{"product_id":"optimize-ai-hypotheses-with-bt-tournament-skill","title":"Optimize AI Hypotheses with BT Tournament Skill","description":"\u003ch3\u003eOptimize AI Hypotheses with BT Tournament Skill\u003c\/h3\u003e\n\n\u003cp\u003eThe BT Tournament Skill facilitates the ranking of competing hypotheses or proof skeletons by employing a joint batch Maximum A Posteriori (MAP) Bradley-Terry fit and generating approximate posterior intervals. This skill is designed for use in scenarios where there are three or more competing candidates for the next experiment, or when a user inquires about which candidate seems most promising.\u003c\/p\u003e\n\n\u003ch3\u003eWhat this skill does\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003eCollects candidate hypothesis node IDs and texts from the system's active memory frontier.\u003c\/li\u003e\n  \u003cli\u003eUses pairwise judgments for hypothesis comparison without spawning additional sub-agents.\u003c\/li\u003e\n  \u003cli\u003eRecords judgments of winners between pairs and updates the overall leaderboard accordingly.\u003c\/li\u003e\n  \u003cli\u003eRetrieves and examines the top entries from the BT leaderboard reflecting the current strongest hypotheses.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003ch3\u003eWho it is for\u003c\/h3\u003e\n\u003cp\u003eThis skill is best suited for developers and research teams utilizing AI coding agents such as Claude Code, Cursor, and Codex. It supports those involved in AI development who need to systematically assess multiple hypotheses efficiently within their workflow.\u003c\/p\u003e\n\n\u003ch3\u003eUse cases\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003eApproximately ranking three or more candidate hypotheses when determining the best course for further experiments or development.\u003c\/li\u003e\n  \u003cli\u003eUtilizing explicit user commands such as `\/bt-tournament` to determine leading candidates when multiple options remain unresolved.\u003c\/li\u003e\n  \u003cli\u003eIntegrating into AI systems to assist with decision-making processes related to hypothesis testing.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003ch3\u003eTechnical details\u003c\/h3\u003e\n\u003cp\u003eThis skill utilizes academic-tools, aiapplication, and bt-tournament capabilities to execute its functions. It records pairwise judgments and updates comparison ledgers to maintain current data on hypothesis strengths. Importantly, the intervals produced are 95% approximate posterior intervals based on a centered Laplace approximation and should not be construed as calibrated frequentist confidence intervals.\u003c\/p\u003e\n\u003c!-- mcpcart:static-blocks:start --\u003e\n\u003chr\u003e\n\u003ch3\u003eSource \u0026amp; Licence\u003c\/h3\u003e\n\u003cp\u003eThis package is built on open-source work published by \u003cstrong\u003ewhenpoem\u003c\/strong\u003e (\u003ca href=\"https:\/\/github.com\/whenpoem\/aiscientist\" rel=\"nofollow noopener\" target=\"_blank\"\u003ewhenpoem\/aiscientist\u003c\/a\u003e) and distributed under \u003cstrong\u003eMIT\u003c\/strong\u003e. The original licence text and copyright notice are included in your download.\u003c\/p\u003e\n\u003cp\u003ePersonal and commercial use, modification and redistribution are permitted, provided the original copyright and licence notice are retained.\u003c\/p\u003e\n\u003cp\u003eYour purchase covers curation, licence verification, packaging, documentation and instant delivery. It does not grant exclusive rights to the underlying open-source code, which remains available under its original licence.\u003c\/p\u003e\n\u003ch3\u003eDelivery \u0026amp; Support\u003c\/h3\u003e\n\u003cul\u003e\n\u003cli\u003e\n\u003cstrong\u003eDelivery:\u003c\/strong\u003e instant — a secure download link is emailed to you as soon as payment is confirmed.\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003eFormat:\u003c\/strong\u003e ZIP archive containing the skill files, documentation and the original licence.\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003eSupport:\u003c\/strong\u003e \u003ca href=\"mailto:support@mcpcart.com\"\u003esupport@mcpcart.com\u003c\/a\u003e — we aim to reply within 2 business days.\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003eUpdates:\u003c\/strong\u003e updates are included only where stated on this page.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003ch3\u003eRefunds\u003c\/h3\u003e\n\u003cp\u003eThis is a digital product delivered immediately after purchase. By completing your order you request immediate delivery and acknowledge that, once the download has been accessed, the statutory right to cancel no longer applies to the extent permitted by law. Refund requests are handled in accordance with our published Refund Policy.\u003c\/p\u003e\n\u003cp style=\"font-size:0.85em;color:#666;\"\u003eClaude, Codex, Gemini and Cursor are trademarks of their respective owners. MCP Cart is an independent marketplace and is not affiliated with, endorsed by, or sponsored by any of them. Compatibility references describe interoperability only.\u003c\/p\u003e\n\u003c!-- mcpcart:static-blocks:end --\u003e","brand":"MCP Cart","offers":[{"title":"Default Title","offer_id":53126335267127,"sku":"MCP-WHENPOEM-AISCIENTIST-BT-TOURNAMENT","price":40.99,"currency_code":"GBP","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0981\/3950\/4951\/files\/Gm_w-ENrSkEqOsTm9wSJX_be07b901cb4b4b40bb55214d70813612.jpg?v=1791536870","url":"https:\/\/mcpcart.com\/products\/optimize-ai-hypotheses-with-bt-tournament-skill","provider":"SPF PRO","version":"1.0","type":"link"}