{"id":218148,"date":"2026-05-15T11:15:30","date_gmt":"2026-05-15T11:15:30","guid":{"rendered":"https:\/\/ushopwell.com\/ublog\/i-rebuilt-the-coinquant-ai-btc-strategy-in-python-free-code\/"},"modified":"2026-05-15T11:15:30","modified_gmt":"2026-05-15T11:15:30","slug":"i-rebuilt-the-coinquant-ai-btc-strategy-in-python-free-code","status":"publish","type":"post","link":"https:\/\/ushopwell.com\/ublog\/i-rebuilt-the-coinquant-ai-btc-strategy-in-python-free-code\/","title":{"rendered":"I Rebuilt the CoinQuant AI BTC Strategy in Python [Free Code]"},"content":{"rendered":"<div class=\"youtubomatic-video-container\"><iframe loading=\"lazy\" width=\"580\" height=\"380\" src=\"https:\/\/www.youtube.com\/embed\/xaB1GS7X0xA?autoplay=1&#038;controls=1&#038;hl=en\" frameborder=\"0\" allowfullscreen><\/iframe><\/div>\n<p>A Python rebuild of this AI BTC strategy came out at 1,001% returns and matched the CoinQuant equity curve almost exactly, which is the main validation result in this test.<\/p>\n<p>In this video, we take the BTC strategy from the earlier CoinQuant AI backtest and reproduce it step by step in Python, then compare the signals, trades, commissions, and equity curve until the results line up. The goal here is not to hype a perfect system, but to validate the logic, show where small differences come from, and set up the next Monte Carlo stress test properly.<\/p>\n<p>\ud83d\udd27 What you&#8217;ll see in this video:<br \/>\n\u2192 the BTC backtest result in Python versus CoinQuant AI<br \/>\n\u2192 the exact strategy rules: HMA 16 and 64, RSI 14 above 52, linear regression filter<br \/>\n\u2192 how backtesting.py compares with a custom local backtester<br \/>\n\u2192 why commissions created most of the remaining curve difference<br \/>\n\u2192 the trade count comparison of 131 trades in Python versus 132 in CoinQuant<br \/>\n\u2192 how the indicators and entry and exit signals were validated visually<br \/>\n\u2192 why the next step is a Monte Carlo stress test for robustness<\/p>\n<p>\u2554\u2550\u2566\u2550\u2566\u2550\u2566\u2550\u2566\u2550\u2566\u2550\u2566\u2550\u2566\u2550\u2566\u2550\u2566\u2550\u2566\u2550\u2566\u2550\u2566\u2550\u2566\u2550\u2566\u2550\u2566\u2550\u2566\u2550\u2566\u2550\u2550\u2566\u2550\u2566\u2550\u2566\u2550\u2550\u2566\u2550\u2566\u2550\u2566\u2550\u2550\u2566\u2550\u2566\u2550\u2566<br \/>\n\ud83d\udd17 Resources &#038; Links:<br \/>\n&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8211;<br \/>\n\u2022 \ud83d\udcda My Algorithmic Trading Courses \u2192 <a href=\"https:\/\/codetradingcafe.com\" target=\"_blank\">https:\/\/codetradingcafe.com<\/a><br \/>\n\u2022 \ud83e\udd16 Free Tier CoinQuant Account: <a href=\"https:\/\/app.coinquant.ai\/?ref=nZtzOwut\" target=\"_blank\">https:\/\/app.coinquant.ai\/?ref=nZtzOwut<\/a><br \/>\n\u2022 \ud83d\udcd8 My Book: \u201cAlgorithmic Trading with Python\u201d \u2192  <a href=\"https:\/\/a.co\/d\/6woMBHt\" target=\"_blank\">https:\/\/a.co\/d\/6woMBHt<\/a><br \/>\n\u2022 \ud83d\udcbb Free Python Code (GitHub) \u2192 <a href=\"https:\/\/github.com\/ZiadFrancis\/CoinQuant_Vs_Python_HMA_Strategy\" target=\"_blank\">https:\/\/github.com\/ZiadFrancis\/CoinQuant_Vs_Python_HMA_Strategy<\/a><\/p>\n<p>Happy learning, happy coding \u2615<br \/>\n\u255a\u2550\u2569\u2550\u2569\u2550\u2569\u2550\u2569\u2550\u2569\u2550\u2569\u2550\u2569\u2550\u2569\u2550\u2569\u2550\u2569\u2550\u2569\u2550\u2569\u2550\u2569\u2550\u2569\u2550\u2569\u2550\u2569\u2550\u2569\u2550\u2569\u2550\u2569\u2550\u2569\u2550\u2569\u2550\u2569\u2550\u2569\u2550\u2569\u2550\u2569\u2550\u2569\u2550\u2569\u2550\u2569<\/p>\n<p>If you want more step-by-step AI trading tests like this, subscribe and comment with the asset you want me to run next.<br \/>\n#aitrading #montecarlo #btc<\/p>\n<p>0: 00  Python Backtest Challenge<br \/>\n0: 38  Strategy Rules Recap<br \/>\n1: 59  Backtester Setup<br \/>\n4: 01  CoinQuant Results Comparison<br \/>\n5: 01  Custom Backtester Validation<br \/>\n6: 02  Trade Export Debugging<br \/>\n8: 03  Matching Equity Curves<br \/>\n9: 00  Commission Difference Found<br \/>\n  10: 23  Final Parameters And Next Step<\/p>\n","protected":false},"excerpt":{"rendered":"<p>A Python rebuild of this AI BTC strategy came out at 1,001% returns and matched the CoinQuant equity curve almost exactly, which is the main validation result in this test. In this video, we take the BTC strategy from the earlier CoinQuant AI backtest and reproduce it step by step in Python, then compare the signals, trades, commissions, and equity curve until the results line up. The goal here is&#8230;<\/p>\n","protected":false},"author":1,"featured_media":218149,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":"","tve_updated_post":"","tve_custom_css":"","tve_user_custom_css":"","tve_globals":{},"tcb2_ready":0,"tcb_editor_enabled":0,"tve_landing_page":"","_tve_header":"","_tve_footer":""},"categories":[1],"tags":[],"class_list":["post-218148","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-uncategorized"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.6 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>I Rebuilt the CoinQuant AI BTC Strategy in Python [Free Code] - UshopWell.com<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/ushopwell.com\/ublog\/i-rebuilt-the-coinquant-ai-btc-strategy-in-python-free-code\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"I Rebuilt the CoinQuant AI BTC Strategy in Python [Free Code] - UshopWell.com\" \/>\n<meta property=\"og:description\" content=\"A Python rebuild of this AI BTC strategy came out at 1,001% returns and matched the CoinQuant equity curve almost exactly, which is the main validation result in this test. 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The goal here is...\" \/>\n<meta property=\"og:url\" content=\"https:\/\/ushopwell.com\/ublog\/i-rebuilt-the-coinquant-ai-btc-strategy-in-python-free-code\/\" \/>\n<meta property=\"og:site_name\" content=\"UshopWell.com\" \/>\n<meta property=\"article:published_time\" content=\"2026-05-15T11:15:30+00:00\" \/>\n<meta name=\"author\" content=\"UShopWell\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"UShopWell\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"1 minute\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/ushopwell.com\\\/ublog\\\/i-rebuilt-the-coinquant-ai-btc-strategy-in-python-free-code\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/ushopwell.com\\\/ublog\\\/i-rebuilt-the-coinquant-ai-btc-strategy-in-python-free-code\\\/\"},\"author\":{\"name\":\"UShopWell\",\"@id\":\"https:\\\/\\\/ushopwell.com\\\/ublog\\\/#\\\/schema\\\/person\\\/6fd1f9e0ff932e534c86c70d5acff0fc\"},\"headline\":\"I Rebuilt the CoinQuant AI BTC Strategy in Python [Free Code]\",\"datePublished\":\"2026-05-15T11:15:30+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/ushopwell.com\\\/ublog\\\/i-rebuilt-the-coinquant-ai-btc-strategy-in-python-free-code\\\/\"},\"wordCount\":286,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\\\/\\\/ushopwell.com\\\/ublog\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/ushopwell.com\\\/ublog\\\/i-rebuilt-the-coinquant-ai-btc-strategy-in-python-free-code\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/ushopwell.com\\\/ublog\\\/wp-content\\\/uploads\\\/2026\\\/05\\\/218148\\\/i-rebuilt-the-coinquant-ai-btc-strategy-in-python-free-code.jpg\",\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\\\/\\\/ushopwell.com\\\/ublog\\\/i-rebuilt-the-coinquant-ai-btc-strategy-in-python-free-code\\\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/ushopwell.com\\\/ublog\\\/i-rebuilt-the-coinquant-ai-btc-strategy-in-python-free-code\\\/\",\"url\":\"https:\\\/\\\/ushopwell.com\\\/ublog\\\/i-rebuilt-the-coinquant-ai-btc-strategy-in-python-free-code\\\/\",\"name\":\"I Rebuilt the CoinQuant AI BTC Strategy in Python [Free Code] - 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