might think this one did fine. But look closer &#8212; the signal never actually flipped. It sat in QLD for the entire out-of-sample period:</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!lqVh!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2b64d831-97c0-41e5-b630-22c1ff4fa8bc_1986x890.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!lqVh!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2b64d831-97c0-41e5-b630-22c1ff4fa8bc_1986x890.png 424w, https://substackcdn.com/image/fetch/$s_!lqVh!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2b64d831-97c0-41e5-b630-22c1ff4fa8bc_1986x890.png 848w, https://substackcdn.com/image/fetch/$s_!lqVh!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2b64d831-97c0-41e5-b630-22c1ff4fa8bc_1986x890.png 1272w, https://substackcdn.com/image/fetch/$s_!lqVh!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2b64d831-97c0-41e5-b630-22c1ff4fa8bc_1986x890.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!lqVh!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2b64d831-97c0-41e5-b630-22c1ff4fa8bc_1986x890.png" width="1456" height="652" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/2b64d831-97c0-41e5-b630-22c1ff4fa8bc_1986x890.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:652,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:78022,&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://www.1nve.st/i/187035720?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2b64d831-97c0-41e5-b630-22c1ff4fa8bc_1986x890.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!lqVh!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2b64d831-97c0-41e5-b630-22c1ff4fa8bc_1986x890.png 424w, https://substackcdn.com/image/fetch/$s_!lqVh!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2b64d831-97c0-41e5-b630-22c1ff4fa8bc_1986x890.png 848w, https://substackcdn.com/image/fetch/$s_!lqVh!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2b64d831-97c0-41e5-b630-22c1ff4fa8bc_1986x890.png 1272w, https://substackcdn.com/image/fetch/$s_!lqVh!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2b64d831-97c0-41e5-b630-22c1ff4fa8bc_1986x890.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>So the jury&#8217;s still out. We haven&#8217;t really seen what this spell does when it matters.</p><h4><a href="https://www.1nve.st/p/the-volatility-edge">The Volatility Edge</a></h4><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!timD!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F94a99fd4-4c48-4eab-82d2-f303912d9e35_1986x968.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!timD!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F94a99fd4-4c48-4eab-82d2-f303912d9e35_1986x968.png 424w, https://substackcdn.com/image/fetch/$s_!timD!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F94a99fd4-4c48-4eab-82d2-f303912d9e35_1986x968.png 848w, https://substackcdn.com/image/fetch/$s_!timD!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F94a99fd4-4c48-4eab-82d2-f303912d9e35_1986x968.png 1272w, https://substackcdn.com/image/fetch/$s_!timD!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F94a99fd4-4c48-4eab-82d2-f303912d9e35_1986x968.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!timD!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F94a99fd4-4c48-4eab-82d2-f303912d9e35_1986x968.png" width="1456" height="710" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/94a99fd4-4c48-4eab-82d2-f303912d9e35_1986x968.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:710,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:87582,&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://www.1nve.st/i/187035720?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F94a99fd4-4c48-4eab-82d2-f303912d9e35_1986x968.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!timD!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F94a99fd4-4c48-4eab-82d2-f303912d9e35_1986x968.png 424w, https://substackcdn.com/image/fetch/$s_!timD!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F94a99fd4-4c48-4eab-82d2-f303912d9e35_1986x968.png 848w, https://substackcdn.com/image/fetch/$s_!timD!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F94a99fd4-4c48-4eab-82d2-f303912d9e35_1986x968.png 1272w, https://substackcdn.com/image/fetch/$s_!timD!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F94a99fd4-4c48-4eab-82d2-f303912d9e35_1986x968.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://quantmage.app/grimoire/4e4b555c966227dd571919ab786cbcc0">https://quantmage.app/grimoire/4e4b555c966227dd571919ab786cbcc0</a></figcaption></figure></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!ncfl!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F98d7e487-3bee-4992-838e-17b9c030be05_1986x968.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!ncfl!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F98d7e487-3bee-4992-838e-17b9c030be05_1986x968.png 424w, https://substackcdn.com/image/fetch/$s_!ncfl!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F98d7e487-3bee-4992-838e-17b9c030be05_1986x968.png 848w, https://substackcdn.com/image/fetch/$s_!ncfl!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F98d7e487-3bee-4992-838e-17b9c030be05_1986x968.png 1272w, https://substackcdn.com/image/fetch/$s_!ncfl!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F98d7e487-3bee-4992-838e-17b9c030be05_1986x968.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!ncfl!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F98d7e487-3bee-4992-838e-17b9c030be05_1986x968.png" width="1456" height="710" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/98d7e487-3bee-4992-838e-17b9c030be05_1986x968.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:710,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:98643,&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://www.1nve.st/i/187035720?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F98d7e487-3bee-4992-838e-17b9c030be05_1986x968.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!ncfl!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F98d7e487-3bee-4992-838e-17b9c030be05_1986x968.png 424w, https://substackcdn.com/image/fetch/$s_!ncfl!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F98d7e487-3bee-4992-838e-17b9c030be05_1986x968.png 848w, https://substackcdn.com/image/fetch/$s_!ncfl!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F98d7e487-3bee-4992-838e-17b9c030be05_1986x968.png 1272w, https://substackcdn.com/image/fetch/$s_!ncfl!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F98d7e487-3bee-4992-838e-17b9c030be05_1986x968.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">Out-of-Sample Zoom</figcaption></figure></div><p>Same story here. The negative eVRP scenario simply hasn&#8217;t materialized during the period, so we&#8217;re still waiting for a real test.</p><h4><a href="https://www.1nve.st/i/166107498/rsi-ensemble">RSI Ensemble</a></h4><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!RcQm!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe5cc48a6-1840-406e-874e-7f74a9067b75_1986x968.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!RcQm!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe5cc48a6-1840-406e-874e-7f74a9067b75_1986x968.png 424w, https://substackcdn.com/image/fetch/$s_!RcQm!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe5cc48a6-1840-406e-874e-7f74a9067b75_1986x968.png 848w, https://substackcdn.com/image/fetch/$s_!RcQm!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe5cc48a6-1840-406e-874e-7f74a9067b75_1986x968.png 1272w, https://substackcdn.com/image/fetch/$s_!RcQm!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe5cc48a6-1840-406e-874e-7f74a9067b75_1986x968.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!RcQm!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe5cc48a6-1840-406e-874e-7f74a9067b75_1986x968.png" width="1456" height="710" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/e5cc48a6-1840-406e-874e-7f74a9067b75_1986x968.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:710,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:62776,&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://www.1nve.st/i/187035720?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe5cc48a6-1840-406e-874e-7f74a9067b75_1986x968.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!RcQm!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe5cc48a6-1840-406e-874e-7f74a9067b75_1986x968.png 424w, https://substackcdn.com/image/fetch/$s_!RcQm!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe5cc48a6-1840-406e-874e-7f74a9067b75_1986x968.png 848w, https://substackcdn.com/image/fetch/$s_!RcQm!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe5cc48a6-1840-406e-874e-7f74a9067b75_1986x968.png 1272w, https://substackcdn.com/image/fetch/$s_!RcQm!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe5cc48a6-1840-406e-874e-7f74a9067b75_1986x968.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://quantmage.app/grimoire/b05ef8d7d0c25bbe8efb7fad78d08e05">https://quantmage.app/grimoire/b05ef8d7d0c25bbe8efb7fad78d08e05</a></figcaption></figure></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!4ciW!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6d932dac-5055-40ff-a700-6e2ec73056bf_1986x968.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!4ciW!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6d932dac-5055-40ff-a700-6e2ec73056bf_1986x968.png 424w, https://substackcdn.com/image/fetch/$s_!4ciW!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6d932dac-5055-40ff-a700-6e2ec73056bf_1986x968.png 848w, https://substackcdn.com/image/fetch/$s_!4ciW!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6d932dac-5055-40ff-a700-6e2ec73056bf_1986x968.png 1272w, https://substackcdn.com/image/fetch/$s_!4ciW!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6d932dac-5055-40ff-a700-6e2ec73056bf_1986x968.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!4ciW!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6d932dac-5055-40ff-a700-6e2ec73056bf_1986x968.png" width="1456" height="710" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/6d932dac-5055-40ff-a700-6e2ec73056bf_1986x968.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:710,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:53520,&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://www.1nve.st/i/187035720?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6d932dac-5055-40ff-a700-6e2ec73056bf_1986x968.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!4ciW!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6d932dac-5055-40ff-a700-6e2ec73056bf_1986x968.png 424w, https://substackcdn.com/image/fetch/$s_!4ciW!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6d932dac-5055-40ff-a700-6e2ec73056bf_1986x968.png 848w, https://substackcdn.com/image/fetch/$s_!4ciW!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6d932dac-5055-40ff-a700-6e2ec73056bf_1986x968.png 1272w, https://substackcdn.com/image/fetch/$s_!4ciW!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6d932dac-5055-40ff-a700-6e2ec73056bf_1986x968.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">Out-of-Sample Zoom</figcaption></figure></div><p>Mostly stayed in cash. It&#8217;s honestly surprising how few overbought or oversold signals triggered, given how noisy the headlines have been lately.</p><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://www.1nve.st/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">&#128171; Like this kind of update? Subscribe to Systematic Investing with QuantMage&#65532; to follow along and support the 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><h3><strong>Wrapping Up</strong></h3><p>No duds to report this time around, which is great. But let&#8217;s keep some perspective: the market hasn&#8217;t really gone through a sustained drawdown in recent months. The correction over the last few days is a good reminder that the real stress test may still be ahead of us. That&#8217;s when we&#8217;ll really see what these spells are made of.</p><p>The pullback over the last few days might be nothing&#8230; or it might be the opening scene of a longer correction. Either way, I&#8217;ll keep tracking these and will post another hindsight update once we&#8217;ve had a bit more regime variety to chew on.</p>]]></content:encoded></item><item><title><![CDATA[When Harry Met Rally…]]></title><description><![CDATA[Harry Browne&#8217;s Classic Portfolio, Reimagined with Momentum]]></description><link>https://www.1nve.st/p/when-harry-met-rally</link><guid isPermaLink="false">https://www.1nve.st/p/when-harry-met-rally</guid><dc:creator><![CDATA[Jaewon Jung]]></dc:creator><pubDate>Fri, 30 Jan 2026 01:29:46 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!XkJE!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Faccdb3ad-c18d-4bad-ae9a-740073d8b4cf_1786x1104.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p><a href="https://www.marketsentiment.co/p/permanent-portfolio">Harry Browne&#8217;s Permanent Portfolio</a> is about as simple as it gets: equal weights in stocks, gold, bonds, and cash. It&#8217;s been around forever. But does this old-school approach still hold up?</p><h3><a href="https://quantmage.app/grimoire/4e7277e31df81ab4022c21f682a3ce9b">The Original Flavor</a></h3><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!XkJE!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Faccdb3ad-c18d-4bad-ae9a-740073d8b4cf_1786x1104.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!XkJE!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Faccdb3ad-c18d-4bad-ae9a-740073d8b4cf_1786x1104.png 424w, https://substackcdn.com/image/fetch/$s_!XkJE!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Faccdb3ad-c18d-4bad-ae9a-740073d8b4cf_1786x1104.png 848w, https://substackcdn.com/image/fetch/$s_!XkJE!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Faccdb3ad-c18d-4bad-ae9a-740073d8b4cf_1786x1104.png 1272w, https://substackcdn.com/image/fetch/$s_!XkJE!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Faccdb3ad-c18d-4bad-ae9a-740073d8b4cf_1786x1104.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!XkJE!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Faccdb3ad-c18d-4bad-ae9a-740073d8b4cf_1786x1104.png" width="1456" height="900" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/accdb3ad-c18d-4bad-ae9a-740073d8b4cf_1786x1104.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:900,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:54906,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:true,&quot;internalRedirect&quot;:&quot;https://www.1nve.st/i/186252755?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Faccdb3ad-c18d-4bad-ae9a-740073d8b4cf_1786x1104.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!XkJE!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Faccdb3ad-c18d-4bad-ae9a-740073d8b4cf_1786x1104.png 424w, https://substackcdn.com/image/fetch/$s_!XkJE!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Faccdb3ad-c18d-4bad-ae9a-740073d8b4cf_1786x1104.png 848w, https://substackcdn.com/image/fetch/$s_!XkJE!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Faccdb3ad-c18d-4bad-ae9a-740073d8b4cf_1786x1104.png 1272w, https://substackcdn.com/image/fetch/$s_!XkJE!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Faccdb3ad-c18d-4bad-ae9a-740073d8b4cf_1786x1104.png 1456w" sizes="100vw" fetchpriority="high"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg 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>As you can see, implementation in <a href="https://quantmage.app">QuantMage</a> is dead simple. I used annual rebalancing with VTI for stocks. Over the last 18 years, it delivered an annual return of 7.4%. Not exactly a &#8220;print money&#8221; headline&#8212;but the surprising part is the quality of the ride: a <a href="https://quantmage.app/library/reference/performance_metrics/#sharpe">Sharpe</a> of 1.02 from such a basic allocation is nothing to ignore.</p><blockquote><p>&#9888;&#65039; Just a heads-up: None of this is financial advice. Just one mage tinkering with spells. Always DYOR and consult a qualified advisor if needed.</p></blockquote><h3><a href="https://quantmage.app/grimoire/953a07f1150483fe7a205bef4befb9d1">Jazzing It Up</a></h3><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!Hs3T!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa159102c-63da-4de3-a40c-158ddf18d9f6_1784x1712.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!Hs3T!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa159102c-63da-4de3-a40c-158ddf18d9f6_1784x1712.png 424w, https://substackcdn.com/image/fetch/$s_!Hs3T!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa159102c-63da-4de3-a40c-158ddf18d9f6_1784x1712.png 848w, https://substackcdn.com/image/fetch/$s_!Hs3T!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa159102c-63da-4de3-a40c-158ddf18d9f6_1784x1712.png 1272w, https://substackcdn.com/image/fetch/$s_!Hs3T!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa159102c-63da-4de3-a40c-158ddf18d9f6_1784x1712.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!Hs3T!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa159102c-63da-4de3-a40c-158ddf18d9f6_1784x1712.png" width="1456" height="1397" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/a159102c-63da-4de3-a40c-158ddf18d9f6_1784x1712.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1397,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:93673,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.1nve.st/i/186252755?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa159102c-63da-4de3-a40c-158ddf18d9f6_1784x1712.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!Hs3T!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa159102c-63da-4de3-a40c-158ddf18d9f6_1784x1712.png 424w, https://substackcdn.com/image/fetch/$s_!Hs3T!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa159102c-63da-4de3-a40c-158ddf18d9f6_1784x1712.png 848w, https://substackcdn.com/image/fetch/$s_!Hs3T!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa159102c-63da-4de3-a40c-158ddf18d9f6_1784x1712.png 1272w, https://substackcdn.com/image/fetch/$s_!Hs3T!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa159102c-63da-4de3-a40c-158ddf18d9f6_1784x1712.png 1456w" sizes="100vw"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg 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>For those who want more action, we can add a momentum filter and ditch the cash. Each asset gets checked against its 200-day simple moving average&#8212;only those with confirmed breakouts make the cut. This takes advantage of how QuantMage handles <a href="https://quantmage.app/library/guides/empty_branch/">empty branches under equal weighting</a>. I also swapped in QLD (2x leveraged QQQ) for extra juice, and tweaked  the momentum check durations across asset classes to polish the historical results. Fair warning: more tuning means more overfitting risk. Also a <a href="https://quantmage.app/library/guides/faq/#how-does-threshold-rebalancing-function">threshold rebalancing</a> is used this time.</p><p>The simulated results? A 21.7% CAGR over 18 years. Hitting that kind of return while keeping volatility in check (Sharpe and <a href="https://quantmage.app/library/reference/performance_metrics/#mar">MAR</a> both above 1.0) is no small feat:</p><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!4Fgo!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F71748391-684c-44df-b7fd-9c90801a883f_2150x216.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!4Fgo!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F71748391-684c-44df-b7fd-9c90801a883f_2150x216.png 424w, https://substackcdn.com/image/fetch/$s_!4Fgo!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F71748391-684c-44df-b7fd-9c90801a883f_2150x216.png 848w, https://substackcdn.com/image/fetch/$s_!4Fgo!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F71748391-684c-44df-b7fd-9c90801a883f_2150x216.png 1272w, https://substackcdn.com/image/fetch/$s_!4Fgo!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F71748391-684c-44df-b7fd-9c90801a883f_2150x216.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!4Fgo!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F71748391-684c-44df-b7fd-9c90801a883f_2150x216.png" width="1456" height="146" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/71748391-684c-44df-b7fd-9c90801a883f_2150x216.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:146,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:44575,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.1nve.st/i/186252755?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F71748391-684c-44df-b7fd-9c90801a883f_2150x216.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!4Fgo!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F71748391-684c-44df-b7fd-9c90801a883f_2150x216.png 424w, https://substackcdn.com/image/fetch/$s_!4Fgo!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F71748391-684c-44df-b7fd-9c90801a883f_2150x216.png 848w, https://substackcdn.com/image/fetch/$s_!4Fgo!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F71748391-684c-44df-b7fd-9c90801a883f_2150x216.png 1272w, https://substackcdn.com/image/fetch/$s_!4Fgo!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F71748391-684c-44df-b7fd-9c90801a883f_2150x216.png 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!lccL!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe24eb162-083b-40a1-afca-f4b33afb64ab_798x178.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!lccL!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe24eb162-083b-40a1-afca-f4b33afb64ab_798x178.png 424w, https://substackcdn.com/image/fetch/$s_!lccL!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe24eb162-083b-40a1-afca-f4b33afb64ab_798x178.png 848w, https://substackcdn.com/image/fetch/$s_!lccL!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe24eb162-083b-40a1-afca-f4b33afb64ab_798x178.png 1272w, https://substackcdn.com/image/fetch/$s_!lccL!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe24eb162-083b-40a1-afca-f4b33afb64ab_798x178.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!lccL!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe24eb162-083b-40a1-afca-f4b33afb64ab_798x178.png" width="798" height="178" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/e24eb162-083b-40a1-afca-f4b33afb64ab_798x178.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:178,&quot;width&quot;:798,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:13735,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.1nve.st/i/186252755?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe24eb162-083b-40a1-afca-f4b33afb64ab_798x178.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!lccL!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe24eb162-083b-40a1-afca-f4b33afb64ab_798x178.png 424w, https://substackcdn.com/image/fetch/$s_!lccL!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe24eb162-083b-40a1-afca-f4b33afb64ab_798x178.png 848w, https://substackcdn.com/image/fetch/$s_!lccL!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe24eb162-083b-40a1-afca-f4b33afb64ab_798x178.png 1272w, https://substackcdn.com/image/fetch/$s_!lccL!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe24eb162-083b-40a1-afca-f4b33afb64ab_798x178.png 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><p>Digging into the stats, you might think TLT (bonds) is slacking&#8212;just a 1.2% return while active more than half the time. But its real job? Playing defense. Take it out, and the portfolio&#8217;s risk-adjusted return noticeably suffers:</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!Y4lU!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2a2ed043-9a09-4916-9fbd-f2dbca4e918a_1774x1060.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!Y4lU!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2a2ed043-9a09-4916-9fbd-f2dbca4e918a_1774x1060.png 424w, https://substackcdn.com/image/fetch/$s_!Y4lU!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2a2ed043-9a09-4916-9fbd-f2dbca4e918a_1774x1060.png 848w, 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srcset="https://substackcdn.com/image/fetch/$s_!Y4lU!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2a2ed043-9a09-4916-9fbd-f2dbca4e918a_1774x1060.png 424w, https://substackcdn.com/image/fetch/$s_!Y4lU!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2a2ed043-9a09-4916-9fbd-f2dbca4e918a_1774x1060.png 848w, https://substackcdn.com/image/fetch/$s_!Y4lU!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2a2ed043-9a09-4916-9fbd-f2dbca4e918a_1774x1060.png 1272w, https://substackcdn.com/image/fetch/$s_!Y4lU!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2a2ed043-9a09-4916-9fbd-f2dbca4e918a_1774x1060.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><div class="captioned-button-wrap" data-attrs="{&quot;url&quot;:&quot;https://www.1nve.st/p/when-harry-met-rally?utm_source=substack&utm_medium=email&utm_content=share&action=share&quot;,&quot;text&quot;:&quot;Share&quot;}" data-component-name="CaptionedButtonToDOM"><div class="preamble"><p class="cta-caption">Thanks for reading <em>Systematic Investing with QuantMage</em>! This post is public, so feel free to share it.</p></div><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.1nve.st/p/when-harry-met-rally?utm_source=substack&utm_medium=email&utm_content=share&action=share&quot;,&quot;text&quot;:&quot;Share&quot;}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://www.1nve.st/p/when-harry-met-rally?utm_source=substack&utm_medium=email&utm_content=share&action=share"><span>Share</span></a></p></div><h3>Final Thoughts</h3><p>This little experiment is a nice reminder that you can get a surprisingly decent risk-adjusted return with a portfolio that fits on a sticky note&#8212;just three or four ETFs.</p><p>No, it&#8217;s not invincible. A year like 2022 can still hurt&#8212;when stocks and bonds struggle and gold doesn&#8217;t bail you out cleanly, both versions can take a hit. But over nearly two decades, the overall track record is still&#8230; not something I&#8217;d sneeze at.</p><p>Curious what you think:</p><ul><li><p>Are momentum filters here &#8220;signal&#8221; or mostly &#8220;curve-fit glitter&#8221;?</p></li><li><p>Does TLT-as-crash-padding still make sense in a world where bonds can have equity-like drawdowns?</p></li><li><p>Would you rather keep cash (protection) or replace it with &#8220;sit out when trend is down&#8221; (optionality)?</p></li></ul><p>Big shoutout to Martin for sparking this idea with <a href="https://martinschwoerer.substack.com/p/harry-browne-lives-in-my-head-but">his recent article</a>.</p>]]></content:encoded></item><item><title><![CDATA[Portfolio Update 01/15/2026 - Market Resilient 🔺]]></title><description><![CDATA[Even as Tensions Mount &#128165;]]></description><link>https://www.1nve.st/p/portfolio-update-01152026-market</link><guid isPermaLink="false">https://www.1nve.st/p/portfolio-update-01152026-market</guid><dc:creator><![CDATA[Jaewon Jung]]></dc:creator><pubDate>Thu, 15 Jan 2026 23:20:54 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!Endl!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff0f2e9ef-5c54-4444-83a0-b455f4268aa2_1590x2016.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p>Quick performance check-in: my portfolio is up +1.6% since <a href="https://www.1nve.st/p/portfolio-update-12152025">the last update</a>, which lagged SPY&#8217;s +2.0% over the same stretch. Not ideal, but I&#8217;m not too worried&#8212;if anything, it feels like a reasonable start given the old market saying: &#8220;<a href="https://en.wikipedia.org/wiki/January_barometer">as goes January, so goes the year.</a>&#8221; If that rhyme has any bite this time around, we&#8217;re off to a solid start.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!Endl!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff0f2e9ef-5c54-4444-83a0-b455f4268aa2_1590x2016.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!Endl!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff0f2e9ef-5c54-4444-83a0-b455f4268aa2_1590x2016.png 424w, https://substackcdn.com/image/fetch/$s_!Endl!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff0f2e9ef-5c54-4444-83a0-b455f4268aa2_1590x2016.png 848w, https://substackcdn.com/image/fetch/$s_!Endl!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff0f2e9ef-5c54-4444-83a0-b455f4268aa2_1590x2016.png 1272w, https://substackcdn.com/image/fetch/$s_!Endl!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff0f2e9ef-5c54-4444-83a0-b455f4268aa2_1590x2016.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!Endl!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff0f2e9ef-5c54-4444-83a0-b455f4268aa2_1590x2016.png" width="1456" height="1846" 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srcset="https://substackcdn.com/image/fetch/$s_!N63d!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F32bd2c11-d64e-4ec5-8d6e-41b44ab1eb12_1590x1940.png 424w, https://substackcdn.com/image/fetch/$s_!N63d!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F32bd2c11-d64e-4ec5-8d6e-41b44ab1eb12_1590x1940.png 848w, https://substackcdn.com/image/fetch/$s_!N63d!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F32bd2c11-d64e-4ec5-8d6e-41b44ab1eb12_1590x1940.png 1272w, https://substackcdn.com/image/fetch/$s_!N63d!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F32bd2c11-d64e-4ec5-8d6e-41b44ab1eb12_1590x1940.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!N63d!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F32bd2c11-d64e-4ec5-8d6e-41b44ab1eb12_1590x1940.png" width="1456" height="1777" 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srcset="https://substackcdn.com/image/fetch/$s_!N63d!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F32bd2c11-d64e-4ec5-8d6e-41b44ab1eb12_1590x1940.png 424w, https://substackcdn.com/image/fetch/$s_!N63d!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F32bd2c11-d64e-4ec5-8d6e-41b44ab1eb12_1590x1940.png 848w, https://substackcdn.com/image/fetch/$s_!N63d!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F32bd2c11-d64e-4ec5-8d6e-41b44ab1eb12_1590x1940.png 1272w, https://substackcdn.com/image/fetch/$s_!N63d!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F32bd2c11-d64e-4ec5-8d6e-41b44ab1eb12_1590x1940.png 1456w" sizes="100vw"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg 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>You&#8217;ll notice a change in the lineup: I&#8217;ve retired the <em>KMLM Canary Combo</em> and replaced it with what I&#8217;m calling the <em>Uncorrelated Combo</em>. The appeal? Near-zero correlation to the broader market, paired with high-teen CAGR over 18 years of backtesting. On paper, it&#8217;s exactly what I want. In practice? The proof is in the pudding&#8212;stay tuned.</p><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.1nve.st/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://www.1nve.st/subscribe?"><span>Subscribe now</span></a></p><p>On a broader note, multiple concerning conflicts continue to unfold around the world, both internal and external. Here&#8217;s hoping common sense and peace prevail this year and beyond.</p>]]></content:encoded></item><item><title><![CDATA[All That Glitters]]></title><description><![CDATA[Tactical Strategies for Gold]]></description><link>https://www.1nve.st/p/all-that-glitters</link><guid isPermaLink="false">https://www.1nve.st/p/all-that-glitters</guid><dc:creator><![CDATA[Jaewon Jung]]></dc:creator><pubDate>Fri, 09 Jan 2026 23:09:55 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!3YSR!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F48434ef7-82b3-42a5-8da9-1952f41c3918_1440x810.jpeg" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p>Not all that glitters is gold&#8230; except, well, this year it kind of was.</p><p>Gold had a banner year in 2025. And if you&#8217;re feeling smug about SPY&#8217;s 18% return, Ray Dalio would like a word&#8212;he pointed out in <a href="https://www.linkedin.com/pulse/2025-ray-dalio-kaf8e/">his year-end recap</a> that in gold terms, SPY actually lost 28%. Ouch.</p><p>Here&#8217;s the thing: gold is about as &#8220;hard&#8221; as money gets when it comes to preserving purchasing power over the long haul. Yes, after such a strong run, we might see some consolidation. But with major economies drowning in debt and fiscal discipline nowhere in sight, I still like gold&#8217;s odds against most fiat currencies over time. The diversification angle is compelling too&#8212;gold&#8217;s low correlation to stocks makes it a solid portfolio stabilizer.</p><p>So rather than debate narratives, here are three tactical, rules-based approaches (&#8220;spells&#8221;) you can use to manage exposure.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!3YSR!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F48434ef7-82b3-42a5-8da9-1952f41c3918_1440x810.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!3YSR!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F48434ef7-82b3-42a5-8da9-1952f41c3918_1440x810.jpeg 424w, https://substackcdn.com/image/fetch/$s_!3YSR!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F48434ef7-82b3-42a5-8da9-1952f41c3918_1440x810.jpeg 848w, https://substackcdn.com/image/fetch/$s_!3YSR!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F48434ef7-82b3-42a5-8da9-1952f41c3918_1440x810.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!3YSR!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F48434ef7-82b3-42a5-8da9-1952f41c3918_1440x810.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!3YSR!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F48434ef7-82b3-42a5-8da9-1952f41c3918_1440x810.jpeg" width="1440" height="810" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/48434ef7-82b3-42a5-8da9-1952f41c3918_1440x810.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:810,&quot;width&quot;:1440,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:127088,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/jpeg&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:true,&quot;internalRedirect&quot;:&quot;https://www.1nve.st/i/184059631?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F48434ef7-82b3-42a5-8da9-1952f41c3918_1440x810.jpeg&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!3YSR!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F48434ef7-82b3-42a5-8da9-1952f41c3918_1440x810.jpeg 424w, https://substackcdn.com/image/fetch/$s_!3YSR!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F48434ef7-82b3-42a5-8da9-1952f41c3918_1440x810.jpeg 848w, https://substackcdn.com/image/fetch/$s_!3YSR!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F48434ef7-82b3-42a5-8da9-1952f41c3918_1440x810.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!3YSR!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F48434ef7-82b3-42a5-8da9-1952f41c3918_1440x810.jpeg 1456w" sizes="100vw" fetchpriority="high"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><h3><a href="https://quantmage.app/grimoire/b1b151f81f7ce6a84a96868be556b8c9">Cross-Asset Price-Based Regimes for Gold</a></h3><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!eCaX!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3fea54a6-0593-47ff-a7d1-ff8647846421_1744x830.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!eCaX!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3fea54a6-0593-47ff-a7d1-ff8647846421_1744x830.png 424w, https://substackcdn.com/image/fetch/$s_!eCaX!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3fea54a6-0593-47ff-a7d1-ff8647846421_1744x830.png 848w, https://substackcdn.com/image/fetch/$s_!eCaX!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3fea54a6-0593-47ff-a7d1-ff8647846421_1744x830.png 1272w, https://substackcdn.com/image/fetch/$s_!eCaX!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3fea54a6-0593-47ff-a7d1-ff8647846421_1744x830.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!eCaX!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3fea54a6-0593-47ff-a7d1-ff8647846421_1744x830.png" width="1456" height="693" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/3fea54a6-0593-47ff-a7d1-ff8647846421_1744x830.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:693,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:35337,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.1nve.st/i/184059631?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3fea54a6-0593-47ff-a7d1-ff8647846421_1744x830.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!eCaX!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3fea54a6-0593-47ff-a7d1-ff8647846421_1744x830.png 424w, https://substackcdn.com/image/fetch/$s_!eCaX!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3fea54a6-0593-47ff-a7d1-ff8647846421_1744x830.png 848w, https://substackcdn.com/image/fetch/$s_!eCaX!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3fea54a6-0593-47ff-a7d1-ff8647846421_1744x830.png 1272w, https://substackcdn.com/image/fetch/$s_!eCaX!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3fea54a6-0593-47ff-a7d1-ff8647846421_1744x830.png 1456w" sizes="100vw"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg 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>I picked up this idea from <a href="https://quantpedia.com/cross-asset-price-based-regimes-for-gold/">a recent Quantpedia article</a>. The concept: use 12-month momentum signals from both gold and treasury bonds to determine when to hold gold.</p><p>The setup is straightforward. GLD represents gold, IEF (an intermediate-term treasury bond ETF) provides the bond signal. You only hold GLD when both assets show positive momentum&#8212;otherwise, you park in SHY (cash). I&#8217;m using 250-day cumulative returns as my momentum measure, checked over ten consecutive days.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!dNUk!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6108faba-ed37-419b-a057-3961dce5d644_1742x816.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!dNUk!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6108faba-ed37-419b-a057-3961dce5d644_1742x816.png 424w, https://substackcdn.com/image/fetch/$s_!dNUk!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6108faba-ed37-419b-a057-3961dce5d644_1742x816.png 848w, https://substackcdn.com/image/fetch/$s_!dNUk!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6108faba-ed37-419b-a057-3961dce5d644_1742x816.png 1272w, https://substackcdn.com/image/fetch/$s_!dNUk!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6108faba-ed37-419b-a057-3961dce5d644_1742x816.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!dNUk!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6108faba-ed37-419b-a057-3961dce5d644_1742x816.png" width="1456" height="682" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/6108faba-ed37-419b-a057-3961dce5d644_1742x816.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:682,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:84115,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.1nve.st/i/184059631?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6108faba-ed37-419b-a057-3961dce5d644_1742x816.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!dNUk!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6108faba-ed37-419b-a057-3961dce5d644_1742x816.png 424w, https://substackcdn.com/image/fetch/$s_!dNUk!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6108faba-ed37-419b-a057-3961dce5d644_1742x816.png 848w, https://substackcdn.com/image/fetch/$s_!dNUk!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6108faba-ed37-419b-a057-3961dce5d644_1742x816.png 1272w, https://substackcdn.com/image/fetch/$s_!dNUk!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6108faba-ed37-419b-a057-3961dce5d644_1742x816.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>The results? Over ~20 years, this trails GLD buy-and-hold in raw return, but shows a small edge in risk-adjusted performance. It also handled ugly gold years like 2013 and 2015 more gracefully (when gold saw meaningful drawdowns).</p><p>Intuition: you&#8217;re basically asking for &#8220;gold strength + bond strength&#8221; before you take gold risk&#8212;otherwise you default to something cash-like.</p><h3><a href="https://quantmage.app/grimoire/946bfb527a4b2af9a06b72e2fa4355c5">TIP for GLD</a></h3><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!jzlo!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2a1edfea-d948-4c7f-ab98-32114e401124_1742x976.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!jzlo!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2a1edfea-d948-4c7f-ab98-32114e401124_1742x976.png 424w, https://substackcdn.com/image/fetch/$s_!jzlo!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2a1edfea-d948-4c7f-ab98-32114e401124_1742x976.png 848w, https://substackcdn.com/image/fetch/$s_!jzlo!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2a1edfea-d948-4c7f-ab98-32114e401124_1742x976.png 1272w, https://substackcdn.com/image/fetch/$s_!jzlo!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2a1edfea-d948-4c7f-ab98-32114e401124_1742x976.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!jzlo!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2a1edfea-d948-4c7f-ab98-32114e401124_1742x976.png" width="1456" height="816" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/2a1edfea-d948-4c7f-ab98-32114e401124_1742x976.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:816,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:26568,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.1nve.st/i/184059631?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2a1edfea-d948-4c7f-ab98-32114e401124_1742x976.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!jzlo!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2a1edfea-d948-4c7f-ab98-32114e401124_1742x976.png 424w, https://substackcdn.com/image/fetch/$s_!jzlo!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2a1edfea-d948-4c7f-ab98-32114e401124_1742x976.png 848w, https://substackcdn.com/image/fetch/$s_!jzlo!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2a1edfea-d948-4c7f-ab98-32114e401124_1742x976.png 1272w, https://substackcdn.com/image/fetch/$s_!jzlo!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2a1edfea-d948-4c7f-ab98-32114e401124_1742x976.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>Another <a href="https://www.smartkarma.com/ko/insights/druckenmiller-s-gold-miner-bet">article</a>-inspired strategy, and it shares DNA with <a href="https://www.1nve.st/i/159776627/inflation-signaled-goldtreasury">something I&#8217;ve covered before</a>&#8212;both use inflation expectations (via <a href="https://www.ishares.com/us/products/239467/ishares-tips-bond-etf">TIP</a>) as the primary signal.</p><p>The rule: go long gold (IAU this time) when TIP&#8217;s 100-day return stays positive for three consecutive days. When that condition fails, rotate into a defensive 50/50 split between SHY and IEF.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!czLL!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd5bcf5d3-66c2-4ac8-bbaa-b90140a2d87f_1738x812.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!czLL!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd5bcf5d3-66c2-4ac8-bbaa-b90140a2d87f_1738x812.png 424w, https://substackcdn.com/image/fetch/$s_!czLL!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd5bcf5d3-66c2-4ac8-bbaa-b90140a2d87f_1738x812.png 848w, https://substackcdn.com/image/fetch/$s_!czLL!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd5bcf5d3-66c2-4ac8-bbaa-b90140a2d87f_1738x812.png 1272w, https://substackcdn.com/image/fetch/$s_!czLL!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd5bcf5d3-66c2-4ac8-bbaa-b90140a2d87f_1738x812.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!czLL!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd5bcf5d3-66c2-4ac8-bbaa-b90140a2d87f_1738x812.png" width="1456" height="680" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/d5bcf5d3-66c2-4ac8-bbaa-b90140a2d87f_1738x812.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:680,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:80164,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.1nve.st/i/184059631?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd5bcf5d3-66c2-4ac8-bbaa-b90140a2d87f_1738x812.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!czLL!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd5bcf5d3-66c2-4ac8-bbaa-b90140a2d87f_1738x812.png 424w, https://substackcdn.com/image/fetch/$s_!czLL!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd5bcf5d3-66c2-4ac8-bbaa-b90140a2d87f_1738x812.png 848w, https://substackcdn.com/image/fetch/$s_!czLL!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd5bcf5d3-66c2-4ac8-bbaa-b90140a2d87f_1738x812.png 1272w, https://substackcdn.com/image/fetch/$s_!czLL!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd5bcf5d3-66c2-4ac8-bbaa-b90140a2d87f_1738x812.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>This one delivers comparable absolute returns to buy-and-hold over a similar timeframe, but again with noticeably better risk-adjusted performance.</p><p>Intuition: you&#8217;re letting a &#8220;macro-sensitive&#8221; asset (<a href="https://www.investopedia.com/terms/t/tips.asp">TIPS</a>) act as a gatekeeper for when you want gold exposure, and otherwise you hold a conservative bond/cash blend.</p><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://www.1nve.st/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">Enjoying these regime-based approaches? Subscribe for free to Systematic Investing with QuantMage and never miss a spell.</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><h3><a href="https://quantmage.app/grimoire/5f2c470a094e818250b260360465d02d">Oil vs. Gold</a></h3><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!e1xV!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff1897837-afc9-4182-a4f8-f51a1a7e5045_1746x616.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!e1xV!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff1897837-afc9-4182-a4f8-f51a1a7e5045_1746x616.png 424w, https://substackcdn.com/image/fetch/$s_!e1xV!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff1897837-afc9-4182-a4f8-f51a1a7e5045_1746x616.png 848w, https://substackcdn.com/image/fetch/$s_!e1xV!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff1897837-afc9-4182-a4f8-f51a1a7e5045_1746x616.png 1272w, https://substackcdn.com/image/fetch/$s_!e1xV!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff1897837-afc9-4182-a4f8-f51a1a7e5045_1746x616.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!e1xV!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff1897837-afc9-4182-a4f8-f51a1a7e5045_1746x616.png" width="1456" height="514" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/f1897837-afc9-4182-a4f8-f51a1a7e5045_1746x616.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:514,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:25295,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.1nve.st/i/184059631?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff1897837-afc9-4182-a4f8-f51a1a7e5045_1746x616.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!e1xV!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff1897837-afc9-4182-a4f8-f51a1a7e5045_1746x616.png 424w, https://substackcdn.com/image/fetch/$s_!e1xV!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff1897837-afc9-4182-a4f8-f51a1a7e5045_1746x616.png 848w, https://substackcdn.com/image/fetch/$s_!e1xV!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff1897837-afc9-4182-a4f8-f51a1a7e5045_1746x616.png 1272w, https://substackcdn.com/image/fetch/$s_!e1xV!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff1897837-afc9-4182-a4f8-f51a1a7e5045_1746x616.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>For the final strategy, we&#8217;re pitting gold against &#8220;liquid gold.&#8221;</p><p>This approach uses <a href="https://quantmage.canny.io/changelog/nuanced-estimation-of-relative-momentum-with-price-ratios">price ratio</a> and <a href="https://quantmage.canny.io/changelog/unlock-the-power-of-percentile-ranking">percentile ranking</a> to measure IAU&#8217;s momentum against <a href="https://www.ishares.com/us/products/239517/ishares-us-oil-gas-exploration-production-etf">IEO</a> (iShares U.S. Oil &amp; Gas Exploration &amp; Production ETF). When oil is winning the momentum battle, you rotate into <a href="https://www.uscfinvestments.com/uso">USO</a> (United States Oil Fund, LP).</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!WeSi!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9a0ae34b-0d08-41d3-9969-a3abfc77db0b_1734x814.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!WeSi!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9a0ae34b-0d08-41d3-9969-a3abfc77db0b_1734x814.png 424w, https://substackcdn.com/image/fetch/$s_!WeSi!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9a0ae34b-0d08-41d3-9969-a3abfc77db0b_1734x814.png 848w, https://substackcdn.com/image/fetch/$s_!WeSi!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9a0ae34b-0d08-41d3-9969-a3abfc77db0b_1734x814.png 1272w, https://substackcdn.com/image/fetch/$s_!WeSi!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9a0ae34b-0d08-41d3-9969-a3abfc77db0b_1734x814.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!WeSi!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9a0ae34b-0d08-41d3-9969-a3abfc77db0b_1734x814.png" width="1456" height="683" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/9a0ae34b-0d08-41d3-9969-a3abfc77db0b_1734x814.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:683,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:77210,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.1nve.st/i/184059631?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9a0ae34b-0d08-41d3-9969-a3abfc77db0b_1734x814.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!WeSi!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9a0ae34b-0d08-41d3-9969-a3abfc77db0b_1734x814.png 424w, https://substackcdn.com/image/fetch/$s_!WeSi!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9a0ae34b-0d08-41d3-9969-a3abfc77db0b_1734x814.png 848w, https://substackcdn.com/image/fetch/$s_!WeSi!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9a0ae34b-0d08-41d3-9969-a3abfc77db0b_1734x814.png 1272w, https://substackcdn.com/image/fetch/$s_!WeSi!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9a0ae34b-0d08-41d3-9969-a3abfc77db0b_1734x814.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>The backtest over 19 years shows more exciting returns&#8212;though with volatility to match. Fair warning: that flat stretch from 2012 to 2015 would have tested anyone&#8217;s patience.</p><p>Intuition: sometimes gold and oil trade like competing &#8220;macro hedges.&#8221; This spell tries to own whichever one is acting stronger right now, instead of committing to gold as the only hedge.</p><blockquote><p>&#128227; Quick disclaimer: This post is for informational purposes only and isn&#8217;t financial advice. Please do your own research and consider talking to a professional before making any investment decisions.</p></blockquote><h3>Final Thoughts</h3><p>Gold isn&#8217;t just for doomsday preppers and central banks. It can be a smart, tactical piece of a modern portfolio&#8212;especially when paired with regime-based logic to avoid the dead zones.</p><p>So what&#8217;s your 2026 gold outlook? Bullish, bearish, or just waiting for Powell to flinch? Got any smart signals or ideas I should test next? I&#8217;d love to hear your take.</p><p></p>]]></content:encoded></item><item><title><![CDATA[2025 Recap]]></title><description><![CDATA[Strategic Mediocrity or Underperformance?]]></description><link>https://www.1nve.st/p/2025-recap</link><guid isPermaLink="false">https://www.1nve.st/p/2025-recap</guid><dc:creator><![CDATA[Jaewon Jung]]></dc:creator><pubDate>Sun, 04 Jan 2026 23:30:54 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!NPZE!,w_256,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F400764f3-10da-4233-bd57-f39515de1319_930x930.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p>My portfolio finished 2025 up 17%, while SPY returned 17.7% (including dividends). Not exactly champagne-popping alpha&#8230; but I&#8217;ll take a clean two&#8209;digit gain any year. More importantly, it rode market beta pretty well despite a bunch of idiosyncratic events along the way&#8212;so I&#8217;m calling it a &#8220;photo finish&#8221; loss to the index, not a blowout.</p><h3>Best Spells</h3><p>I looked at how each of my live spells performed for the year, counting only those fully invested the entire period. That means <em><a href="https://www.1nve.st/p/jjs-spell-series-bdry-signaled-ssoeum">BDRY-signaled SSO/EUM with RSI Pops</a></em>, <em>KMLM Canary Combo</em>, <em><a href="https://www.1nve.st/p/price-ratio-momentums">Price Ratio Momentums</a></em>, and <em><a href="https://www.1nve.st/p/canary-signal-series-high-beta-vs">SPHB/SPLV with RSI Ensemble</a></em> didn&#8217;t make the cut. On a <a href="https://www.1nve.st/i/143465831/time-weighted-vs-money-weighted-returns">time-weighted</a> basis, the top three were:</p><ol><li><p><em><a href="https://www.1nve.st/p/jjs-spell-series-woodxlu-canaries">WOOD/XLU/BDRY Canaries Leverage</a></em></p></li><li><p><em>SVIX 4TLT</em></p></li><li><p><em>JJ&#8217;s Trinity Canary Leverage v1.0</em></p></li></ol><p>A quick &#8220;what-if&#8221;: <em>BDRY-signaled SSO/EUM with RSI Pops</em> (entered on 1/7/2025) likely would&#8217;ve taken the top spot if it had been invested just one week earlier.</p><p>By risk-adjusted return (<a href="https://quantmage.app/library/reference/performance_metrics/#mar">MAR</a>), the leaderboard shifts slightly:</p><ol><li><p><em>WOOD/XLU/BDRY Canaries Leverage</em></p></li><li><p><em>EM 4TLT</em></p></li><li><p><em>JJ&#8217;s Trinity Canary Leverage v1.0</em></p></li></ol><h3>Worst Spells</h3><p>On the other end of the spectrum, a few spells made themselves&#8230; memorable:</p><ol><li><p><em>COIN or Not</em></p></li><li><p><em><a href="https://www.1nve.st/p/jjs-spell-series-short-spy">Short SPY </a>+ <a href="https://www.1nve.st/p/the-best-macro-indicator">The Best Macro Indicator</a></em></p></li><li><p><em>Jackal&#8217;s Mean Reversion + BND vs. SH Canary</em></p></li></ol><p>Also worth calling out: <em>KMLM Canary Combo</em> (entered in March) has been a rough ride so far as well.</p><h3>Post Stats</h3><p>I published 32 posts in 2025&#8212;short of my one-per-week goal, mostly because I lost momentum in Q4. The three most-viewed pieces were:</p><div class="digest-post-embed" data-attrs="{&quot;nodeId&quot;:&quot;20d8e513-0a32-459b-97ed-79593972c69c&quot;,&quot;caption&quot;:&quot;Happy New Year, everyone! I hope your 2025 is off to a fantastic start&#8212;may it be filled with green candles and minimal drawdowns! &#128200;&quot;,&quot;cta&quot;:&quot;Read full story&quot;,&quot;showBylines&quot;:true,&quot;size&quot;:&quot;md&quot;,&quot;isEditorNode&quot;:true,&quot;title&quot;:&quot;The Best Macro Indicator, Round Two&quot;,&quot;publishedBylines&quot;:[{&quot;id&quot;:35684977,&quot;name&quot;:&quot;Jaewon Jung&quot;,&quot;bio&quot;:null,&quot;photo_url&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/432651ad-daed-40f6-8589-73e4c7a25cd3_144x144.png&quot;,&quot;is_guest&quot;:false,&quot;bestseller_tier&quot;:null}],&quot;post_date&quot;:&quot;2025-01-08T00:18:11.511Z&quot;,&quot;cover_image&quot;:&quot;https://substackcdn.com/image/fetch/f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa3b99045-5360-4932-9e2c-e0f4d784310f_2422x662.png&quot;,&quot;cover_image_alt&quot;:null,&quot;canonical_url&quot;:&quot;https://www.1nve.st/p/the-best-macro-indicator-round-two&quot;,&quot;section_name&quot;:null,&quot;video_upload_id&quot;:null,&quot;id&quot;:154359822,&quot;type&quot;:&quot;newsletter&quot;,&quot;reaction_count&quot;:6,&quot;comment_count&quot;:26,&quot;publication_id&quot;:2022725,&quot;publication_name&quot;:&quot;Systematic Investing with QuantMage&quot;,&quot;publication_logo_url&quot;:&quot;https://substackcdn.com/image/fetch/$s_!NPZE!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F400764f3-10da-4233-bd57-f39515de1319_930x930.png&quot;,&quot;belowTheFold&quot;:true,&quot;youtube_url&quot;:null,&quot;show_links&quot;:null,&quot;feed_url&quot;:null}"></div><div class="digest-post-embed" data-attrs="{&quot;nodeId&quot;:&quot;bc0c3ba2-140b-4c60-aba2-bb071fd0db92&quot;,&quot;caption&quot;:&quot;Lately I stumbled across a post (somewhere in the internet rabbit hole&#8212;credit to the mystery author!) that compared two ETFs I only half&#8209;remembered: SPHB, which holds the 100 highest&#8209;beta names in the S&amp;P 500, and SPLV, which holds the 100 lowest&#8209;volatility names. The idea felt obvious in hindsight: when the raciest stocks are outrunning the sleepiest o&#8230;&quot;,&quot;cta&quot;:&quot;Read full story&quot;,&quot;showBylines&quot;:true,&quot;size&quot;:&quot;md&quot;,&quot;isEditorNode&quot;:true,&quot;title&quot;:&quot;Canary Signal Series: High Beta vs. Low Vol&quot;,&quot;publishedBylines&quot;:[{&quot;id&quot;:35684977,&quot;name&quot;:&quot;Jaewon Jung&quot;,&quot;bio&quot;:null,&quot;photo_url&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/432651ad-daed-40f6-8589-73e4c7a25cd3_144x144.png&quot;,&quot;is_guest&quot;:false,&quot;bestseller_tier&quot;:null}],&quot;post_date&quot;:&quot;2025-07-07T23:39:58.976Z&quot;,&quot;cover_image&quot;:&quot;https://substackcdn.com/image/fetch/$s_!L6YF!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F29ed1b72-f5f7-41f1-b415-2906288c1eff_1200x1200.png&quot;,&quot;cover_image_alt&quot;:null,&quot;canonical_url&quot;:&quot;https://www.1nve.st/p/canary-signal-series-high-beta-vs&quot;,&quot;section_name&quot;:null,&quot;video_upload_id&quot;:null,&quot;id&quot;:167762791,&quot;type&quot;:&quot;newsletter&quot;,&quot;reaction_count&quot;:6,&quot;comment_count&quot;:8,&quot;publication_id&quot;:2022725,&quot;publication_name&quot;:&quot;Systematic Investing with QuantMage&quot;,&quot;publication_logo_url&quot;:&quot;https://substackcdn.com/image/fetch/$s_!NPZE!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F400764f3-10da-4233-bd57-f39515de1319_930x930.png&quot;,&quot;belowTheFold&quot;:true,&quot;youtube_url&quot;:null,&quot;show_links&quot;:null,&quot;feed_url&quot;:null}"></div><div class="digest-post-embed" data-attrs="{&quot;nodeId&quot;:&quot;77250fd8-6ea9-4106-81e5-ec11d5d50a6e&quot;,&quot;caption&quot;:&quot;TL;DR I&#8217;m testing a live &#8220;side-quest&#8221; strategy meant to zig when my core portfolio zags: a diversified basket of alt asset/strategy ETFs selected by 180&#8209;day momentum (hold the top 3). A conditional short&#8209;vol overlay (via SVOL) kicks in only when HY credit spreads are elevated. Backtests look exciting&#8212;but history is short, risks are real, and I&#8217;m keeping &#8230;&quot;,&quot;cta&quot;:&quot;Read full story&quot;,&quot;showBylines&quot;:true,&quot;size&quot;:&quot;md&quot;,&quot;isEditorNode&quot;:true,&quot;title&quot;:&quot;JJ&#8217;s Spell Series: Trending Alternatives&quot;,&quot;publishedBylines&quot;:[{&quot;id&quot;:35684977,&quot;name&quot;:&quot;Jaewon Jung&quot;,&quot;bio&quot;:null,&quot;photo_url&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/432651ad-daed-40f6-8589-73e4c7a25cd3_144x144.png&quot;,&quot;is_guest&quot;:false,&quot;bestseller_tier&quot;:null}],&quot;post_date&quot;:&quot;2025-09-16T23:55:47.132Z&quot;,&quot;cover_image&quot;:&quot;https://substackcdn.com/image/fetch/$s_!u6kB!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F67c4e3a0-a1e8-4b48-a21d-84f1bfe6ee98_1200x904.png&quot;,&quot;cover_image_alt&quot;:null,&quot;canonical_url&quot;:&quot;https://www.1nve.st/p/jjs-spell-series-trending-alternatives&quot;,&quot;section_name&quot;:null,&quot;video_upload_id&quot;:null,&quot;id&quot;:173800111,&quot;type&quot;:&quot;newsletter&quot;,&quot;reaction_count&quot;:4,&quot;comment_count&quot;:5,&quot;publication_id&quot;:2022725,&quot;publication_name&quot;:&quot;Systematic Investing with QuantMage&quot;,&quot;publication_logo_url&quot;:&quot;https://substackcdn.com/image/fetch/$s_!NPZE!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F400764f3-10da-4233-bd57-f39515de1319_930x930.png&quot;,&quot;belowTheFold&quot;:true,&quot;youtube_url&quot;:null,&quot;show_links&quot;:null,&quot;feed_url&quot;:null}"></div><h3>Major QuantMage Features Added</h3><p><a href="https://quantmage.app">QuantMage</a> also got a solid set of upgrades this year:</p><ul><li><p><a href="https://quantmage.canny.io/changelog/nuanced-estimation-of-relative-momentum-with-price-ratios">Price Ratios</a></p></li><li><p><a href="https://quantmage.canny.io/changelog/partial-cash-out-is-here">Partial Cash-Out</a></p></li><li><p><a href="https://quantmage.canny.io/changelog/smarter-diversification-with-uncorrelated-tickers">Uncorrelated Tickers</a></p></li><li><p><a href="https://quantmage.canny.io/changelog/unlock-the-power-of-percentile-ranking">Percentile Ranking</a></p></li><li><p><a href="https://quantmage.canny.io/changelog/applying-stochastic-oscillator-to-indicators">Stochastic</a></p></li></ul><h3>Looking Ahead to 2026</h3><p>I&#8217;m not satisfied with the current performance. I&#8217;m hunting for more uncorrelated sources of return, and I already have a few spells on the shortlist to retire or replace.</p><p>2026 will also bring a big personal change for me and my family, which likely means less time for investment research than I had in 2025&#8212;so I&#8217;m going to be more intentional about what I keep, what I cut, and what I automate.</p><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.1nve.st/p/2025-recap?utm_source=substack&utm_medium=email&utm_content=share&action=share&quot;,&quot;text&quot;:&quot;Share&quot;,&quot;action&quot;:null,&quot;class&quot;:null}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://www.1nve.st/p/2025-recap?utm_source=substack&utm_medium=email&utm_content=share&action=share"><span>Share</span></a></p><p>Happy New Year, everyone&#8212;here&#8217;s to a more prosperous 2026!</p>]]></content:encoded></item><item><title><![CDATA[Portfolio Update 12/15/2025]]></title><description><![CDATA[Will Santa Rally come to town?]]></description><link>https://www.1nve.st/p/portfolio-update-12152025</link><guid isPermaLink="false">https://www.1nve.st/p/portfolio-update-12152025</guid><dc:creator><![CDATA[Jaewon Jung]]></dc:creator><pubDate>Tue, 16 Dec 2025 00:29:19 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!9L9M!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F62102fbe-c1a0-4a32-9173-2f745391ae3e_1594x2018.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p>The Fed delivered its rate cut right on cue&#8212;no surprises there. Meanwhile, whispers of an AI bubble refuse to fade, and the labor market keeps sending <a href="https://martinschwoerer.substack.com/p/is-the-perfect-indicator-useful-once">mixed</a> <a href="https://dualityresearch.substack.com/p/david-vs-goliath-the-small-cap-setup">signals</a> depending on which data point you&#8217;re staring at.</p><p>Against that backdrop, my portfolio climbed 2% since <a href="https://www.1nve.st/p/portfolio-update-11152025-turbulence">the last update</a>, edging out SPY&#8217;s 1.3% gain. Not bad, though I&#8217;ll admit I was hoping to punch through the $900k level again. Maybe next time.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!9L9M!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F62102fbe-c1a0-4a32-9173-2f745391ae3e_1594x2018.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!9L9M!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F62102fbe-c1a0-4a32-9173-2f745391ae3e_1594x2018.png 424w, https://substackcdn.com/image/fetch/$s_!9L9M!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F62102fbe-c1a0-4a32-9173-2f745391ae3e_1594x2018.png 848w, https://substackcdn.com/image/fetch/$s_!9L9M!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F62102fbe-c1a0-4a32-9173-2f745391ae3e_1594x2018.png 1272w, https://substackcdn.com/image/fetch/$s_!9L9M!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F62102fbe-c1a0-4a32-9173-2f745391ae3e_1594x2018.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!9L9M!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F62102fbe-c1a0-4a32-9173-2f745391ae3e_1594x2018.png" width="1456" height="1843" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/62102fbe-c1a0-4a32-9173-2f745391ae3e_1594x2018.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1843,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:265186,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:true,&quot;internalRedirect&quot;:&quot;https://www.1nve.st/i/181737043?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F62102fbe-c1a0-4a32-9173-2f745391ae3e_1594x2018.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!9L9M!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F62102fbe-c1a0-4a32-9173-2f745391ae3e_1594x2018.png 424w, https://substackcdn.com/image/fetch/$s_!9L9M!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F62102fbe-c1a0-4a32-9173-2f745391ae3e_1594x2018.png 848w, https://substackcdn.com/image/fetch/$s_!9L9M!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F62102fbe-c1a0-4a32-9173-2f745391ae3e_1594x2018.png 1272w, https://substackcdn.com/image/fetch/$s_!9L9M!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F62102fbe-c1a0-4a32-9173-2f745391ae3e_1594x2018.png 1456w" sizes="100vw" fetchpriority="high"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" 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srcset="https://substackcdn.com/image/fetch/$s_!IOAS!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7479c154-8d9e-4a44-85ca-5c772f34844a_1596x2032.png 424w, https://substackcdn.com/image/fetch/$s_!IOAS!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7479c154-8d9e-4a44-85ca-5c772f34844a_1596x2032.png 848w, https://substackcdn.com/image/fetch/$s_!IOAS!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7479c154-8d9e-4a44-85ca-5c772f34844a_1596x2032.png 1272w, https://substackcdn.com/image/fetch/$s_!IOAS!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7479c154-8d9e-4a44-85ca-5c772f34844a_1596x2032.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!IOAS!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7479c154-8d9e-4a44-85ca-5c772f34844a_1596x2032.png" width="1456" height="1854" 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srcset="https://substackcdn.com/image/fetch/$s_!IOAS!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7479c154-8d9e-4a44-85ca-5c772f34844a_1596x2032.png 424w, https://substackcdn.com/image/fetch/$s_!IOAS!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7479c154-8d9e-4a44-85ca-5c772f34844a_1596x2032.png 848w, https://substackcdn.com/image/fetch/$s_!IOAS!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7479c154-8d9e-4a44-85ca-5c772f34844a_1596x2032.png 1272w, https://substackcdn.com/image/fetch/$s_!IOAS!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7479c154-8d9e-4a44-85ca-5c772f34844a_1596x2032.png 1456w" sizes="100vw"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg 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>Looking back, this year&#8217;s returns haven&#8217;t exactly been fireworks-worthy&#8212;but hey, green is green. With two weeks left on the clock, we&#8217;ll see if the market has any surprises in store. Santa Rally, you&#8217;re up. &#127877;&#127996;&#11014;&#65039;</p><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.1nve.st/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://www.1nve.st/subscribe?"><span>Subscribe now</span></a></p>]]></content:encoded></item><item><title><![CDATA[Portfolio Update 11/15/2025 - Turbulence ⛈️]]></title><description><![CDATA[When All-Time Highs Meet Extreme Fear]]></description><link>https://www.1nve.st/p/portfolio-update-11152025-turbulence</link><guid isPermaLink="false">https://www.1nve.st/p/portfolio-update-11152025-turbulence</guid><dc:creator><![CDATA[Jaewon Jung]]></dc:creator><pubDate>Sat, 15 Nov 2025 21:53:36 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!u3iq!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9f9b091e-8f4a-43f3-a60c-88dcfd554926_1600x2024.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p>Heading into late October, I genuinely thought my portfolio had finally settled comfortably above the 900k mark. The market, of course, had other plans. Since <a href="https://www.1nve.st/p/portfolio-update-10152025-the-bull">my last update</a>, SPY still managed to grind out a ~1% gain, but my portfolio slipped about 1.5%. Ouch. My hunch is that the prolonged government shutdown drama, fading hopes for a December rate cut, and growing &#8220;AI bubble&#8221; jitters all fed into the current turbulence.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!u3iq!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9f9b091e-8f4a-43f3-a60c-88dcfd554926_1600x2024.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!u3iq!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9f9b091e-8f4a-43f3-a60c-88dcfd554926_1600x2024.png 424w, 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class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!rOv-!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff1c388c5-b96a-48ec-906e-cc59e81d7d23_1600x2032.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!rOv-!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff1c388c5-b96a-48ec-906e-cc59e81d7d23_1600x2032.png 424w, https://substackcdn.com/image/fetch/$s_!rOv-!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff1c388c5-b96a-48ec-906e-cc59e81d7d23_1600x2032.png 848w, https://substackcdn.com/image/fetch/$s_!rOv-!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff1c388c5-b96a-48ec-906e-cc59e81d7d23_1600x2032.png 1272w, https://substackcdn.com/image/fetch/$s_!rOv-!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff1c388c5-b96a-48ec-906e-cc59e81d7d23_1600x2032.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!rOv-!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff1c388c5-b96a-48ec-906e-cc59e81d7d23_1600x2032.png" width="1456" height="1849" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/f1c388c5-b96a-48ec-906e-cc59e81d7d23_1600x2032.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1849,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:279427,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.1nve.st/i/179004263?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff1c388c5-b96a-48ec-906e-cc59e81d7d23_1600x2032.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!rOv-!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff1c388c5-b96a-48ec-906e-cc59e81d7d23_1600x2032.png 424w, https://substackcdn.com/image/fetch/$s_!rOv-!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff1c388c5-b96a-48ec-906e-cc59e81d7d23_1600x2032.png 848w, https://substackcdn.com/image/fetch/$s_!rOv-!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff1c388c5-b96a-48ec-906e-cc59e81d7d23_1600x2032.png 1272w, https://substackcdn.com/image/fetch/$s_!rOv-!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff1c388c5-b96a-48ec-906e-cc59e81d7d23_1600x2032.png 1456w" sizes="100vw"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg 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>Crypto didn&#8217;t get the memo about &#8220;Uptober&#8221; or &#8220;Moonvember&#8221; either, and my <em>COIN or Not</em> strategy extended its losing streak. The bright spot: the new entry, <em><a href="https://quantmage.app/grimoire/de88e31fb5864d9d4236db8a9cc9be66">SPHB/SPLV with RSI Ensemble</a></em>, has been behaving nicely so far and offering at least a bit of performance relief.</p><p>On the creative side, I&#8217;ve been going through another bout of writer&#8217;s block and haven&#8217;t been very productive on the newsletter front. I did ship <a href="https://quantmage.canny.io/changelog/applying-stochastic-oscillator-to-indicators">a new feature</a> in QuantMage recently, though, which makes me feel slightly less useless.</p><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.1nve.st/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://www.1nve.st/subscribe?"><span>Subscribe now</span></a></p><p>Hard to believe 2025 is already heading into the final stretch. Here&#8217;s hoping both my portfolio and yours can still pull off a happy ending to the year! &#129310;&#128200;</p>]]></content:encoded></item><item><title><![CDATA[Portfolio Update 10/15/2025 - The Bull Carries On 🐂]]></title><description><![CDATA[Despite another bout of tariff drama]]></description><link>https://www.1nve.st/p/portfolio-update-10152025-the-bull</link><guid isPermaLink="false">https://www.1nve.st/p/portfolio-update-10152025-the-bull</guid><dc:creator><![CDATA[Jaewon Jung]]></dc:creator><pubDate>Thu, 16 Oct 2025 00:15:47 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!5prt!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5d74cac8-0e6e-441b-ac2c-296b6345a880_1590x2018.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p>My portfolio climbed 1.9% since <a href="https://www.1nve.st/p/portfolio-update-09152025-all-time">my last update</a>, outpacing SPY&#8217;s 1.0% over the same period. I was this close to cracking the $900k mark, but the latest tariff flare&#8209;up trimmed the final leg of the run. Markets gonna market.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!5prt!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5d74cac8-0e6e-441b-ac2c-296b6345a880_1590x2018.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!5prt!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5d74cac8-0e6e-441b-ac2c-296b6345a880_1590x2018.png 424w, https://substackcdn.com/image/fetch/$s_!5prt!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5d74cac8-0e6e-441b-ac2c-296b6345a880_1590x2018.png 848w, https://substackcdn.com/image/fetch/$s_!5prt!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5d74cac8-0e6e-441b-ac2c-296b6345a880_1590x2018.png 1272w, https://substackcdn.com/image/fetch/$s_!5prt!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5d74cac8-0e6e-441b-ac2c-296b6345a880_1590x2018.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!5prt!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5d74cac8-0e6e-441b-ac2c-296b6345a880_1590x2018.png" width="1456" height="1848" 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stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!wTXm!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7e6cef15-3296-49d4-998a-8ff74fb6b245_1588x1940.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!wTXm!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7e6cef15-3296-49d4-998a-8ff74fb6b245_1588x1940.png 424w, https://substackcdn.com/image/fetch/$s_!wTXm!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7e6cef15-3296-49d4-998a-8ff74fb6b245_1588x1940.png 848w, https://substackcdn.com/image/fetch/$s_!wTXm!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7e6cef15-3296-49d4-998a-8ff74fb6b245_1588x1940.png 1272w, https://substackcdn.com/image/fetch/$s_!wTXm!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7e6cef15-3296-49d4-998a-8ff74fb6b245_1588x1940.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!wTXm!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7e6cef15-3296-49d4-998a-8ff74fb6b245_1588x1940.png" width="1456" height="1779" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/7e6cef15-3296-49d4-998a-8ff74fb6b245_1588x1940.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1779,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:233707,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.1nve.st/i/176279961?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7e6cef15-3296-49d4-998a-8ff74fb6b245_1588x1940.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!wTXm!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7e6cef15-3296-49d4-998a-8ff74fb6b245_1588x1940.png 424w, https://substackcdn.com/image/fetch/$s_!wTXm!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7e6cef15-3296-49d4-998a-8ff74fb6b245_1588x1940.png 848w, https://substackcdn.com/image/fetch/$s_!wTXm!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7e6cef15-3296-49d4-998a-8ff74fb6b245_1588x1940.png 1272w, https://substackcdn.com/image/fetch/$s_!wTXm!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7e6cef15-3296-49d4-998a-8ff74fb6b245_1588x1940.png 1456w" sizes="100vw"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg 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>You might notice I made an unexpected call to retire <em><a href="https://quantmage.app/grimoire/8eeedec528dcd499e19ac0354790192c">Trending Alternatives</a></em>, the live strategy I <a href="https://www.1nve.st/p/jjs-spell-series-trending-alternatives">recently shared</a>. One of its core holdings, HNW, was delisted&#8212;making this the second time that spell had to be reworked due to a delisting. Rather than patch it again, I shelved the spell and rotated into <em><a href="https://quantmage.app/grimoire/de88e31fb5864d9d4236db8a9cc9be66">SPHB/SPLV with RSI Ensemble</a></em>. I used the change as an opportunity to rebalance the whole portfolio.</p><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.1nve.st/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://www.1nve.st/subscribe?"><span>Subscribe now</span></a></p><p>Between recurring tariff brinkmanship and expanding <a href="https://en.wikipedia.org/wiki/State_capitalism">state capitalism</a>, it&#8217;s been a tricky market for systematic strategies to navigate. I&#8217;m feeling pretty fortunate about how things have played out so far this year. Here&#8217;s to a strong finish before year-end!</p>]]></content:encoded></item><item><title><![CDATA[In Hindsight 09/29/2025]]></title><description><![CDATA[Welcome to a new series where I revisit previously shared QuantMage spells and check how they behaved out of sample. Think of it as post&#8209;sharing care&#8212;a little forward testing to keep us honest.]]></description><link>https://www.1nve.st/p/in-hindsight-9292025</link><guid isPermaLink="false">https://www.1nve.st/p/in-hindsight-9292025</guid><dc:creator><![CDATA[Jaewon Jung]]></dc:creator><pubDate>Tue, 30 Sep 2025 00:05:25 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!VoL1!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffc83cb37-0e38-4edd-8314-f7b5d0e938b9_902x1199.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p>Welcome to a new series where I revisit previously shared <a href="https://quantmage.app">QuantMage</a> spells and check how they behaved <strong>out of sample</strong>. Think of it as <em>post&#8209;sharing care</em>&#8212;a little forward testing to keep us honest. It&#8217;s equal parts fun and humbling.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!VoL1!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffc83cb37-0e38-4edd-8314-f7b5d0e938b9_902x1199.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!VoL1!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffc83cb37-0e38-4edd-8314-f7b5d0e938b9_902x1199.png 424w, https://substackcdn.com/image/fetch/$s_!VoL1!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffc83cb37-0e38-4edd-8314-f7b5d0e938b9_902x1199.png 848w, https://substackcdn.com/image/fetch/$s_!VoL1!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffc83cb37-0e38-4edd-8314-f7b5d0e938b9_902x1199.png 1272w, https://substackcdn.com/image/fetch/$s_!VoL1!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffc83cb37-0e38-4edd-8314-f7b5d0e938b9_902x1199.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!VoL1!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffc83cb37-0e38-4edd-8314-f7b5d0e938b9_902x1199.png" width="902" height="1199" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/fc83cb37-0e38-4edd-8314-f7b5d0e938b9_902x1199.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1199,&quot;width&quot;:902,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:330884,&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://www.1nve.st/i/174877856?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffc83cb37-0e38-4edd-8314-f7b5d0e938b9_902x1199.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" 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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><h3><strong>&#127942; </strong>Winners Beyond the Backtest</h3><h4><a href="https://www.1nve.st/i/159776627/inflation-signaled-goldtreasury">Inflation-signaled Gold/Treasury</a></h4><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!q38R!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa11af0c4-559f-49c3-b2b9-4719e9feeeb8_2210x964.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!q38R!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa11af0c4-559f-49c3-b2b9-4719e9feeeb8_2210x964.png 424w, https://substackcdn.com/image/fetch/$s_!q38R!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa11af0c4-559f-49c3-b2b9-4719e9feeeb8_2210x964.png 848w, https://substackcdn.com/image/fetch/$s_!q38R!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa11af0c4-559f-49c3-b2b9-4719e9feeeb8_2210x964.png 1272w, https://substackcdn.com/image/fetch/$s_!q38R!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa11af0c4-559f-49c3-b2b9-4719e9feeeb8_2210x964.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!q38R!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa11af0c4-559f-49c3-b2b9-4719e9feeeb8_2210x964.png" width="1456" height="635" 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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://quantmage.app/grimoire/89ba63556a5c028320d444c971a70744">https://quantmage.app/grimoire/89ba63556a5c028320d444c971a70744</a></figcaption></figure></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!dNAS!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F56589988-fea9-4bd4-93c0-ecb3cfc6e54b_2210x964.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!dNAS!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F56589988-fea9-4bd4-93c0-ecb3cfc6e54b_2210x964.png 424w, https://substackcdn.com/image/fetch/$s_!dNAS!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F56589988-fea9-4bd4-93c0-ecb3cfc6e54b_2210x964.png 848w, https://substackcdn.com/image/fetch/$s_!dNAS!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F56589988-fea9-4bd4-93c0-ecb3cfc6e54b_2210x964.png 1272w, https://substackcdn.com/image/fetch/$s_!dNAS!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F56589988-fea9-4bd4-93c0-ecb3cfc6e54b_2210x964.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!dNAS!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F56589988-fea9-4bd4-93c0-ecb3cfc6e54b_2210x964.png" width="1456" height="635" 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srcset="https://substackcdn.com/image/fetch/$s_!dNAS!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F56589988-fea9-4bd4-93c0-ecb3cfc6e54b_2210x964.png 424w, https://substackcdn.com/image/fetch/$s_!dNAS!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F56589988-fea9-4bd4-93c0-ecb3cfc6e54b_2210x964.png 848w, https://substackcdn.com/image/fetch/$s_!dNAS!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F56589988-fea9-4bd4-93c0-ecb3cfc6e54b_2210x964.png 1272w, https://substackcdn.com/image/fetch/$s_!dNAS!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F56589988-fea9-4bd4-93c0-ecb3cfc6e54b_2210x964.png 1456w" sizes="100vw"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg 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">Out-of-Sample Zoom</figcaption></figure></div><p>This one traveled well out of the lab, delivering an uncorrelated return over a six&#8209;month out&#8209;of&#8209;sample window. Half a year is not proof of persistent edge, but it&#8217;s a good first chapter.</p><h4><a href="https://www.1nve.st/i/159776627/yen-carry-trade-unwind">Yen Carry Trade Unwind</a></h4><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!5eMC!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd9958ea0-2245-42d5-b8b0-9bee20114a54_2210x964.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!5eMC!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd9958ea0-2245-42d5-b8b0-9bee20114a54_2210x964.png 424w, https://substackcdn.com/image/fetch/$s_!5eMC!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd9958ea0-2245-42d5-b8b0-9bee20114a54_2210x964.png 848w, https://substackcdn.com/image/fetch/$s_!5eMC!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd9958ea0-2245-42d5-b8b0-9bee20114a54_2210x964.png 1272w, https://substackcdn.com/image/fetch/$s_!5eMC!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd9958ea0-2245-42d5-b8b0-9bee20114a54_2210x964.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!5eMC!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd9958ea0-2245-42d5-b8b0-9bee20114a54_2210x964.png" width="1456" height="635" 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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://quantmage.app/grimoire/fec534c6d0e90ff4b57ace0e9fa71a86">https://quantmage.app/grimoire/fec534c6d0e90ff4b57ace0e9fa71a86</a></figcaption></figure></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!2U0E!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F83b96e86-4a49-473d-bdcc-303fb023d9e1_2210x964.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!2U0E!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F83b96e86-4a49-473d-bdcc-303fb023d9e1_2210x964.png 424w, https://substackcdn.com/image/fetch/$s_!2U0E!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F83b96e86-4a49-473d-bdcc-303fb023d9e1_2210x964.png 848w, https://substackcdn.com/image/fetch/$s_!2U0E!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F83b96e86-4a49-473d-bdcc-303fb023d9e1_2210x964.png 1272w, https://substackcdn.com/image/fetch/$s_!2U0E!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F83b96e86-4a49-473d-bdcc-303fb023d9e1_2210x964.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!2U0E!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F83b96e86-4a49-473d-bdcc-303fb023d9e1_2210x964.png" width="1456" height="635" 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srcset="https://substackcdn.com/image/fetch/$s_!2U0E!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F83b96e86-4a49-473d-bdcc-303fb023d9e1_2210x964.png 424w, https://substackcdn.com/image/fetch/$s_!2U0E!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F83b96e86-4a49-473d-bdcc-303fb023d9e1_2210x964.png 848w, https://substackcdn.com/image/fetch/$s_!2U0E!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F83b96e86-4a49-473d-bdcc-303fb023d9e1_2210x964.png 1272w, https://substackcdn.com/image/fetch/$s_!2U0E!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F83b96e86-4a49-473d-bdcc-303fb023d9e1_2210x964.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">Out-of-Sample Zoom</figcaption></figure></div><p>Another solid performer. It held up particularly well during the Liberation Day drop, which speaks to its defensive character during sudden regime shifts.</p><h4><a href="https://www.1nve.st/i/157581196/bdry-signal">BDRY Signal</a></h4><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!2nFb!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F33a991e9-8e00-43d9-b412-b3e8ac071a26_2210x964.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!2nFb!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F33a991e9-8e00-43d9-b412-b3e8ac071a26_2210x964.png 424w, https://substackcdn.com/image/fetch/$s_!2nFb!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F33a991e9-8e00-43d9-b412-b3e8ac071a26_2210x964.png 848w, https://substackcdn.com/image/fetch/$s_!2nFb!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F33a991e9-8e00-43d9-b412-b3e8ac071a26_2210x964.png 1272w, https://substackcdn.com/image/fetch/$s_!2nFb!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F33a991e9-8e00-43d9-b412-b3e8ac071a26_2210x964.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!2nFb!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F33a991e9-8e00-43d9-b412-b3e8ac071a26_2210x964.png" width="1456" height="635" 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srcset="https://substackcdn.com/image/fetch/$s_!2nFb!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F33a991e9-8e00-43d9-b412-b3e8ac071a26_2210x964.png 424w, https://substackcdn.com/image/fetch/$s_!2nFb!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F33a991e9-8e00-43d9-b412-b3e8ac071a26_2210x964.png 848w, https://substackcdn.com/image/fetch/$s_!2nFb!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F33a991e9-8e00-43d9-b412-b3e8ac071a26_2210x964.png 1272w, https://substackcdn.com/image/fetch/$s_!2nFb!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F33a991e9-8e00-43d9-b412-b3e8ac071a26_2210x964.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://quantmage.app/grimoire/5548035ce4b3122778a93ac31670c221">https://quantmage.app/grimoire/5548035ce4b3122778a93ac31670c221</a></figcaption></figure></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!URHr!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F64b69304-e0e6-4889-8963-1398d578633d_2210x964.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" 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src="https://substackcdn.com/image/fetch/$s_!URHr!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F64b69304-e0e6-4889-8963-1398d578633d_2210x964.png" width="1456" height="635" 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srcset="https://substackcdn.com/image/fetch/$s_!URHr!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F64b69304-e0e6-4889-8963-1398d578633d_2210x964.png 424w, https://substackcdn.com/image/fetch/$s_!URHr!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F64b69304-e0e6-4889-8963-1398d578633d_2210x964.png 848w, https://substackcdn.com/image/fetch/$s_!URHr!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F64b69304-e0e6-4889-8963-1398d578633d_2210x964.png 1272w, https://substackcdn.com/image/fetch/$s_!URHr!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F64b69304-e0e6-4889-8963-1398d578633d_2210x964.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">Out-of-Sample Zoom</figcaption></figure></div><p>This dodged much of the Liberation Day air&#8209;pocket, but it missed part of the early rebound. Net&#8209;net, performance was roughly in line with the benchmark over seven months, which is respectable.</p><h4><a href="https://www.1nve.st/i/159776627/credit-rotation-via-utilities">Credit Rotation via Utilities</a></h4><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!SNP6!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F81961438-1296-4d09-9dae-1bd4020ed853_2210x964.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!SNP6!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F81961438-1296-4d09-9dae-1bd4020ed853_2210x964.png 424w, https://substackcdn.com/image/fetch/$s_!SNP6!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F81961438-1296-4d09-9dae-1bd4020ed853_2210x964.png 848w, https://substackcdn.com/image/fetch/$s_!SNP6!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F81961438-1296-4d09-9dae-1bd4020ed853_2210x964.png 1272w, https://substackcdn.com/image/fetch/$s_!SNP6!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F81961438-1296-4d09-9dae-1bd4020ed853_2210x964.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!SNP6!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F81961438-1296-4d09-9dae-1bd4020ed853_2210x964.png" width="1456" height="635" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/81961438-1296-4d09-9dae-1bd4020ed853_2210x964.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:635,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:95035,&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://www.1nve.st/i/174877856?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F81961438-1296-4d09-9dae-1bd4020ed853_2210x964.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!SNP6!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F81961438-1296-4d09-9dae-1bd4020ed853_2210x964.png 424w, https://substackcdn.com/image/fetch/$s_!SNP6!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F81961438-1296-4d09-9dae-1bd4020ed853_2210x964.png 848w, https://substackcdn.com/image/fetch/$s_!SNP6!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F81961438-1296-4d09-9dae-1bd4020ed853_2210x964.png 1272w, https://substackcdn.com/image/fetch/$s_!SNP6!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F81961438-1296-4d09-9dae-1bd4020ed853_2210x964.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://quantmage.app/grimoire/0c816460353c4fb22ecb9a6f2f185948">https://quantmage.app/grimoire/0c816460353c4fb22ecb9a6f2f185948</a></figcaption></figure></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!O0wp!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1a1dd956-9cde-490b-9c91-15460bbb3e55_2210x964.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!O0wp!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1a1dd956-9cde-490b-9c91-15460bbb3e55_2210x964.png 424w, https://substackcdn.com/image/fetch/$s_!O0wp!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1a1dd956-9cde-490b-9c91-15460bbb3e55_2210x964.png 848w, https://substackcdn.com/image/fetch/$s_!O0wp!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1a1dd956-9cde-490b-9c91-15460bbb3e55_2210x964.png 1272w, https://substackcdn.com/image/fetch/$s_!O0wp!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1a1dd956-9cde-490b-9c91-15460bbb3e55_2210x964.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!O0wp!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1a1dd956-9cde-490b-9c91-15460bbb3e55_2210x964.png" width="1456" height="635" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/1a1dd956-9cde-490b-9c91-15460bbb3e55_2210x964.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:635,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:71449,&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://www.1nve.st/i/174877856?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1a1dd956-9cde-490b-9c91-15460bbb3e55_2210x964.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!O0wp!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1a1dd956-9cde-490b-9c91-15460bbb3e55_2210x964.png 424w, https://substackcdn.com/image/fetch/$s_!O0wp!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1a1dd956-9cde-490b-9c91-15460bbb3e55_2210x964.png 848w, https://substackcdn.com/image/fetch/$s_!O0wp!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1a1dd956-9cde-490b-9c91-15460bbb3e55_2210x964.png 1272w, https://substackcdn.com/image/fetch/$s_!O0wp!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F1a1dd956-9cde-490b-9c91-15460bbb3e55_2210x964.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">Out-of-Sample Zoom</figcaption></figure></div><p>Another spell that sidestepped the drop. Absolute return is modest over six months, but that&#8217;s by design&#8212;low&#8209;risk / low&#8209;return&#8212;and it behaved exactly like that.</p><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://www.1nve.st/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">&#129497; Want more like this? Subscribe to <em>Systematic Investing with QuantMage</em>&#8212;it&#8217;s free and supports the project.</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><h3><strong>&#128368;&#65039; </strong>Too Early to Tell</h3><h4><a href="https://www.1nve.st/p/catching-crypto-trends">Catching Crypto Trends</a></h4><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!s_rM!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F95495a82-d9df-47c4-975b-f7d14c946373_2210x964.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!s_rM!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F95495a82-d9df-47c4-975b-f7d14c946373_2210x964.png 424w, https://substackcdn.com/image/fetch/$s_!s_rM!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F95495a82-d9df-47c4-975b-f7d14c946373_2210x964.png 848w, https://substackcdn.com/image/fetch/$s_!s_rM!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F95495a82-d9df-47c4-975b-f7d14c946373_2210x964.png 1272w, https://substackcdn.com/image/fetch/$s_!s_rM!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F95495a82-d9df-47c4-975b-f7d14c946373_2210x964.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!s_rM!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F95495a82-d9df-47c4-975b-f7d14c946373_2210x964.png" width="1456" height="635" 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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://quantmage.app/grimoire/2175ba2dc3713b7ce7e4ad6cdeb9e146">https://quantmage.app/grimoire/2175ba2dc3713b7ce7e4ad6cdeb9e146</a></figcaption></figure></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!lFrM!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fea23686f-e880-424c-a3b0-56c64f5fad42_2210x964.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!lFrM!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fea23686f-e880-424c-a3b0-56c64f5fad42_2210x964.png 424w, https://substackcdn.com/image/fetch/$s_!lFrM!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fea23686f-e880-424c-a3b0-56c64f5fad42_2210x964.png 848w, https://substackcdn.com/image/fetch/$s_!lFrM!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fea23686f-e880-424c-a3b0-56c64f5fad42_2210x964.png 1272w, https://substackcdn.com/image/fetch/$s_!lFrM!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fea23686f-e880-424c-a3b0-56c64f5fad42_2210x964.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!lFrM!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fea23686f-e880-424c-a3b0-56c64f5fad42_2210x964.png" width="1456" height="635" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/ea23686f-e880-424c-a3b0-56c64f5fad42_2210x964.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:635,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:71018,&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://www.1nve.st/i/174877856?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fea23686f-e880-424c-a3b0-56c64f5fad42_2210x964.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!lFrM!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fea23686f-e880-424c-a3b0-56c64f5fad42_2210x964.png 424w, https://substackcdn.com/image/fetch/$s_!lFrM!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fea23686f-e880-424c-a3b0-56c64f5fad42_2210x964.png 848w, https://substackcdn.com/image/fetch/$s_!lFrM!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fea23686f-e880-424c-a3b0-56c64f5fad42_2210x964.png 1272w, https://substackcdn.com/image/fetch/$s_!lFrM!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fea23686f-e880-424c-a3b0-56c64f5fad42_2210x964.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">Out-of-Sample Zoom</figcaption></figure></div><p>The Bitcoin spell has gone mostly sideways over five months. Given muted BTC action in that window, I&#8217;m inclined to give it more time before judging the signal.</p><h3><strong>&#129702; </strong>The Duds (So Far)</h3><h4><a href="https://www.1nve.st/p/monthly-seasonality">Monthly Seasonality</a></h4><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!7p_j!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8a7551d4-fac4-44d8-9c23-eb1566306aa5_2210x964.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!7p_j!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8a7551d4-fac4-44d8-9c23-eb1566306aa5_2210x964.png 424w, https://substackcdn.com/image/fetch/$s_!7p_j!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8a7551d4-fac4-44d8-9c23-eb1566306aa5_2210x964.png 848w, https://substackcdn.com/image/fetch/$s_!7p_j!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8a7551d4-fac4-44d8-9c23-eb1566306aa5_2210x964.png 1272w, https://substackcdn.com/image/fetch/$s_!7p_j!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8a7551d4-fac4-44d8-9c23-eb1566306aa5_2210x964.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!7p_j!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8a7551d4-fac4-44d8-9c23-eb1566306aa5_2210x964.png" width="1456" height="635" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/8a7551d4-fac4-44d8-9c23-eb1566306aa5_2210x964.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:635,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:88839,&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://www.1nve.st/i/174877856?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8a7551d4-fac4-44d8-9c23-eb1566306aa5_2210x964.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!7p_j!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8a7551d4-fac4-44d8-9c23-eb1566306aa5_2210x964.png 424w, https://substackcdn.com/image/fetch/$s_!7p_j!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8a7551d4-fac4-44d8-9c23-eb1566306aa5_2210x964.png 848w, https://substackcdn.com/image/fetch/$s_!7p_j!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8a7551d4-fac4-44d8-9c23-eb1566306aa5_2210x964.png 1272w, https://substackcdn.com/image/fetch/$s_!7p_j!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8a7551d4-fac4-44d8-9c23-eb1566306aa5_2210x964.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://quantmage.app/grimoire/2ffa449a22a5fbf3f090c15ac158bfdc">https://quantmage.app/grimoire/2ffa449a22a5fbf3f090c15ac158bfdc</a></figcaption></figure></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!h6kR!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F07762294-fa85-47e5-88fe-cdd4196d86f8_2210x964.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!h6kR!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F07762294-fa85-47e5-88fe-cdd4196d86f8_2210x964.png 424w, https://substackcdn.com/image/fetch/$s_!h6kR!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F07762294-fa85-47e5-88fe-cdd4196d86f8_2210x964.png 848w, https://substackcdn.com/image/fetch/$s_!h6kR!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F07762294-fa85-47e5-88fe-cdd4196d86f8_2210x964.png 1272w, https://substackcdn.com/image/fetch/$s_!h6kR!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F07762294-fa85-47e5-88fe-cdd4196d86f8_2210x964.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!h6kR!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F07762294-fa85-47e5-88fe-cdd4196d86f8_2210x964.png" width="1456" height="635" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/07762294-fa85-47e5-88fe-cdd4196d86f8_2210x964.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:635,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:89417,&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://www.1nve.st/i/174877856?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F07762294-fa85-47e5-88fe-cdd4196d86f8_2210x964.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!h6kR!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F07762294-fa85-47e5-88fe-cdd4196d86f8_2210x964.png 424w, https://substackcdn.com/image/fetch/$s_!h6kR!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F07762294-fa85-47e5-88fe-cdd4196d86f8_2210x964.png 848w, https://substackcdn.com/image/fetch/$s_!h6kR!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F07762294-fa85-47e5-88fe-cdd4196d86f8_2210x964.png 1272w, https://substackcdn.com/image/fetch/$s_!h6kR!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F07762294-fa85-47e5-88fe-cdd4196d86f8_2210x964.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">Out-of-Sample Zoom</figcaption></figure></div><p>This one struggled out of the gate. If you look at the first chart above, you can see the trend deviation right away. Without a strong <a href="https://www.1nve.st/p/narrative-and-numbers-in-systematic">causal story</a> for the month&#8209;by&#8209;month picks, the in&#8209;sample &#8220;win&#8221; looks more like <a href="https://robotwealth.com/why-data-mining-risks-your-trading-career/">data mining</a> than durable edge.</p><blockquote><p>&#9888;&#65039; Reminder: This isn&#8217;t investment advice. Just one mage&#8217;s systematic scribbles. Always do your own research (DYOR), and consider talking to a qualified advisor before investing.</p></blockquote><h3>Conclusion</h3><ul><li><p><strong>Rearview mirrors aren&#8217;t windshields.</strong> Past performance helps with context, not certainty.</p></li><li><p><strong>Signal pain is ambiguous.</strong> It&#8217;s hard to tell a rough patch from a broken edge; your <strong>thesis&#8209;level conviction</strong> is what gets you through the former.</p></li><li><p><strong>Don&#8217;t rent conviction.</strong> No pundit&#8212;no matter how data&#8209;driven&#8212;can hand you belief. Kick the tires yourself and own the decision.</p></li></ul>]]></content:encoded></item><item><title><![CDATA[Über Spell or Not]]></title><description><![CDATA[How I skip the &#252;ber spell&#8212;and still benefit from it]]></description><link>https://www.1nve.st/p/uber-spell-or-not</link><guid isPermaLink="false">https://www.1nve.st/p/uber-spell-or-not</guid><dc:creator><![CDATA[Jaewon Jung]]></dc:creator><pubDate>Tue, 23 Sep 2025 01:02:56 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!kycu!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb023e318-6b9a-4ad9-b330-2def4fdea7df_1688x1798.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<blockquote><p>TL;DR: QuantMage lets you run a single &#8220;&#252;ber spell&#8221; that encodes your whole portfolio as one strategy or a portfolio of independent spells. I prefer the portfolio approach for transparency, diversification controls, and cadence flexibility&#8212;but I still keep an &#252;ber spell around as a handy simulator and record&#8209;keeper.</p></blockquote><p>Let&#8217;s talk portfolio strategy. If you&#8217;re using <a href="https://quantmage.app">QuantMage</a>, you&#8217;ve probably wrestled with this question: Should you bundle everything into one mega-strategy (the &#8220;&#252;ber spell&#8221;), or keep your strategies independent?</p><p>I&#8217;ve landed firmly in the &#8220;keep them separate&#8221; camp&#8212;but with a twist. Here&#8217;s why.</p><h3>The Allure of the All-in-One Approach</h3><p>Using a single &#252;ber spell sounds great on paper. Here&#8217;s why some users go that route:</p><ul><li><p><strong>Hands&#8209;off automation.</strong> No need to rebalance manually or swap spells&#8212;just tweak the &#252;ber spell&#8217;s internal logic, and you&#8217;re done.</p></li><li><p><strong>Instant aggregate backtests.</strong> You get a nice clean backtest of your entire portfolio&#8217;s historical performance, which can give you a reasonable benchmark (though, of course, past performance &#8800; future results).</p></li></ul><h3>Why I&#8217;m Not Sold</h3><p>Here&#8217;s where the &#252;ber spell loses its magic for me:</p><ul><li><p><strong>Flying blind on individual strategies.</strong> You lose the ability to see each strategy&#8217;s live behavior like I show in <a href="https://www.1nve.st/p/portfolio-update-09152025-all-time">my portfolio updates</a>. And trust me, you&#8217;ll miss it when you need to diagnose what&#8217;s working and what isn&#8217;t.</p></li><li><p><strong>Kiss <a href="https://quantmage.app/library/guides/automated_portfolio_weighting/">advanced rebalancing</a> goodbye.</strong> Want to use QuantMage&#8217;s Inverse Volatility weighting with that sweet <a href="https://www.1nve.st/i/147390715/inverse-volatility-low-correlation-boost">Low Correlation Boost</a>? Not happening with an &#252;ber spell.</p></li><li><p><strong>Shorter backtests.</strong> Your historical data gets chopped down to match your newest asset. If one strategy only has two years of history, that&#8217;s all you get for the whole portfolio.</p></li><li><p><strong>No correlation insights.</strong> Those handy correlation matrices that show whether you&#8217;re actually diversified as you can see in <a href="https://www.1nve.st/p/portfolio-update-06152025-moving">this post</a>? Not available. I find this matrix critical to avoid hidden risks.</p></li><li><p><strong>One-size-fits-all trading.</strong> Different strategies often need different rhythms. Maybe you want monthly rebalancing for one strategy and <a href="https://quantmage.app/library/guides/faq/#how-does-threshold-trading-function">threshold trading</a> for another. With an &#252;ber spell, everyone marches to the same beat.</p></li></ul><p>For me, these limitations are deal-breakers. The flexibility and insight I get from separate strategies far outweigh the convenience of bundling.</p><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://www.1nve.st/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 Systematic Investing with QuantMage! Subscribe to get the next strategy drop or portfolio tweak.</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><h3>My Hybrid Solution</h3><p>Despite all that, I still keep a &#252;ber spell in my toolkit&#8212;but I treat it like a simulation sandbox, not the main event. Here&#8217;s how I use it:</p><ul><li><p><strong>Sanity&#8209;check the portfolio&#8217;s simulated performance</strong> in one place.</p></li><li><p><strong>Test different weightings</strong> and see how they move the needle historically.</p></li><li><p><strong>Document the weights I used</strong> during the last rebalance (so I don&#8217;t forget).</p></li></ul><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!kycu!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb023e318-6b9a-4ad9-b330-2def4fdea7df_1688x1798.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!kycu!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb023e318-6b9a-4ad9-b330-2def4fdea7df_1688x1798.png 424w, https://substackcdn.com/image/fetch/$s_!kycu!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb023e318-6b9a-4ad9-b330-2def4fdea7df_1688x1798.png 848w, https://substackcdn.com/image/fetch/$s_!kycu!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb023e318-6b9a-4ad9-b330-2def4fdea7df_1688x1798.png 1272w, https://substackcdn.com/image/fetch/$s_!kycu!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb023e318-6b9a-4ad9-b330-2def4fdea7df_1688x1798.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!kycu!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb023e318-6b9a-4ad9-b330-2def4fdea7df_1688x1798.png" width="1456" height="1551" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/b023e318-6b9a-4ad9-b330-2def4fdea7df_1688x1798.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1551,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:113669,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.1nve.st/i/174295362?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb023e318-6b9a-4ad9-b330-2def4fdea7df_1688x1798.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!kycu!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb023e318-6b9a-4ad9-b330-2def4fdea7df_1688x1798.png 424w, https://substackcdn.com/image/fetch/$s_!kycu!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb023e318-6b9a-4ad9-b330-2def4fdea7df_1688x1798.png 848w, https://substackcdn.com/image/fetch/$s_!kycu!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb023e318-6b9a-4ad9-b330-2def4fdea7df_1688x1798.png 1272w, https://substackcdn.com/image/fetch/$s_!kycu!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb023e318-6b9a-4ad9-b330-2def4fdea7df_1688x1798.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>As you can see, the history is short. Also, my live portfolio will drift from this simulation because different spells run on different cadences and weights naturally wander between rebalances. Plus, every time I tweak a strategy or rebalance, I need to update the &#252;ber spell to keep things synchronized. It&#8217;s maintenance, but worth it for the insights.</p><h3>The Bottom Line</h3><p>There&#8217;s no universal right answer here. The best approach depends on your trading style, how much control you want, and whether you value convenience over granularity.</p><p>My approach&#8212;separate strategies with an &#252;ber spell shadow&#8212;might seem like extra work, but it gives me both detailed control and big-picture perspective.</p><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.1nve.st/p/uber-spell-or-not?utm_source=substack&utm_medium=email&utm_content=share&action=share&quot;,&quot;text&quot;:&quot;Share&quot;,&quot;action&quot;:null,&quot;class&quot;:null}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://www.1nve.st/p/uber-spell-or-not?utm_source=substack&utm_medium=email&utm_content=share&action=share"><span>Share</span></a></p><p>What&#8217;s your take? Are you team &#252;ber spell, team portfolio, or somewhere in between like me?</p><p>Drop a comment below&#8212;I&#8217;d love to hear how you manage your own systematic portfolio.</p>]]></content:encoded></item><item><title><![CDATA[JJ’s Spell Series: Trending Alternatives]]></title><description><![CDATA[Alternative Asset Momentum with a Short Volatility Kick]]></description><link>https://www.1nve.st/p/jjs-spell-series-trending-alternatives</link><guid isPermaLink="false">https://www.1nve.st/p/jjs-spell-series-trending-alternatives</guid><dc:creator><![CDATA[Jaewon Jung]]></dc:creator><pubDate>Tue, 16 Sep 2025 23:55:47 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!u6kB!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F67c4e3a0-a1e8-4b48-a21d-84f1bfe6ee98_1200x904.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<blockquote><p>TL;DR</p><p>I&#8217;m testing a live &#8220;side-quest&#8221; strategy meant to zig when my core portfolio zags: a diversified basket of alt asset/strategy ETFs selected by 180&#8209;day momentum (hold the top 3). A conditional short&#8209;vol overlay (via SVOL) kicks in only when HY credit spreads are elevated. Backtests look exciting&#8212;but history is short, risks are real, and I&#8217;m keeping conviction appropriately modest.</p></blockquote><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!u6kB!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F67c4e3a0-a1e8-4b48-a21d-84f1bfe6ee98_1200x904.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!u6kB!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F67c4e3a0-a1e8-4b48-a21d-84f1bfe6ee98_1200x904.png 424w, https://substackcdn.com/image/fetch/$s_!u6kB!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F67c4e3a0-a1e8-4b48-a21d-84f1bfe6ee98_1200x904.png 848w, https://substackcdn.com/image/fetch/$s_!u6kB!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F67c4e3a0-a1e8-4b48-a21d-84f1bfe6ee98_1200x904.png 1272w, https://substackcdn.com/image/fetch/$s_!u6kB!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F67c4e3a0-a1e8-4b48-a21d-84f1bfe6ee98_1200x904.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!u6kB!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F67c4e3a0-a1e8-4b48-a21d-84f1bfe6ee98_1200x904.png" width="1200" height="904" 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srcset="https://substackcdn.com/image/fetch/$s_!u6kB!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F67c4e3a0-a1e8-4b48-a21d-84f1bfe6ee98_1200x904.png 424w, https://substackcdn.com/image/fetch/$s_!u6kB!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F67c4e3a0-a1e8-4b48-a21d-84f1bfe6ee98_1200x904.png 848w, https://substackcdn.com/image/fetch/$s_!u6kB!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F67c4e3a0-a1e8-4b48-a21d-84f1bfe6ee98_1200x904.png 1272w, https://substackcdn.com/image/fetch/$s_!u6kB!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F67c4e3a0-a1e8-4b48-a21d-84f1bfe6ee98_1200x904.png 1456w" sizes="100vw" fetchpriority="high"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg 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>I&#8217;ve long hunted for a spell that&#8217;s uncorrelated to the rest of my book yet still trends up and to the right. The idea: lean on alternative asset/strategy ETFs that dance to different drummers than broad equity beta.</p><h3>The Core Strategy: Alternative Asset Momentum</h3><p>I use six ETFs:</p><ul><li><p>PDBC &#8212; broad commodities</p></li><li><p>KMLM &#8212; <a href="https://www.1nve.st/p/jjs-spell-series-kmlmqqqboxx">managed futures</a></p></li><li><p>KRBN &#8212; <a href="https://carboncredits.com/how-to-invest-in-carbon-credits-carbon-etfs-and-carbon-stocks/">carbon credits</a></p></li><li><p>BTAL &#8212; market&#8209;neutral, anti&#8209;beta tilt</p></li><li><p>HNW &#8212; <a href="https://www.investopedia.com/terms/c/catastrophebond.asp">catastrophe bond</a> proxy</p></li><li><p>GLDM &#8212; gold</p></li></ul><p>Quick note on <a href="https://pioneerinvestments.com/products/closed-end-funds">HNW</a>&#8212;it&#8217;s not a pure catastrophe bond play (there wasn&#8217;t one available when I started this while <a href="https://ilsetf.com/">one</a> is available now), but it does allocate about 20% to insurance-linked securities alongside other high-income bonds. Close enough for our purposes.</p><p>The strategy is beautifully simple: I measure each fund&#8217;s momentum using 180-day <a href="https://www.1nve.st/p/how-to-measure-the-clarity-of-a-trend">Trend Clarity</a>, then invest in the top three performers. Here&#8217;s how it&#8217;s been playing out:</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!Y_HU!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F171882d1-e3db-4c93-9821-bed5795edefc_2282x1248.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!Y_HU!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F171882d1-e3db-4c93-9821-bed5795edefc_2282x1248.png 424w, https://substackcdn.com/image/fetch/$s_!Y_HU!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F171882d1-e3db-4c93-9821-bed5795edefc_2282x1248.png 848w, https://substackcdn.com/image/fetch/$s_!Y_HU!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F171882d1-e3db-4c93-9821-bed5795edefc_2282x1248.png 1272w, https://substackcdn.com/image/fetch/$s_!Y_HU!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F171882d1-e3db-4c93-9821-bed5795edefc_2282x1248.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!Y_HU!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F171882d1-e3db-4c93-9821-bed5795edefc_2282x1248.png" width="1456" height="796" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/171882d1-e3db-4c93-9821-bed5795edefc_2282x1248.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:796,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:65900,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.1nve.st/i/173800111?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F171882d1-e3db-4c93-9821-bed5795edefc_2282x1248.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!Y_HU!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F171882d1-e3db-4c93-9821-bed5795edefc_2282x1248.png 424w, https://substackcdn.com/image/fetch/$s_!Y_HU!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F171882d1-e3db-4c93-9821-bed5795edefc_2282x1248.png 848w, https://substackcdn.com/image/fetch/$s_!Y_HU!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F171882d1-e3db-4c93-9821-bed5795edefc_2282x1248.png 1272w, https://substackcdn.com/image/fetch/$s_!Y_HU!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F171882d1-e3db-4c93-9821-bed5795edefc_2282x1248.png 1456w" sizes="100vw"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg 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>Now, I&#8217;ll be the first to admit that four years isn&#8217;t exactly a lengthy track record. But the numbers are hard to ignore: a 22.8% CAGR with just a 9.7% max drawdown. Even better? Check out that low correlation to SPY:</p><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!XR45!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F88fa7e7b-7405-458a-b449-ebeaeadec7b5_2204x224.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!XR45!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F88fa7e7b-7405-458a-b449-ebeaeadec7b5_2204x224.png 424w, https://substackcdn.com/image/fetch/$s_!XR45!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F88fa7e7b-7405-458a-b449-ebeaeadec7b5_2204x224.png 848w, https://substackcdn.com/image/fetch/$s_!XR45!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F88fa7e7b-7405-458a-b449-ebeaeadec7b5_2204x224.png 1272w, https://substackcdn.com/image/fetch/$s_!XR45!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F88fa7e7b-7405-458a-b449-ebeaeadec7b5_2204x224.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!XR45!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F88fa7e7b-7405-458a-b449-ebeaeadec7b5_2204x224.png" width="1456" height="148" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/88fa7e7b-7405-458a-b449-ebeaeadec7b5_2204x224.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:148,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:43738,&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://www.1nve.st/i/173800111?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F88fa7e7b-7405-458a-b449-ebeaeadec7b5_2204x224.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!XR45!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F88fa7e7b-7405-458a-b449-ebeaeadec7b5_2204x224.png 424w, https://substackcdn.com/image/fetch/$s_!XR45!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F88fa7e7b-7405-458a-b449-ebeaeadec7b5_2204x224.png 848w, https://substackcdn.com/image/fetch/$s_!XR45!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F88fa7e7b-7405-458a-b449-ebeaeadec7b5_2204x224.png 1272w, https://substackcdn.com/image/fetch/$s_!XR45!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F88fa7e7b-7405-458a-b449-ebeaeadec7b5_2204x224.png 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><p>That&#8217;s exactly what we&#8217;re after&#8212;returns that don&#8217;t depend on whether the S&amp;P is having a good day.</p><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://www.1nve.st/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 checking out my latest spell combining alternative assets with short volatility! Subscribe for free to get more systematic strategies that aim to break free from market beta&#8212;complete with the backtests, the risks, and the occasional spectacular failure.</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><h3>Taking It Up a Notch: The Short Volatility Overlay</h3><p>Here&#8217;s where things get interesting (and yes, a bit spicier).</p><p>Through some experimentation, I discovered that layering in a mean-reversion play using short volatility can seriously boost performance. The trigger? When <a href="https://www.1nve.st/p/the-best-macro-indicator">high-yield credit spreads</a> climb above a certain threshold, it often signals a volatility spike that&#8217;s ripe for harvesting. I use <a href="https://www.simplify.us/etfs/svol-simplify-volatility-premium-etf">SVOL</a> for this overlay:</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!6MEN!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff819cc01-07e1-41fe-953b-a1f070add772_2282x1192.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!6MEN!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff819cc01-07e1-41fe-953b-a1f070add772_2282x1192.png 424w, https://substackcdn.com/image/fetch/$s_!6MEN!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff819cc01-07e1-41fe-953b-a1f070add772_2282x1192.png 848w, https://substackcdn.com/image/fetch/$s_!6MEN!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff819cc01-07e1-41fe-953b-a1f070add772_2282x1192.png 1272w, https://substackcdn.com/image/fetch/$s_!6MEN!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff819cc01-07e1-41fe-953b-a1f070add772_2282x1192.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!6MEN!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff819cc01-07e1-41fe-953b-a1f070add772_2282x1192.png" width="1456" height="761" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/f819cc01-07e1-41fe-953b-a1f070add772_2282x1192.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:761,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:70472,&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://www.1nve.st/i/173800111?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff819cc01-07e1-41fe-953b-a1f070add772_2282x1192.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!6MEN!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff819cc01-07e1-41fe-953b-a1f070add772_2282x1192.png 424w, https://substackcdn.com/image/fetch/$s_!6MEN!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff819cc01-07e1-41fe-953b-a1f070add772_2282x1192.png 848w, https://substackcdn.com/image/fetch/$s_!6MEN!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff819cc01-07e1-41fe-953b-a1f070add772_2282x1192.png 1272w, https://substackcdn.com/image/fetch/$s_!6MEN!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff819cc01-07e1-41fe-953b-a1f070add772_2282x1192.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>The results speak for themselves: CAGR jumps to 36.4% while max drawdown barely budges at 8.8%. That impressive bounce around Liberation Day? Probably some timing luck, if we&#8217;re being honest. The trade-off is a bump in correlation with the broader market:</p><div class="captioned-image-container"><figure><a class="image-link image2" target="_blank" href="https://substackcdn.com/image/fetch/$s_!9C5O!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F524db092-0480-46b3-bb29-cbab3ff04223_2222x222.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!9C5O!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F524db092-0480-46b3-bb29-cbab3ff04223_2222x222.png 424w, https://substackcdn.com/image/fetch/$s_!9C5O!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F524db092-0480-46b3-bb29-cbab3ff04223_2222x222.png 848w, https://substackcdn.com/image/fetch/$s_!9C5O!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F524db092-0480-46b3-bb29-cbab3ff04223_2222x222.png 1272w, https://substackcdn.com/image/fetch/$s_!9C5O!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F524db092-0480-46b3-bb29-cbab3ff04223_2222x222.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!9C5O!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F524db092-0480-46b3-bb29-cbab3ff04223_2222x222.png" width="1456" height="145" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/524db092-0480-46b3-bb29-cbab3ff04223_2222x222.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:145,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:44430,&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://www.1nve.st/i/173800111?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F524db092-0480-46b3-bb29-cbab3ff04223_2222x222.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!9C5O!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F524db092-0480-46b3-bb29-cbab3ff04223_2222x222.png 424w, https://substackcdn.com/image/fetch/$s_!9C5O!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F524db092-0480-46b3-bb29-cbab3ff04223_2222x222.png 848w, https://substackcdn.com/image/fetch/$s_!9C5O!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F524db092-0480-46b3-bb29-cbab3ff04223_2222x222.png 1272w, https://substackcdn.com/image/fetch/$s_!9C5O!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F524db092-0480-46b3-bb29-cbab3ff04223_2222x222.png 1456w" sizes="100vw" loading="lazy"></picture><div></div></div></a></figure></div><p>Let me be crystal clear: this short vol overlay isn&#8217;t for the faint of heart. Want proof? Here&#8217;s what happens when you isolate just the overlay component and use the longer-history SVXY instead of SVOL:</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!hE6h!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7bde827a-195c-405a-81d0-a20fe0dca9b3_2282x796.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!hE6h!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7bde827a-195c-405a-81d0-a20fe0dca9b3_2282x796.png 424w, https://substackcdn.com/image/fetch/$s_!hE6h!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7bde827a-195c-405a-81d0-a20fe0dca9b3_2282x796.png 848w, https://substackcdn.com/image/fetch/$s_!hE6h!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7bde827a-195c-405a-81d0-a20fe0dca9b3_2282x796.png 1272w, https://substackcdn.com/image/fetch/$s_!hE6h!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7bde827a-195c-405a-81d0-a20fe0dca9b3_2282x796.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!hE6h!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7bde827a-195c-405a-81d0-a20fe0dca9b3_2282x796.png" width="1456" height="508" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/7bde827a-195c-405a-81d0-a20fe0dca9b3_2282x796.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:508,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:44572,&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://www.1nve.st/i/173800111?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7bde827a-195c-405a-81d0-a20fe0dca9b3_2282x796.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!hE6h!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7bde827a-195c-405a-81d0-a20fe0dca9b3_2282x796.png 424w, https://substackcdn.com/image/fetch/$s_!hE6h!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7bde827a-195c-405a-81d0-a20fe0dca9b3_2282x796.png 848w, https://substackcdn.com/image/fetch/$s_!hE6h!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7bde827a-195c-405a-81d0-a20fe0dca9b3_2282x796.png 1272w, https://substackcdn.com/image/fetch/$s_!hE6h!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F7bde827a-195c-405a-81d0-a20fe0dca9b3_2282x796.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>See those stomach-churning drops over a 13-year period? That&#8217;s why I opted for SVOL, which is essentially a deleveraged version of short volatility exposure.</p><p>I also need to flag something: my credit spread threshold of 4.5 is somewhat arbitrary. It works now, but regime changes could easily break this relationship. Markets have a funny way of evolving just when you think you&#8217;ve figured them out.</p><p>Give the spell a try <a href="https://quantmage.app/grimoire/8eeedec528dcd499e19ac0354790192c">here</a>.</p><blockquote><p>&#128680; The Necessary Fine Print: This is me sharing what I&#8217;m doing, not telling you what to do. Past performance is about as reliable as a weather forecast beyond next week. This strategy could evolve, break, or get completely overhauled at any moment. Please do your homework before putting real money at risk.</p></blockquote><h3>Final Thoughts</h3><p>I&#8217;ll level with you&#8212;my conviction on this strategy is moderate at best. With only four years of history, we&#8217;re walking a tightrope between genuine edge and statistical noise. Overfitting and recency bias are real concerns that keep me up at night.</p><p>But that&#8217;s part of what makes this interesting, right? We&#8217;re exploring less-traveled paths in search of uncorrelated returns. Sometimes that means accepting more uncertainty in exchange for potential diversification benefits.</p><p>So what&#8217;s your take? Have you found any alternative assets or strategies that successfully break free from market beta? I&#8217;m always curious to hear what others are experimenting with in this space.</p><p>&#129318;&#127995;&#8205;&#9794;&#65039; me a line with your thoughts&#8212;especially if you think I&#8217;m missing something obvious or heading for a cliff I haven&#8217;t spotted yet.</p><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.1nve.st/p/jjs-spell-series-trending-alternatives?utm_source=substack&utm_medium=email&utm_content=share&action=share&quot;,&quot;text&quot;:&quot;Share&quot;,&quot;action&quot;:null,&quot;class&quot;:null}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://www.1nve.st/p/jjs-spell-series-trending-alternatives?utm_source=substack&utm_medium=email&utm_content=share&action=share"><span>Share</span></a></p><p>Update 9/26/2025: Apparently HNW is being delisted today: <a href="https://pioneerinvestments.com/content/dam/pioneer/en/documents/closed-end-fund/notices/CEF-Press-Release-09-25-2025.pdf">https://pioneerinvestments.com/content/dam/pioneer/en/documents/closed-end-fund/notices/CEF-Press-Release-09-25-2025.pdf</a>. I removed it from the spell. What a timing! &#129318;&#127995;&#8205;&#9794;&#65039;</p>]]></content:encoded></item><item><title><![CDATA[Portfolio Update 09/15/2025 - All Time Highs 🔥]]></title><description><![CDATA[Strength continues despite softening labor market]]></description><link>https://www.1nve.st/p/portfolio-update-09152025-all-time</link><guid isPermaLink="false">https://www.1nve.st/p/portfolio-update-09152025-all-time</guid><dc:creator><![CDATA[Jaewon Jung]]></dc:creator><pubDate>Mon, 15 Sep 2025 23:13:37 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!2ZgO!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9d7d5167-b752-4293-8a77-abc04fb15fc0_1588x2022.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p>The market keeps surprising us, doesn&#8217;t it? My portfolio climbed 3% since <a href="https://www.1nve.st/p/portfolio-update-08152025-bull-persisting">the last update</a>, edging out SPY&#8217;s 2.7% gain &#8211; not bad for a market that everyone keeps saying is &#8220;due for a correction.&#8221;</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!2ZgO!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9d7d5167-b752-4293-8a77-abc04fb15fc0_1588x2022.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!2ZgO!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9d7d5167-b752-4293-8a77-abc04fb15fc0_1588x2022.png 424w, https://substackcdn.com/image/fetch/$s_!2ZgO!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9d7d5167-b752-4293-8a77-abc04fb15fc0_1588x2022.png 848w, https://substackcdn.com/image/fetch/$s_!2ZgO!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9d7d5167-b752-4293-8a77-abc04fb15fc0_1588x2022.png 1272w, https://substackcdn.com/image/fetch/$s_!2ZgO!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9d7d5167-b752-4293-8a77-abc04fb15fc0_1588x2022.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!2ZgO!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F9d7d5167-b752-4293-8a77-abc04fb15fc0_1588x2022.png" width="1456" height="1854" 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srcset="https://substackcdn.com/image/fetch/$s_!L0e9!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffde7a122-0b5c-4a6e-a33c-4b00e25dca53_1586x2024.png 424w, https://substackcdn.com/image/fetch/$s_!L0e9!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffde7a122-0b5c-4a6e-a33c-4b00e25dca53_1586x2024.png 848w, https://substackcdn.com/image/fetch/$s_!L0e9!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffde7a122-0b5c-4a6e-a33c-4b00e25dca53_1586x2024.png 1272w, https://substackcdn.com/image/fetch/$s_!L0e9!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ffde7a122-0b5c-4a6e-a33c-4b00e25dca53_1586x2024.png 1456w" sizes="100vw"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg 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>With September&#8217;s rate cut practically carved in stone and the economy still showing surprising resilience (despite mounting noise from the usual macro skeptics), we&#8217;re watching the market casually set new all-time highs like it&#8217;s no big deal. Times like these, I find myself returning to research pieces like <a href="https://us13.campaign-archive.com/?u=6dc62f307511d466ff78a94fe&amp;id=4eaf5eae6d">this one</a> to stay anchored. It&#8217;s easy to get swept up in the euphoria when everything&#8217;s green.</p><p>As for portfolio moves? I&#8217;m sitting on my hands for now. Sure, I&#8217;ve got a few spells that are testing my patience, but I&#8217;m fighting the urge to tinker. System beats sentiment, and the rules say hold.</p><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.1nve.st/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://www.1nve.st/subscribe?"><span>Subscribe now</span></a></p><p>I&#8217;ll level with you &#8211; the writing well has been a bit dry lately. Haven&#8217;t posted anything new since the last update, not for lack of looking. I didn&#8217;t have an idea that cleared the usefulness bar, and I&#8217;d rather ship signal than filler. If something truly interesting surfaces &#8211; or my motivation perks up &#8211; you&#8217;ll see it here first.</p><p>Until then, all-time highs will have to do. &#128516; Let&#8217;s enjoy the ride while staying mindful that trees don&#8217;t grow to the sky.</p><p></p>]]></content:encoded></item><item><title><![CDATA[Portfolio Update 08/15/2025 - Bull Persisting 🔺]]></title><description><![CDATA[With high hopes for a September rate cut]]></description><link>https://www.1nve.st/p/portfolio-update-08152025-bull-persisting</link><guid isPermaLink="false">https://www.1nve.st/p/portfolio-update-08152025-bull-persisting</guid><dc:creator><![CDATA[Jaewon Jung]]></dc:creator><pubDate>Sat, 16 Aug 2025 00:11:30 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!Wk5t!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2604f67f-c7a9-47dd-bca0-f38df3fef849_1594x2026.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p>The bull isn&#8217;t backing off just yet. SPY surged another 3.4% since <a href="https://www.1nve.st/p/portfolio-update-07152025-firmly">my last update</a>, while my portfolio put up a more modest +1.6%. Not the kind of spread I love to see, but I&#8217;m staying disciplined.</p><p>The market seems pretty relaxed about the lingering tariff overhang, pricing in a rate cut in September like it&#8217;s already signed and sealed. We&#8217;ll see.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!Wk5t!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2604f67f-c7a9-47dd-bca0-f38df3fef849_1594x2026.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!Wk5t!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2604f67f-c7a9-47dd-bca0-f38df3fef849_1594x2026.png 424w, https://substackcdn.com/image/fetch/$s_!Wk5t!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2604f67f-c7a9-47dd-bca0-f38df3fef849_1594x2026.png 848w, 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stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!0Je4!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fafc02f87-d79c-4a5d-88b9-a1a0a28fd2de_1594x2030.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!0Je4!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fafc02f87-d79c-4a5d-88b9-a1a0a28fd2de_1594x2030.png 424w, https://substackcdn.com/image/fetch/$s_!0Je4!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fafc02f87-d79c-4a5d-88b9-a1a0a28fd2de_1594x2030.png 848w, https://substackcdn.com/image/fetch/$s_!0Je4!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fafc02f87-d79c-4a5d-88b9-a1a0a28fd2de_1594x2030.png 1272w, https://substackcdn.com/image/fetch/$s_!0Je4!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fafc02f87-d79c-4a5d-88b9-a1a0a28fd2de_1594x2030.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!0Je4!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fafc02f87-d79c-4a5d-88b9-a1a0a28fd2de_1594x2030.png" width="1456" height="1854" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/afc02f87-d79c-4a5d-88b9-a1a0a28fd2de_1594x2030.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1854,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:259306,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.1nve.st/i/171095720?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fafc02f87-d79c-4a5d-88b9-a1a0a28fd2de_1594x2030.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!0Je4!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fafc02f87-d79c-4a5d-88b9-a1a0a28fd2de_1594x2030.png 424w, https://substackcdn.com/image/fetch/$s_!0Je4!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fafc02f87-d79c-4a5d-88b9-a1a0a28fd2de_1594x2030.png 848w, https://substackcdn.com/image/fetch/$s_!0Je4!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fafc02f87-d79c-4a5d-88b9-a1a0a28fd2de_1594x2030.png 1272w, https://substackcdn.com/image/fetch/$s_!0Je4!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fafc02f87-d79c-4a5d-88b9-a1a0a28fd2de_1594x2030.png 1456w" sizes="100vw"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg 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>No major moves on my end this time. Some of my anti-beta spells aren&#8217;t exactly shining, but I suspect they&#8217;re quietly doing their job in this kind of environment. I&#8217;m resisting the urge to tinker just for the sake of short-term performance. <strong>Discipline &gt; dopamine.</strong></p><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.1nve.st/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://www.1nve.st/subscribe?"><span>Subscribe now</span></a></p><p>Here&#8217;s hoping your portfolios are capturing more of this rally than mine! Whether you&#8217;re fully invested or keeping some powder dry, these are interesting times to be in the market.</p><p>P.S. If you&#8217;re battling a bit of FOMO, <a href="https://www.oaktreecapital.com/insights/memo/the-calculus-of-value">Howard Marks&#8217; latest memo</a> is a great antidote.</p>]]></content:encoded></item><item><title><![CDATA[Defense First]]></title><description><![CDATA[Why Playing Defense Might Be Your Best Offense]]></description><link>https://www.1nve.st/p/defense-first</link><guid isPermaLink="false">https://www.1nve.st/p/defense-first</guid><dc:creator><![CDATA[Jaewon Jung]]></dc:creator><pubDate>Tue, 05 Aug 2025 01:53:40 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!EtZl!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F81c00346-a378-468d-ab0a-13cbc02f5eaa_1199x671.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<h3>When Risk-Off Assets Call the Shots</h3><p>Ever notice how most investment strategies are like that friend who&#8217;s always &#8220;on&#8221;&#8212;constantly pushing for growth until something goes wrong? Well, I recently stumbled upon <a href="https://papers.ssrn.com/sol3/papers.cfm?abstract_id=5334772">a fascinating paper</a> (and <a href="https://www.quantitativo.com/p/from-defense-to-offense-a-tactical">a related post</a>) that completely flips this approach on its head.</p><p>The strategy? It&#8217;s called &#8220;Defense First,&#8221; and instead of charging ahead with risk-on assets until they stumble, it does something refreshingly counterintuitive: it stays defensive by default and only ventures into equities when the safe havens start looking shaky.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!EtZl!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F81c00346-a378-468d-ab0a-13cbc02f5eaa_1199x671.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!EtZl!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F81c00346-a378-468d-ab0a-13cbc02f5eaa_1199x671.png 424w, https://substackcdn.com/image/fetch/$s_!EtZl!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F81c00346-a378-468d-ab0a-13cbc02f5eaa_1199x671.png 848w, https://substackcdn.com/image/fetch/$s_!EtZl!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F81c00346-a378-468d-ab0a-13cbc02f5eaa_1199x671.png 1272w, https://substackcdn.com/image/fetch/$s_!EtZl!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F81c00346-a378-468d-ab0a-13cbc02f5eaa_1199x671.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!EtZl!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F81c00346-a378-468d-ab0a-13cbc02f5eaa_1199x671.png" width="1199" height="671" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/81c00346-a378-468d-ab0a-13cbc02f5eaa_1199x671.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:671,&quot;width&quot;:1199,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:343139,&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://www.1nve.st/i/170129430?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F81c00346-a378-468d-ab0a-13cbc02f5eaa_1199x671.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!EtZl!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F81c00346-a378-468d-ab0a-13cbc02f5eaa_1199x671.png 424w, https://substackcdn.com/image/fetch/$s_!EtZl!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F81c00346-a378-468d-ab0a-13cbc02f5eaa_1199x671.png 848w, https://substackcdn.com/image/fetch/$s_!EtZl!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F81c00346-a378-468d-ab0a-13cbc02f5eaa_1199x671.png 1272w, https://substackcdn.com/image/fetch/$s_!EtZl!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F81c00346-a378-468d-ab0a-13cbc02f5eaa_1199x671.png 1456w" sizes="100vw" fetchpriority="high"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg 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>Here&#8217;s the defensive dream team the strategy employs:</p><ol><li><p><strong>TLT</strong> - Long-Term Treasuries (your classic safety net)</p></li><li><p><strong>GLD</strong> - Gold (the timeless hedge)</p></li><li><p><strong>DBC</strong> - Commodities (for when things get real)</p></li><li><p><strong>UUP</strong> - U.S. Dollar Index (cash is still king, sometimes)</p></li></ol><p>Each gets evaluated using <a href="https://www.1nve.st/p/unpacking-dual-momentum">dual momentum</a> (relative + absolute), and if their mojo fades, the portfolio shifts into <strong>SPY</strong>&#8212;not because it&#8217;s exciting, but because it&#8217;s the &#8220;least weak alternative.&#8221;</p><p>Here&#8217;s how it works in the original paper:</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!LWNQ!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8a057ee-0394-44ab-b502-ccbafe3964f8_1352x516.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!LWNQ!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8a057ee-0394-44ab-b502-ccbafe3964f8_1352x516.png 424w, https://substackcdn.com/image/fetch/$s_!LWNQ!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8a057ee-0394-44ab-b502-ccbafe3964f8_1352x516.png 848w, https://substackcdn.com/image/fetch/$s_!LWNQ!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8a057ee-0394-44ab-b502-ccbafe3964f8_1352x516.png 1272w, https://substackcdn.com/image/fetch/$s_!LWNQ!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8a057ee-0394-44ab-b502-ccbafe3964f8_1352x516.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!LWNQ!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8a057ee-0394-44ab-b502-ccbafe3964f8_1352x516.png" width="1352" height="516" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/f8a057ee-0394-44ab-b502-ccbafe3964f8_1352x516.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:516,&quot;width&quot;:1352,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:44956,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.1nve.st/i/170129430?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8a057ee-0394-44ab-b502-ccbafe3964f8_1352x516.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!LWNQ!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8a057ee-0394-44ab-b502-ccbafe3964f8_1352x516.png 424w, https://substackcdn.com/image/fetch/$s_!LWNQ!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8a057ee-0394-44ab-b502-ccbafe3964f8_1352x516.png 848w, https://substackcdn.com/image/fetch/$s_!LWNQ!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8a057ee-0394-44ab-b502-ccbafe3964f8_1352x516.png 1272w, https://substackcdn.com/image/fetch/$s_!LWNQ!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Ff8a057ee-0394-44ab-b502-ccbafe3964f8_1352x516.png 1456w" sizes="100vw"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg 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>Because no research rabbit hole goes un&#8209;explored around here, I wired the whole thing into <a href="https://quantmage.app">QuantMage</a>&#8212;but with one twist: I used <a href="https://quantmage.app/library/guides/faq/#how-does-threshold-trading-function">threshold rebalancing</a> instead of a simple calendar&#8209;month flip.</p><h3>Implementing Dual Momentum in QuantMage</h3><p>To mirror the dual momentum approach, I started with a <a href="https://quantmage.app/library/reference/incantations/#filtered">Filtered</a> incantation using <a href="https://quantmage.app/library/reference/indicators/#13612u-momentum">13612U Momentum</a> as the ranking indicator with weights from the original paper.</p><p>To handle the absolute momentum (i.e., when to stick with a defensive asset vs. rotate into SPY), I leaned on <a href="https://www.1nve.st/p/price-ratio-momentums">price ratio momentums</a> with short-term T-Bills:</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!yPmd!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbc062c3d-4c4c-45f4-ad21-0230a8b39ea8_1736x1780.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!yPmd!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbc062c3d-4c4c-45f4-ad21-0230a8b39ea8_1736x1780.png 424w, https://substackcdn.com/image/fetch/$s_!yPmd!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbc062c3d-4c4c-45f4-ad21-0230a8b39ea8_1736x1780.png 848w, https://substackcdn.com/image/fetch/$s_!yPmd!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbc062c3d-4c4c-45f4-ad21-0230a8b39ea8_1736x1780.png 1272w, https://substackcdn.com/image/fetch/$s_!yPmd!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbc062c3d-4c4c-45f4-ad21-0230a8b39ea8_1736x1780.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!yPmd!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbc062c3d-4c4c-45f4-ad21-0230a8b39ea8_1736x1780.png" width="1456" height="1493" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/bc062c3d-4c4c-45f4-ad21-0230a8b39ea8_1736x1780.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1493,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:90061,&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://www.1nve.st/i/170129430?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbc062c3d-4c4c-45f4-ad21-0230a8b39ea8_1736x1780.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!yPmd!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbc062c3d-4c4c-45f4-ad21-0230a8b39ea8_1736x1780.png 424w, https://substackcdn.com/image/fetch/$s_!yPmd!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbc062c3d-4c4c-45f4-ad21-0230a8b39ea8_1736x1780.png 848w, https://substackcdn.com/image/fetch/$s_!yPmd!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbc062c3d-4c4c-45f4-ad21-0230a8b39ea8_1736x1780.png 1272w, https://substackcdn.com/image/fetch/$s_!yPmd!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbc062c3d-4c4c-45f4-ad21-0230a8b39ea8_1736x1780.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>The results? A respectable 9.5% CAGR with a 12.7% max drawdown over 16 years. Not too shabby, and pretty much in line with what the paper found.</p><p><em>Note: Unlike the paper&#8217;s approach, which ranked each raw asset, ranking here is done for each absolute-momentum <a href="https://quantmage.app/library/guides/subspell/">subspell</a> under the Filtered as a whole.</em></p><h3>Enter: Indicator Percentile</h3><p>QuantMage recently rolled out a slick new toy: <a href="https://quantmage.canny.io/changelog/unlock-the-power-of-percentile-ranking">Indicator Percentile</a>. It lets you ask, &#8220;How strong is this indicator vs. its recent history?&#8221;&#8212;a natural fit for momentum systems.</p><p>So instead of checking if the price ratio&#8217;s momentum is just above zero (like with <a href="https://quantmage.app/library/reference/indicators/#sma12-momentum">SMA12</a>), I asked: <em>Is the 10-day moving average of the price ratio in the top half of its last 100 days?</em></p><p>If yes, we keep the asset. If not, we rotate to SPY:</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!OH5-!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb181dc90-0c61-4947-b7eb-31306049dd50_1738x1788.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!OH5-!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb181dc90-0c61-4947-b7eb-31306049dd50_1738x1788.png 424w, https://substackcdn.com/image/fetch/$s_!OH5-!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb181dc90-0c61-4947-b7eb-31306049dd50_1738x1788.png 848w, https://substackcdn.com/image/fetch/$s_!OH5-!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb181dc90-0c61-4947-b7eb-31306049dd50_1738x1788.png 1272w, https://substackcdn.com/image/fetch/$s_!OH5-!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb181dc90-0c61-4947-b7eb-31306049dd50_1738x1788.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!OH5-!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb181dc90-0c61-4947-b7eb-31306049dd50_1738x1788.png" width="1456" height="1498" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/b181dc90-0c61-4947-b7eb-31306049dd50_1738x1788.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1498,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:95595,&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://www.1nve.st/i/170129430?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb181dc90-0c61-4947-b7eb-31306049dd50_1738x1788.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!OH5-!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb181dc90-0c61-4947-b7eb-31306049dd50_1738x1788.png 424w, https://substackcdn.com/image/fetch/$s_!OH5-!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb181dc90-0c61-4947-b7eb-31306049dd50_1738x1788.png 848w, https://substackcdn.com/image/fetch/$s_!OH5-!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb181dc90-0c61-4947-b7eb-31306049dd50_1738x1788.png 1272w, https://substackcdn.com/image/fetch/$s_!OH5-!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb181dc90-0c61-4947-b7eb-31306049dd50_1738x1788.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>Boom! We&#8217;re looking at 12.2% CAGR with a 13.3% max drawdown. That&#8217;s a meaningful jump just from tweaking our momentum signals.</p><blockquote><p>&#9888;&#65039; <strong>Heads&#8209;Up:</strong> None of this is investment advice. It&#8217;s a sandbox for strategy nerds. Do your own homework (and maybe call your favorite fiduciary) before pulling any triggers.</p></blockquote><h3>Inverse Volatility Weighting</h3><p>Next, I wondered what would happen if we ditched the relative momentum component entirely and went with <a href="https://quantmage.app/library/reference/incantations/#weighted">inverse volatility weighting</a> instead. Think of it as giving more weight to the calm kids in class:</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!cwmR!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F307b1f16-b9e7-4ad4-99e5-2f57e187b581_1738x1616.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!cwmR!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F307b1f16-b9e7-4ad4-99e5-2f57e187b581_1738x1616.png 424w, https://substackcdn.com/image/fetch/$s_!cwmR!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F307b1f16-b9e7-4ad4-99e5-2f57e187b581_1738x1616.png 848w, https://substackcdn.com/image/fetch/$s_!cwmR!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F307b1f16-b9e7-4ad4-99e5-2f57e187b581_1738x1616.png 1272w, https://substackcdn.com/image/fetch/$s_!cwmR!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F307b1f16-b9e7-4ad4-99e5-2f57e187b581_1738x1616.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!cwmR!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F307b1f16-b9e7-4ad4-99e5-2f57e187b581_1738x1616.png" width="1456" height="1354" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/307b1f16-b9e7-4ad4-99e5-2f57e187b581_1738x1616.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1354,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:87222,&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://www.1nve.st/i/170129430?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F307b1f16-b9e7-4ad4-99e5-2f57e187b581_1738x1616.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!cwmR!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F307b1f16-b9e7-4ad4-99e5-2f57e187b581_1738x1616.png 424w, https://substackcdn.com/image/fetch/$s_!cwmR!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F307b1f16-b9e7-4ad4-99e5-2f57e187b581_1738x1616.png 848w, https://substackcdn.com/image/fetch/$s_!cwmR!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F307b1f16-b9e7-4ad4-99e5-2f57e187b581_1738x1616.png 1272w, https://substackcdn.com/image/fetch/$s_!cwmR!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F307b1f16-b9e7-4ad4-99e5-2f57e187b581_1738x1616.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>At first glance, the 11.4% CAGR and 18.2% max drawdown looked like a step backward. But wait for it...</p><h3>Turning Up the Heat</h3><p>Replacing SPY with <strong>SPXL</strong> (3&#215; leveraged S&amp;P&#8239;500) turned the &#128692;&#8205;&#9794;&#65039; ride into a &#127950;&#65039; joy&#8209;ride:</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!SuOT!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F85bad498-6a66-427b-9228-8f8ab1b55f62_1740x1612.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!SuOT!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F85bad498-6a66-427b-9228-8f8ab1b55f62_1740x1612.png 424w, https://substackcdn.com/image/fetch/$s_!SuOT!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F85bad498-6a66-427b-9228-8f8ab1b55f62_1740x1612.png 848w, https://substackcdn.com/image/fetch/$s_!SuOT!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F85bad498-6a66-427b-9228-8f8ab1b55f62_1740x1612.png 1272w, https://substackcdn.com/image/fetch/$s_!SuOT!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F85bad498-6a66-427b-9228-8f8ab1b55f62_1740x1612.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!SuOT!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F85bad498-6a66-427b-9228-8f8ab1b55f62_1740x1612.png" width="1456" height="1349" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/85bad498-6a66-427b-9228-8f8ab1b55f62_1740x1612.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1349,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:87993,&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://www.1nve.st/i/170129430?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F85bad498-6a66-427b-9228-8f8ab1b55f62_1740x1612.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!SuOT!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F85bad498-6a66-427b-9228-8f8ab1b55f62_1740x1612.png 424w, https://substackcdn.com/image/fetch/$s_!SuOT!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F85bad498-6a66-427b-9228-8f8ab1b55f62_1740x1612.png 848w, https://substackcdn.com/image/fetch/$s_!SuOT!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F85bad498-6a66-427b-9228-8f8ab1b55f62_1740x1612.png 1272w, https://substackcdn.com/image/fetch/$s_!SuOT!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F85bad498-6a66-427b-9228-8f8ab1b55f62_1740x1612.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>We&#8217;re talking 25.6% CAGR with a 26.0% max drawdown! The Sharpe Ratio hits 1.23 with 20.2% annualized volatility. And here&#8217;s the plot twist&#8212;this leveraged version actually performs better with inverse volatility weighting than with the original relative momentum filter.</p><p>Want to take this bad boy for a spin? &#128073; Check it out <a href="https://quantmage.app/grimoire/c952d85a01bbab105d81f8329c9c12dd">here</a>.</p><div class="subscription-widget-wrap-editor" data-attrs="{&quot;url&quot;:&quot;https://www.1nve.st/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 Systematic&#8239;Investing with QuantMage! Subscribe free to get fresh research spells in your inbox.</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><h3>So, What&#8217;s the Verdict?</h3><p>My take on &#8220;Defense First&#8221; may not be a pixel-perfect replica of the paper, but it captures the key concepts&#8212;dual momentum, defensive default posture, dynamic SPY fallback&#8212;and delivers comparable or even stronger performance.</p><p>Does staying risk-off until proven otherwise appeal to your investing instincts? How do you feel about percentile-based signals vs. traditional momentum? Got a tweak or variation of your own?</p><p>Drop a comment&#8212;I&#8217;d love to hear how you&#8217;d enchant this spell differently.</p>]]></content:encoded></item><item><title><![CDATA[Portfolio Update 07/15/2025 - Firmly Risk-On 🐂]]></title><description><![CDATA[What might stop this train?]]></description><link>https://www.1nve.st/p/portfolio-update-07152025-firmly</link><guid isPermaLink="false">https://www.1nve.st/p/portfolio-update-07152025-firmly</guid><dc:creator><![CDATA[Jaewon Jung]]></dc:creator><pubDate>Thu, 17 Jul 2025 21:08:28 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!eGi5!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5757698a-ae0c-47e1-846e-29252d8143db_1576x1989.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p>Since <a href="https://www.1nve.st/p/portfolio-update-06152025-moving">the last update</a>, my portfolio climbed +3.8%, just a touch behind SPY&#8217;s +4.2%. Still, I&#8217;m happy to see it break into the $800K range&#8212;finally. Let&#8217;s see how long it stays there.</p><p>The market&#8217;s strength has been surprisingly persistent. Geopolitical noise? Macro headwinds? The market doesn&#8217;t seem to care. <a href="https://www.1nve.st/i/157581196/two-market-canaries">Both of my main canary signals</a> are flashing green, and a few others I monitor are also in clear bullish territory. For now, risk-on is the name of the game.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!eGi5!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5757698a-ae0c-47e1-846e-29252d8143db_1576x1989.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!eGi5!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5757698a-ae0c-47e1-846e-29252d8143db_1576x1989.png 424w, https://substackcdn.com/image/fetch/$s_!eGi5!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F5757698a-ae0c-47e1-846e-29252d8143db_1576x1989.png 848w, 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stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!0Foz!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb85ff6a7-48cb-49cc-99e7-66b303d4c235_1576x1989.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!0Foz!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb85ff6a7-48cb-49cc-99e7-66b303d4c235_1576x1989.png 424w, https://substackcdn.com/image/fetch/$s_!0Foz!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb85ff6a7-48cb-49cc-99e7-66b303d4c235_1576x1989.png 848w, https://substackcdn.com/image/fetch/$s_!0Foz!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb85ff6a7-48cb-49cc-99e7-66b303d4c235_1576x1989.png 1272w, https://substackcdn.com/image/fetch/$s_!0Foz!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb85ff6a7-48cb-49cc-99e7-66b303d4c235_1576x1989.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!0Foz!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb85ff6a7-48cb-49cc-99e7-66b303d4c235_1576x1989.png" width="1456" height="1838" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/b85ff6a7-48cb-49cc-99e7-66b303d4c235_1576x1989.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1838,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:270208,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.1nve.st/i/168587975?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb85ff6a7-48cb-49cc-99e7-66b303d4c235_1576x1989.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!0Foz!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb85ff6a7-48cb-49cc-99e7-66b303d4c235_1576x1989.png 424w, https://substackcdn.com/image/fetch/$s_!0Foz!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb85ff6a7-48cb-49cc-99e7-66b303d4c235_1576x1989.png 848w, https://substackcdn.com/image/fetch/$s_!0Foz!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb85ff6a7-48cb-49cc-99e7-66b303d4c235_1576x1989.png 1272w, https://substackcdn.com/image/fetch/$s_!0Foz!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb85ff6a7-48cb-49cc-99e7-66b303d4c235_1576x1989.png 1456w" sizes="100vw"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg 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>I also gave <em><a href="https://www.1nve.st/p/riding-the-bitcoin-wave-with-quantmage">COIN or Not</a></em> a much-needed revamp. It had been lagging, and I debated sunsetting it entirely. In the end, I opted for a major simplification&#8212;stripping it back to the core thesis. Let&#8217;s see if leaner performs better.</p><p>As for the rest of the portfolio&#8212;no major changes. Sometimes, not tinkering is the best move.</p><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.1nve.st/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://www.1nve.st/subscribe?"><span>Subscribe now</span></a></p><p>And as for this bull train? Something <em>will</em> derail it eventually. But the fiscal train? That one barrels on, <a href="https://www.youtube.com/watch?v=Giuzcd4oxIk">seemingly unstoppable</a>. Something to chew on as you think about risk&#8212;and what kind of tracks we&#8217;re all riding.</p><p>Stay nimble out there.</p>]]></content:encoded></item><item><title><![CDATA[Canary Signal Series: High Beta vs. Low Vol]]></title><description><![CDATA[How the SPHB/SPLV Ratio Might Just Be Your New Favorite Market Thermometer]]></description><link>https://www.1nve.st/p/canary-signal-series-high-beta-vs</link><guid isPermaLink="false">https://www.1nve.st/p/canary-signal-series-high-beta-vs</guid><dc:creator><![CDATA[Jaewon Jung]]></dc:creator><pubDate>Mon, 07 Jul 2025 23:39:58 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!L6YF!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F29ed1b72-f5f7-41f1-b415-2906288c1eff_1200x1200.png" length="0" type="image/jpeg"/><content:encoded><![CDATA[<div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!L6YF!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F29ed1b72-f5f7-41f1-b415-2906288c1eff_1200x1200.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!L6YF!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F29ed1b72-f5f7-41f1-b415-2906288c1eff_1200x1200.png 424w, https://substackcdn.com/image/fetch/$s_!L6YF!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F29ed1b72-f5f7-41f1-b415-2906288c1eff_1200x1200.png 848w, https://substackcdn.com/image/fetch/$s_!L6YF!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F29ed1b72-f5f7-41f1-b415-2906288c1eff_1200x1200.png 1272w, https://substackcdn.com/image/fetch/$s_!L6YF!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F29ed1b72-f5f7-41f1-b415-2906288c1eff_1200x1200.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!L6YF!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F29ed1b72-f5f7-41f1-b415-2906288c1eff_1200x1200.png" width="1200" height="1200" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/29ed1b72-f5f7-41f1-b415-2906288c1eff_1200x1200.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1200,&quot;width&quot;:1200,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:801236,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:true,&quot;internalRedirect&quot;:&quot;https://www.1nve.st/i/167762791?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F29ed1b72-f5f7-41f1-b415-2906288c1eff_1200x1200.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!L6YF!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F29ed1b72-f5f7-41f1-b415-2906288c1eff_1200x1200.png 424w, https://substackcdn.com/image/fetch/$s_!L6YF!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F29ed1b72-f5f7-41f1-b415-2906288c1eff_1200x1200.png 848w, https://substackcdn.com/image/fetch/$s_!L6YF!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F29ed1b72-f5f7-41f1-b415-2906288c1eff_1200x1200.png 1272w, https://substackcdn.com/image/fetch/$s_!L6YF!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F29ed1b72-f5f7-41f1-b415-2906288c1eff_1200x1200.png 1456w" sizes="100vw" fetchpriority="high"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg 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>Lately I stumbled across a post (somewhere in the internet rabbit hole&#8212;credit to the mystery author!) that compared two ETFs I only half&#8209;remembered: SPHB, which holds the 100 highest&#8209;beta names in the S&amp;P&#8239;500, and SPLV, which holds the 100 lowest&#8209;volatility names. The idea felt obvious in hindsight: when the raciest stocks are outrunning the sleepiest ones, the market is probably feeling frisky. Why not track the <a href="https://www.1nve.st/p/price-ratio-momentums">price ratio</a> of the two as a canary?</p><blockquote><p>&#128227; Usual disclaimer: None of this is financial advice. Kick the tires yourself and talk to a pro before committing real money.</p></blockquote><h3>The Basic Momentum Play</h3><p>I dropped the ratio into <a href="https://quantmage.app">QuantMage</a>, slapped a simple <a href="https://quantmage.app/library/reference/indicators/#sma12-momentum">12&#8209;month SMA&#8209;momentum rule</a> on it, and&#8212;voil&#224;:</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!lDRI!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F94e41f4d-7eda-4499-9658-1a5fb67b4fa3_1524x816.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!lDRI!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F94e41f4d-7eda-4499-9658-1a5fb67b4fa3_1524x816.png 424w, https://substackcdn.com/image/fetch/$s_!lDRI!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F94e41f4d-7eda-4499-9658-1a5fb67b4fa3_1524x816.png 848w, https://substackcdn.com/image/fetch/$s_!lDRI!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F94e41f4d-7eda-4499-9658-1a5fb67b4fa3_1524x816.png 1272w, https://substackcdn.com/image/fetch/$s_!lDRI!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F94e41f4d-7eda-4499-9658-1a5fb67b4fa3_1524x816.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!lDRI!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F94e41f4d-7eda-4499-9658-1a5fb67b4fa3_1524x816.png" width="1456" height="780" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/94e41f4d-7eda-4499-9658-1a5fb67b4fa3_1524x816.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:780,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:132878,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.1nve.st/i/167762791?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F94e41f4d-7eda-4499-9658-1a5fb67b4fa3_1524x816.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!lDRI!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F94e41f4d-7eda-4499-9658-1a5fb67b4fa3_1524x816.png 424w, https://substackcdn.com/image/fetch/$s_!lDRI!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F94e41f4d-7eda-4499-9658-1a5fb67b4fa3_1524x816.png 848w, https://substackcdn.com/image/fetch/$s_!lDRI!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F94e41f4d-7eda-4499-9658-1a5fb67b4fa3_1524x816.png 1272w, https://substackcdn.com/image/fetch/$s_!lDRI!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F94e41f4d-7eda-4499-9658-1a5fb67b4fa3_1524x816.png 1456w" sizes="100vw"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg 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>Not too shabby! We&#8217;re looking at a 9.9% annual return with just an 11% max drawdown over 13 years &#8211; and the strategy was only in the market 54.5% of the time. Getting a Sharpe Ratio above 1.0 with a single binary signal? That&#8217;s like finding a $20 bill in your old jacket pocket.</p><p>The logic here is beautifully simple: when the wild children (high beta) are outperforming the steady eddies (low vol), it&#8217;s party time in the market.</p><h3>Making It More Reliable</h3><p>Adding a simple twist&#8212;requiring the momentum signal to persist for two consecutive days&#8212;significantly smoothed the ride:</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!hEDN!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa1de4d2c-55ab-4798-a415-871b91a37d5d_1524x818.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!hEDN!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa1de4d2c-55ab-4798-a415-871b91a37d5d_1524x818.png 424w, https://substackcdn.com/image/fetch/$s_!hEDN!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa1de4d2c-55ab-4798-a415-871b91a37d5d_1524x818.png 848w, https://substackcdn.com/image/fetch/$s_!hEDN!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa1de4d2c-55ab-4798-a415-871b91a37d5d_1524x818.png 1272w, https://substackcdn.com/image/fetch/$s_!hEDN!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa1de4d2c-55ab-4798-a415-871b91a37d5d_1524x818.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!hEDN!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa1de4d2c-55ab-4798-a415-871b91a37d5d_1524x818.png" width="1456" height="782" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/a1de4d2c-55ab-4798-a415-871b91a37d5d_1524x818.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:782,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:126704,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.1nve.st/i/167762791?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa1de4d2c-55ab-4798-a415-871b91a37d5d_1524x818.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!hEDN!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa1de4d2c-55ab-4798-a415-871b91a37d5d_1524x818.png 424w, https://substackcdn.com/image/fetch/$s_!hEDN!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa1de4d2c-55ab-4798-a415-871b91a37d5d_1524x818.png 848w, https://substackcdn.com/image/fetch/$s_!hEDN!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa1de4d2c-55ab-4798-a415-871b91a37d5d_1524x818.png 1272w, https://substackcdn.com/image/fetch/$s_!hEDN!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa1de4d2c-55ab-4798-a415-871b91a37d5d_1524x818.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>Better risk-adjusted return, fewer whipsaws. Sometimes, patience pays.</p><div class="captioned-button-wrap" data-attrs="{&quot;url&quot;:&quot;https://www.1nve.st/p/canary-signal-series-high-beta-vs?utm_source=substack&utm_medium=email&utm_content=share&action=share&quot;,&quot;text&quot;:&quot;Share&quot;}" data-component-name="CaptionedButtonToDOM"><div class="preamble"><p class="cta-caption">If you enjoyed the dive, forward it to a friend who geeks out on systematic strategies&#8212;sharing is the ultimate positive&#8209;sum trade.</p></div><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.1nve.st/p/canary-signal-series-high-beta-vs?utm_source=substack&utm_medium=email&utm_content=share&action=share&quot;,&quot;text&quot;:&quot;Share&quot;}" data-component-name="ButtonCreateButton"><a class="button primary" href="https://www.1nve.st/p/canary-signal-series-high-beta-vs?utm_source=substack&utm_medium=email&utm_content=share&action=share"><span>Share</span></a></p></div><h3>Time Travel with Correlated Tickers</h3><p>Unfortunately, SPHB and SPLV don&#8217;t go far enough back to cover the 2008 GFC. So I used QuantMage&#8217;s <a href="https://quantmage.app/correlated_tickers">Correlated Tickers</a> tool to find proxies:</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!-Hmj!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa47357e5-2c20-4e4f-b6a0-fbef92026bcc_1524x818.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!-Hmj!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa47357e5-2c20-4e4f-b6a0-fbef92026bcc_1524x818.png 424w, https://substackcdn.com/image/fetch/$s_!-Hmj!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa47357e5-2c20-4e4f-b6a0-fbef92026bcc_1524x818.png 848w, https://substackcdn.com/image/fetch/$s_!-Hmj!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa47357e5-2c20-4e4f-b6a0-fbef92026bcc_1524x818.png 1272w, https://substackcdn.com/image/fetch/$s_!-Hmj!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa47357e5-2c20-4e4f-b6a0-fbef92026bcc_1524x818.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!-Hmj!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa47357e5-2c20-4e4f-b6a0-fbef92026bcc_1524x818.png" width="1456" height="782" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/a47357e5-2c20-4e4f-b6a0-fbef92026bcc_1524x818.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:782,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:123892,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.1nve.st/i/167762791?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa47357e5-2c20-4e4f-b6a0-fbef92026bcc_1524x818.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!-Hmj!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa47357e5-2c20-4e4f-b6a0-fbef92026bcc_1524x818.png 424w, https://substackcdn.com/image/fetch/$s_!-Hmj!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa47357e5-2c20-4e4f-b6a0-fbef92026bcc_1524x818.png 848w, https://substackcdn.com/image/fetch/$s_!-Hmj!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa47357e5-2c20-4e4f-b6a0-fbef92026bcc_1524x818.png 1272w, https://substackcdn.com/image/fetch/$s_!-Hmj!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa47357e5-2c20-4e4f-b6a0-fbef92026bcc_1524x818.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a><figcaption class="image-caption">SPHB &#8594; RSPT</figcaption></figure></div><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!f_Jc!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb1fc3835-001e-4e26-85e0-55d1890ba906_1524x816.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!f_Jc!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb1fc3835-001e-4e26-85e0-55d1890ba906_1524x816.png 424w, https://substackcdn.com/image/fetch/$s_!f_Jc!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb1fc3835-001e-4e26-85e0-55d1890ba906_1524x816.png 848w, https://substackcdn.com/image/fetch/$s_!f_Jc!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb1fc3835-001e-4e26-85e0-55d1890ba906_1524x816.png 1272w, https://substackcdn.com/image/fetch/$s_!f_Jc!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb1fc3835-001e-4e26-85e0-55d1890ba906_1524x816.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!f_Jc!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb1fc3835-001e-4e26-85e0-55d1890ba906_1524x816.png" width="1456" height="780" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/b1fc3835-001e-4e26-85e0-55d1890ba906_1524x816.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:780,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:124926,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.1nve.st/i/167762791?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb1fc3835-001e-4e26-85e0-55d1890ba906_1524x816.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!f_Jc!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb1fc3835-001e-4e26-85e0-55d1890ba906_1524x816.png 424w, https://substackcdn.com/image/fetch/$s_!f_Jc!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb1fc3835-001e-4e26-85e0-55d1890ba906_1524x816.png 848w, https://substackcdn.com/image/fetch/$s_!f_Jc!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb1fc3835-001e-4e26-85e0-55d1890ba906_1524x816.png 1272w, https://substackcdn.com/image/fetch/$s_!f_Jc!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fb1fc3835-001e-4e26-85e0-55d1890ba906_1524x816.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a><figcaption class="image-caption">SPLV &#8594; FTCS</figcaption></figure></div><p>With these substitutes, I could stretch the backtest to 17 years:</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!7cei!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F73a30e98-79bd-4424-bee6-c0a0e8ba571e_1524x818.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!7cei!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F73a30e98-79bd-4424-bee6-c0a0e8ba571e_1524x818.png 424w, https://substackcdn.com/image/fetch/$s_!7cei!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F73a30e98-79bd-4424-bee6-c0a0e8ba571e_1524x818.png 848w, https://substackcdn.com/image/fetch/$s_!7cei!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F73a30e98-79bd-4424-bee6-c0a0e8ba571e_1524x818.png 1272w, https://substackcdn.com/image/fetch/$s_!7cei!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F73a30e98-79bd-4424-bee6-c0a0e8ba571e_1524x818.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!7cei!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F73a30e98-79bd-4424-bee6-c0a0e8ba571e_1524x818.png" width="1456" height="782" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/73a30e98-79bd-4424-bee6-c0a0e8ba571e_1524x818.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:782,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:39638,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.1nve.st/i/167762791?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F73a30e98-79bd-4424-bee6-c0a0e8ba571e_1524x818.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!7cei!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F73a30e98-79bd-4424-bee6-c0a0e8ba571e_1524x818.png 424w, https://substackcdn.com/image/fetch/$s_!7cei!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F73a30e98-79bd-4424-bee6-c0a0e8ba571e_1524x818.png 848w, https://substackcdn.com/image/fetch/$s_!7cei!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F73a30e98-79bd-4424-bee6-c0a0e8ba571e_1524x818.png 1272w, https://substackcdn.com/image/fetch/$s_!7cei!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F73a30e98-79bd-4424-bee6-c0a0e8ba571e_1524x818.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>The results weren&#8217;t quite as sparkly, but still solid enough to keep me interested. More importantly, it gave me confidence that this wasn&#8217;t just a post-2010 phenomenon.</p><h3>Building a Risk&#8209;Off Sleeve: Gold</h3><p>Routing capital to IAU (gold) when the signal is risk&#8209;off nudged returns higher&#8212;at the cost of a bit more bumpiness:</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!895A!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F76d1ac5b-9552-48de-85c6-f666cf2ef991_1524x816.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!895A!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F76d1ac5b-9552-48de-85c6-f666cf2ef991_1524x816.png 424w, https://substackcdn.com/image/fetch/$s_!895A!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F76d1ac5b-9552-48de-85c6-f666cf2ef991_1524x816.png 848w, https://substackcdn.com/image/fetch/$s_!895A!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F76d1ac5b-9552-48de-85c6-f666cf2ef991_1524x816.png 1272w, https://substackcdn.com/image/fetch/$s_!895A!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F76d1ac5b-9552-48de-85c6-f666cf2ef991_1524x816.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!895A!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F76d1ac5b-9552-48de-85c6-f666cf2ef991_1524x816.png" width="1456" height="780" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/76d1ac5b-9552-48de-85c6-f666cf2ef991_1524x816.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:780,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:43829,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.1nve.st/i/167762791?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F76d1ac5b-9552-48de-85c6-f666cf2ef991_1524x816.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!895A!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F76d1ac5b-9552-48de-85c6-f666cf2ef991_1524x816.png 424w, https://substackcdn.com/image/fetch/$s_!895A!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F76d1ac5b-9552-48de-85c6-f666cf2ef991_1524x816.png 848w, https://substackcdn.com/image/fetch/$s_!895A!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F76d1ac5b-9552-48de-85c6-f666cf2ef991_1524x816.png 1272w, https://substackcdn.com/image/fetch/$s_!895A!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F76d1ac5b-9552-48de-85c6-f666cf2ef991_1524x816.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><h3>Turning Up the Heat</h3><p>Want to live dangerously? Replace SPY with QQQ (the tech-heavy Nasdaq ETF):</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!_QcB!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F10eaff48-acb5-4e48-b472-97a80d65fb25_1524x820.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!_QcB!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F10eaff48-acb5-4e48-b472-97a80d65fb25_1524x820.png 424w, https://substackcdn.com/image/fetch/$s_!_QcB!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F10eaff48-acb5-4e48-b472-97a80d65fb25_1524x820.png 848w, https://substackcdn.com/image/fetch/$s_!_QcB!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F10eaff48-acb5-4e48-b472-97a80d65fb25_1524x820.png 1272w, https://substackcdn.com/image/fetch/$s_!_QcB!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F10eaff48-acb5-4e48-b472-97a80d65fb25_1524x820.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!_QcB!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F10eaff48-acb5-4e48-b472-97a80d65fb25_1524x820.png" width="1456" height="783" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/10eaff48-acb5-4e48-b472-97a80d65fb25_1524x820.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:783,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:43663,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.1nve.st/i/167762791?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F10eaff48-acb5-4e48-b472-97a80d65fb25_1524x820.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!_QcB!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F10eaff48-acb5-4e48-b472-97a80d65fb25_1524x820.png 424w, https://substackcdn.com/image/fetch/$s_!_QcB!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F10eaff48-acb5-4e48-b472-97a80d65fb25_1524x820.png 848w, https://substackcdn.com/image/fetch/$s_!_QcB!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F10eaff48-acb5-4e48-b472-97a80d65fb25_1524x820.png 1272w, https://substackcdn.com/image/fetch/$s_!_QcB!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F10eaff48-acb5-4e48-b472-97a80d65fb25_1524x820.png 1456w" sizes="100vw" loading="lazy"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p>Still not spicy enough? Try QLD, which is basically QQQ on steroids (2x levered):</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!VyDW!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F028e7158-adcb-4e51-805b-d398b9d99969_1524x820.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!VyDW!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F028e7158-adcb-4e51-805b-d398b9d99969_1524x820.png 424w, https://substackcdn.com/image/fetch/$s_!VyDW!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F028e7158-adcb-4e51-805b-d398b9d99969_1524x820.png 848w, https://substackcdn.com/image/fetch/$s_!VyDW!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F028e7158-adcb-4e51-805b-d398b9d99969_1524x820.png 1272w, https://substackcdn.com/image/fetch/$s_!VyDW!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F028e7158-adcb-4e51-805b-d398b9d99969_1524x820.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!VyDW!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F028e7158-adcb-4e51-805b-d398b9d99969_1524x820.png" width="1456" height="783" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/028e7158-adcb-4e51-805b-d398b9d99969_1524x820.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:783,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:42576,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.1nve.st/i/167762791?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F028e7158-adcb-4e51-805b-d398b9d99969_1524x820.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!VyDW!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F028e7158-adcb-4e51-805b-d398b9d99969_1524x820.png 424w, https://substackcdn.com/image/fetch/$s_!VyDW!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F028e7158-adcb-4e51-805b-d398b9d99969_1524x820.png 848w, https://substackcdn.com/image/fetch/$s_!VyDW!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F028e7158-adcb-4e51-805b-d398b9d99969_1524x820.png 1272w, https://substackcdn.com/image/fetch/$s_!VyDW!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F028e7158-adcb-4e51-805b-d398b9d99969_1524x820.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>Now we&#8217;re cooking with gas &#8211; 33.1% annual returns with a 24.5% max drawdown over 13 years. Of course, betting on continued tech dominance might be a bit like assuming your favorite sports team will keep winning forever. But hey, it&#8217;s been working so far!</p><p><a href="https://quantmage.app/grimoire/a2ecf7eecd07c624fc15690404ecc3e7">Give it a spin yourself here.</a></p><h3>The Power Combo</h3><p>Pair the canary with my recently shared <a href="https://www.1nve.st/i/166107498/rsi-ensemble">RSI Ensemble</a> (a mean&#8209;reversion filter) and the curve really takes off:</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!ujgB!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F77435fe7-f09b-46be-a53d-eefdc4e2773e_1274x1828.png" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!ujgB!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F77435fe7-f09b-46be-a53d-eefdc4e2773e_1274x1828.png 424w, https://substackcdn.com/image/fetch/$s_!ujgB!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F77435fe7-f09b-46be-a53d-eefdc4e2773e_1274x1828.png 848w, https://substackcdn.com/image/fetch/$s_!ujgB!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F77435fe7-f09b-46be-a53d-eefdc4e2773e_1274x1828.png 1272w, https://substackcdn.com/image/fetch/$s_!ujgB!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F77435fe7-f09b-46be-a53d-eefdc4e2773e_1274x1828.png 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!ujgB!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F77435fe7-f09b-46be-a53d-eefdc4e2773e_1274x1828.png" width="1274" height="1828" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/77435fe7-f09b-46be-a53d-eefdc4e2773e_1274x1828.png&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1828,&quot;width&quot;:1274,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:83183,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/png&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https://www.1nve.st/i/167762791?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F77435fe7-f09b-46be-a53d-eefdc4e2773e_1274x1828.png&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!ujgB!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F77435fe7-f09b-46be-a53d-eefdc4e2773e_1274x1828.png 424w, https://substackcdn.com/image/fetch/$s_!ujgB!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F77435fe7-f09b-46be-a53d-eefdc4e2773e_1274x1828.png 848w, https://substackcdn.com/image/fetch/$s_!ujgB!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F77435fe7-f09b-46be-a53d-eefdc4e2773e_1274x1828.png 1272w, https://substackcdn.com/image/fetch/$s_!ujgB!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F77435fe7-f09b-46be-a53d-eefdc4e2773e_1274x1828.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>CAGR 59.5&#8239;% against 22.2&#8239;% drawdown&#8212;proof that uncorrelated edges can be rocket fuel.</p><p><a href="https://quantmage.app/grimoire/de88e31fb5864d9d4236db8a9cc9be66">Try the combo strategy here.</a></p><p class="button-wrapper" data-attrs="{&quot;url&quot;:&quot;https://www.1nve.st/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://www.1nve.st/subscribe?"><span>Subscribe now</span></a></p><h3>Bottom Line</h3><ul><li><p><strong>Core thesis</strong>: When high&#8209;beta leads low&#8209;vol, the crowd is reaching for risk. The ratio is a neat single&#8209;line risk&#8209;on/off toggle.</p></li><li><p><strong>Durability</strong>: Will it keep its edge? Only the future knows. Longer, out&#8209;of&#8209;sample regimes (think 2000&#8211;02 or 1970s style stagflation) would be instructive.</p></li><li><p><strong>Overfit watch</strong>: The fancier combos (QQQ, QLD, RSI mash&#8209;ups) pack extra assumptions. Treat them as hypotheses, not gospel.</p></li><li><p><strong>Your turn</strong>: What uncorrelated filters or asset sleeves would you bolt on&#8212;commodities, managed futures, something weird? How would you tame that drawdown without killing the juice?</p></li></ul>]]></content:encoded></item></channel></rss>