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        <title><![CDATA[Stories by Kryptera on Medium]]></title>
        <description><![CDATA[Stories by Kryptera on Medium]]></description>
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            <title>Stories by Kryptera on Medium</title>
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            <title><![CDATA[The Portfolio That Was Built Not to Lose]]></title>
            <description><![CDATA[<div class="medium-feed-item"><p class="medium-feed-image"><a href="https://medium.com/@Kryptera/the-portfolio-that-was-built-not-to-lose-ff5c36c2e51d?source=rss-74a837c27e96------2"><img src="https://cdn-images-1.medium.com/max/2400/1*UHiqS7H1-lfV9pozcFDRig.png" width="2400"></a></p><p class="medium-feed-snippet">What happens when you build a portfolio around the single goal of never hurting, and then let 15 years of markets judge it?</p><p class="medium-feed-link"><a href="https://medium.com/@Kryptera/the-portfolio-that-was-built-not-to-lose-ff5c36c2e51d?source=rss-74a837c27e96------2">Continue reading on Medium »</a></p></div>]]></description>
            <link>https://medium.com/@Kryptera/the-portfolio-that-was-built-not-to-lose-ff5c36c2e51d?source=rss-74a837c27e96------2</link>
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            <category><![CDATA[trading]]></category>
            <category><![CDATA[algorithmic-trading]]></category>
            <category><![CDATA[finance]]></category>
            <category><![CDATA[python]]></category>
            <category><![CDATA[quantitative-finance]]></category>
            <dc:creator><![CDATA[Kryptera]]></dc:creator>
            <pubDate>Wed, 04 Nov 2026 12:01:02 GMT</pubDate>
            <atom:updated>2026-11-04T12:01:02.368Z</atom:updated>
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        <item>
            <title><![CDATA[The $1 Million Retirement That Almost Didn’t Make It]]></title>
            <description><![CDATA[<div class="medium-feed-item"><p class="medium-feed-image"><a href="https://medium.com/@Kryptera/the-1-million-retirement-that-almost-didnt-make-it-128fed2a25cb?source=rss-74a837c27e96------2"><img src="https://cdn-images-1.medium.com/max/1920/1*ic-23nrXr4JaF_KvZbSKyw.png" width="1920"></a></p><p class="medium-feed-snippet">3 retirees. Same $1 million. Same year. One of them ended with $15,626.</p><p class="medium-feed-link"><a href="https://medium.com/@Kryptera/the-1-million-retirement-that-almost-didnt-make-it-128fed2a25cb?source=rss-74a837c27e96------2">Continue reading on Medium »</a></p></div>]]></description>
            <link>https://medium.com/@Kryptera/the-1-million-retirement-that-almost-didnt-make-it-128fed2a25cb?source=rss-74a837c27e96------2</link>
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            <category><![CDATA[python]]></category>
            <category><![CDATA[quantitative-finance]]></category>
            <category><![CDATA[trading]]></category>
            <category><![CDATA[algorithmic-trading]]></category>
            <category><![CDATA[finance]]></category>
            <dc:creator><![CDATA[Kryptera]]></dc:creator>
            <pubDate>Tue, 03 Nov 2026 12:01:03 GMT</pubDate>
            <atom:updated>2026-11-03T12:01:03.601Z</atom:updated>
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        <item>
            <title><![CDATA[Equal Slices, Unequal Crashes: What 22 Years of Backtesting Says About the Golden Butterfly]]></title>
            <description><![CDATA[<div class="medium-feed-item"><p class="medium-feed-image"><a href="https://medium.com/@Kryptera/equal-slices-unequal-crashes-what-22-years-of-backtesting-says-about-the-golden-butterfly-82ccff685160?source=rss-74a837c27e96------2"><img src="https://cdn-images-1.medium.com/max/2100/1*XFzJfnnu1a0YYCDDrD_CgQ.png" width="2100"></a></p><p class="medium-feed-snippet">A 22-year backtest of the Golden Butterfly, and what it teaches about what you&#x2019;re really buying when you diversify.</p><p class="medium-feed-link"><a href="https://medium.com/@Kryptera/equal-slices-unequal-crashes-what-22-years-of-backtesting-says-about-the-golden-butterfly-82ccff685160?source=rss-74a837c27e96------2">Continue reading on Medium »</a></p></div>]]></description>
            <link>https://medium.com/@Kryptera/equal-slices-unequal-crashes-what-22-years-of-backtesting-says-about-the-golden-butterfly-82ccff685160?source=rss-74a837c27e96------2</link>
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            <category><![CDATA[python]]></category>
            <category><![CDATA[quantitative-finance]]></category>
            <category><![CDATA[finance]]></category>
            <category><![CDATA[trading]]></category>
            <category><![CDATA[algorithmic-trading]]></category>
            <dc:creator><![CDATA[Kryptera]]></dc:creator>
            <pubDate>Mon, 02 Nov 2026 12:01:02 GMT</pubDate>
            <atom:updated>2026-11-02T12:01:02.156Z</atom:updated>
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            <title><![CDATA[The Portfolio That Was Built Not to Be Surprised]]></title>
            <description><![CDATA[<div class="medium-feed-item"><p class="medium-feed-image"><a href="https://medium.com/@Kryptera/the-portfolio-that-was-built-not-to-be-surprised-f5e3e54cacaa?source=rss-74a837c27e96------2"><img src="https://cdn-images-1.medium.com/max/2600/1*Wx4A-k7y_Yt4iH31I7N0tA.png" width="3200"></a></p><p class="medium-feed-snippet">20 years of Ray Dalio&#x2019;s All Weather idea, tested with real costs. It was a smooth ride for most of the trip, until the one year it wasn&#x2019;t.</p><p class="medium-feed-link"><a href="https://medium.com/@Kryptera/the-portfolio-that-was-built-not-to-be-surprised-f5e3e54cacaa?source=rss-74a837c27e96------2">Continue reading on Medium »</a></p></div>]]></description>
            <link>https://medium.com/@Kryptera/the-portfolio-that-was-built-not-to-be-surprised-f5e3e54cacaa?source=rss-74a837c27e96------2</link>
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            <category><![CDATA[python]]></category>
            <category><![CDATA[finance]]></category>
            <category><![CDATA[algorithmic-trading]]></category>
            <category><![CDATA[trading]]></category>
            <category><![CDATA[quantitative-finance]]></category>
            <dc:creator><![CDATA[Kryptera]]></dc:creator>
            <pubDate>Sun, 01 Nov 2026 12:01:01 GMT</pubDate>
            <atom:updated>2026-11-01T12:01:01.865Z</atom:updated>
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        <item>
            <title><![CDATA[I Backtested the Simplest Portfolio I Could Think Of: One-Third SPY, One-Third Gold, One-Third Long…]]></title>
            <description><![CDATA[<div class="medium-feed-item"><p class="medium-feed-image"><a href="https://medium.com/@Kryptera/i-backtested-the-simplest-portfolio-i-could-think-of-one-third-spy-one-third-gold-one-third-long-e256c0ef0d21?source=rss-74a837c27e96------2"><img src="https://cdn-images-1.medium.com/max/2600/1*dzUY5072jtncETba4wTRBg.png" width="2800"></a></p><p class="medium-feed-snippet">A no-signal portfolio beat SPY on drawdown and Sharpe for 21 years. Then 2022 showed where diversification stops working.</p><p class="medium-feed-link"><a href="https://medium.com/@Kryptera/i-backtested-the-simplest-portfolio-i-could-think-of-one-third-spy-one-third-gold-one-third-long-e256c0ef0d21?source=rss-74a837c27e96------2">Continue reading on Medium »</a></p></div>]]></description>
            <link>https://medium.com/@Kryptera/i-backtested-the-simplest-portfolio-i-could-think-of-one-third-spy-one-third-gold-one-third-long-e256c0ef0d21?source=rss-74a837c27e96------2</link>
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            <category><![CDATA[finance]]></category>
            <category><![CDATA[algorithmic-trading]]></category>
            <category><![CDATA[quantitative-finance]]></category>
            <category><![CDATA[python]]></category>
            <category><![CDATA[trading]]></category>
            <dc:creator><![CDATA[Kryptera]]></dc:creator>
            <pubDate>Sat, 31 Oct 2026 12:01:01 GMT</pubDate>
            <atom:updated>2026-10-31T12:01:01.572Z</atom:updated>
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        <item>
            <title><![CDATA[The Cash That Never Worked]]></title>
            <description><![CDATA[<div class="medium-feed-item"><p class="medium-feed-image"><a href="https://medium.com/@Kryptera/the-cash-that-never-worked-1ba9fb8a9d89?source=rss-74a837c27e96------2"><img src="https://cdn-images-1.medium.com/max/2600/1*t7R3kVtgs-zkBIsIgPw_Xg.png" width="3200"></a></p><p class="medium-feed-snippet">Over 33 years and 2,000 alternate histories, spreading out the investment never once beat putting it all in on day one.</p><p class="medium-feed-link"><a href="https://medium.com/@Kryptera/the-cash-that-never-worked-1ba9fb8a9d89?source=rss-74a837c27e96------2">Continue reading on Medium »</a></p></div>]]></description>
            <link>https://medium.com/@Kryptera/the-cash-that-never-worked-1ba9fb8a9d89?source=rss-74a837c27e96------2</link>
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            <category><![CDATA[trading]]></category>
            <category><![CDATA[quantitative-finance]]></category>
            <category><![CDATA[algorithmic-trading]]></category>
            <category><![CDATA[python]]></category>
            <category><![CDATA[finance]]></category>
            <dc:creator><![CDATA[Kryptera]]></dc:creator>
            <pubDate>Fri, 30 Oct 2026 12:01:01 GMT</pubDate>
            <atom:updated>2026-10-30T12:01:01.825Z</atom:updated>
        </item>
        <item>
            <title><![CDATA[The Boring ETF That Rewards Bad Days: An IBS Backtest on XLP]]></title>
            <description><![CDATA[<div class="medium-feed-item"><p class="medium-feed-image"><a href="https://medium.com/@Kryptera/the-boring-etf-that-rewards-bad-days-an-ibs-backtest-on-xlp-7e10164955e9?source=rss-74a837c27e96------2"><img src="https://cdn-images-1.medium.com/max/2600/1*LM46COo9Ys1Y09p9Vpe7Sg.png" width="2800"></a></p><p class="medium-feed-snippet">A vectorbt test of Internal Bar Strength on the Consumer Staples ETF, December 1998 to October 2026</p><p class="medium-feed-link"><a href="https://medium.com/@Kryptera/the-boring-etf-that-rewards-bad-days-an-ibs-backtest-on-xlp-7e10164955e9?source=rss-74a837c27e96------2">Continue reading on Medium »</a></p></div>]]></description>
            <link>https://medium.com/@Kryptera/the-boring-etf-that-rewards-bad-days-an-ibs-backtest-on-xlp-7e10164955e9?source=rss-74a837c27e96------2</link>
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            <category><![CDATA[algorithmic-trading]]></category>
            <category><![CDATA[python]]></category>
            <category><![CDATA[quantitative-finance]]></category>
            <category><![CDATA[finance]]></category>
            <category><![CDATA[trading]]></category>
            <dc:creator><![CDATA[Kryptera]]></dc:creator>
            <pubDate>Thu, 29 Oct 2026 12:01:02 GMT</pubDate>
            <atom:updated>2026-10-29T12:01:02.168Z</atom:updated>
        </item>
        <item>
            <title><![CDATA[The Quiet Signal: What Happens When You Only Buy SPY Fear Inside an Uptrend]]></title>
            <description><![CDATA[<div class="medium-feed-item"><p class="medium-feed-image"><a href="https://medium.com/@Kryptera/the-quiet-signal-what-happens-when-you-only-buy-spy-fear-inside-an-uptrend-406e1f884b40?source=rss-74a837c27e96------2"><img src="https://cdn-images-1.medium.com/max/2400/1*dUdqgO4lazFlN9vCLGg9Ag.png" width="2400"></a></p><p class="medium-feed-snippet">A 7.75%-exposure SPY strategy with a Sharpe above buy and hold, and why it still isn&#x2019;t a replacement for owning the index</p><p class="medium-feed-link"><a href="https://medium.com/@Kryptera/the-quiet-signal-what-happens-when-you-only-buy-spy-fear-inside-an-uptrend-406e1f884b40?source=rss-74a837c27e96------2">Continue reading on Medium »</a></p></div>]]></description>
            <link>https://medium.com/@Kryptera/the-quiet-signal-what-happens-when-you-only-buy-spy-fear-inside-an-uptrend-406e1f884b40?source=rss-74a837c27e96------2</link>
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            <category><![CDATA[python]]></category>
            <category><![CDATA[trading]]></category>
            <category><![CDATA[finance]]></category>
            <category><![CDATA[algorithmic-trading]]></category>
            <category><![CDATA[quantitative-finance]]></category>
            <dc:creator><![CDATA[Kryptera]]></dc:creator>
            <pubDate>Wed, 28 Oct 2026 12:01:02 GMT</pubDate>
            <atom:updated>2026-10-28T12:01:02.556Z</atom:updated>
        </item>
        <item>
            <title><![CDATA[Acceleration Bands on QQQ: Buy the Close Below the Lower Band, Sell the First Bounce]]></title>
            <description><![CDATA[<div class="medium-feed-item"><p class="medium-feed-image"><a href="https://medium.com/@Kryptera/acceleration-bands-on-qqq-buy-the-close-below-the-lower-band-sell-the-first-bounce-24101b8eb47f?source=rss-74a837c27e96------2"><img src="https://cdn-images-1.medium.com/max/2600/1*a8Io4MaGmy4zbF75LmOn_w.png" width="2800"></a></p><p class="medium-feed-snippet">A 27-year backtest of a dip-buying rule that was invested just 7.7% of the time, won 76% of its 135 trades, and cut max drawdown from 83%&#x2026;</p><p class="medium-feed-link"><a href="https://medium.com/@Kryptera/acceleration-bands-on-qqq-buy-the-close-below-the-lower-band-sell-the-first-bounce-24101b8eb47f?source=rss-74a837c27e96------2">Continue reading on Medium »</a></p></div>]]></description>
            <link>https://medium.com/@Kryptera/acceleration-bands-on-qqq-buy-the-close-below-the-lower-band-sell-the-first-bounce-24101b8eb47f?source=rss-74a837c27e96------2</link>
            <guid isPermaLink="false">https://medium.com/p/24101b8eb47f</guid>
            <category><![CDATA[quantitative-finance]]></category>
            <category><![CDATA[python]]></category>
            <category><![CDATA[algorithmic-trading]]></category>
            <category><![CDATA[trading]]></category>
            <category><![CDATA[finance]]></category>
            <dc:creator><![CDATA[Kryptera]]></dc:creator>
            <pubDate>Tue, 27 Oct 2026 12:01:02 GMT</pubDate>
            <atom:updated>2026-10-27T12:01:02.782Z</atom:updated>
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        <item>
            <title><![CDATA[My Stochastic Strategy Lost to Buy & Hold on SPY. Then I Ran a Grid Search.]]></title>
            <description><![CDATA[<div class="medium-feed-item"><p class="medium-feed-image"><a href="https://medium.com/@Kryptera/my-stochastic-strategy-lost-to-buy-hold-on-spy-then-i-ran-a-grid-search-8d7d74a4dd29?source=rss-74a837c27e96------2"><img src="https://cdn-images-1.medium.com/max/2400/1*GSztAJ_xO1k9N_zodie9Zw.png" width="2400"></a></p><p class="medium-feed-snippet">Sitting in the market 25% of the time, with a max drawdown of about 26% instead of 55%.</p><p class="medium-feed-link"><a href="https://medium.com/@Kryptera/my-stochastic-strategy-lost-to-buy-hold-on-spy-then-i-ran-a-grid-search-8d7d74a4dd29?source=rss-74a837c27e96------2">Continue reading on Medium »</a></p></div>]]></description>
            <link>https://medium.com/@Kryptera/my-stochastic-strategy-lost-to-buy-hold-on-spy-then-i-ran-a-grid-search-8d7d74a4dd29?source=rss-74a837c27e96------2</link>
            <guid isPermaLink="false">https://medium.com/p/8d7d74a4dd29</guid>
            <category><![CDATA[trading]]></category>
            <category><![CDATA[quantitative-finance]]></category>
            <category><![CDATA[finance]]></category>
            <category><![CDATA[python]]></category>
            <category><![CDATA[algorithmic-trading]]></category>
            <dc:creator><![CDATA[Kryptera]]></dc:creator>
            <pubDate>Mon, 26 Oct 2026 12:01:02 GMT</pubDate>
            <atom:updated>2026-10-26T12:01:02.032Z</atom:updated>
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