--- title: The Self-Learning Code Review: Teaching AI (Cursor) to... description: A system that automatically extracts team knowledge from pull request review comments and converts them into continuously-updated AI coding rules. When PRs... canonical: https://daily.dev/posts/aquqj1sbi twitter:card: summary_large_image twitter:site: @dailydotdev og:type: website og:site_name: daily.dev og:title: The Self-Learning Code Review: Teaching AI (Cursor) to Learn from Human Feedback | daily.dev og:description: A system that automatically extracts team knowledge from pull request review comments and converts them into continuously-updated AI coding rules. When PRs... og:url: https://daily.dev/posts/aquqj1sbi og:image: https://api.daily.dev/og/posts/AqUqj1Sbi.png og:image:alt: Post cover image og:image:width: 1200 og:image:height: 630 og:locale: en --- > ## Documentation Index > Fetch the complete documentation index at: https://daily.dev/llms.txt > Use this file to discover all available pages before exploring further. # The Self-Learning Code Review: Teaching AI (Cursor) to Learn from Human Feedback **[Agentic Engineering](https://daily.dev/sources/agentic)** · [@idoshamun](https://daily.dev/idoshamun) · 3 upvotes · 0 comments ## Summary A system that automatically extracts team knowledge from pull request review comments and converts them into continuously-updated AI coding rules. When PRs merge, a CI workflow feeds human comments to Cursor's CLI agent, which updates a shared rules file with specific, actionable patterns. This creates a feedback loop where AI learns from code reviews, developers can self-check with a /review command, and institutional knowledge accumulates automatically instead of being lost in PR threads. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: ## Similar posts on daily.dev - [Why I’m Sold on AI for Code Reviews](https://daily.dev/posts/why-i-m-sold-on-ai-for-code-reviews-fmllklpxk) · Atomic Spin · 0 upvotes · 0 comments - [Just fix their PR](https://daily.dev/posts/just-fix-their-pr-i17xs0i7w) · swizec.com · 2 upvotes · 0 comments - [What does it actually look like to build software with AI today? Not in theory, but in practice?](https://daily.dev/posts/what-does-it-actually-look-like-to-build-software-with-ai-today-not-in-theory-but-in-practice--jgatjbtqc) · This Dot · 1 upvotes · 0 comments --- Tags: [#ai](https://daily.dev/tags/ai), [#github-actions](https://daily.dev/tags/github-actions), [#code-review](https://daily.dev/tags/code-review) [View this post on daily.dev](https://daily.dev/posts/aquqj1sbi) ```json {"@context":"https://schema.org","@graph":[{"@type":"Organization","@id":"https://daily.dev/#organization","name":"daily.dev","url":"https://daily.dev","logo":{"@type":"ImageObject","url":"https://daily.dev/apple-touch-icon.png","width":180,"height":180},"sameAs":["https://twitter.com/dailydotdev","https://github.com/dailydotdev","https://www.linkedin.com/company/daily-dev-ltd"]},{"@type":"WebSite","@id":"https://daily.dev/#website","url":"https://daily.dev","name":"daily.dev","publisher":{"@id":"https://daily.dev/#organization"},"potentialAction":{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https://daily.dev/search?q={search_term_string}"},"query-input":"required name=search_term_string"}}]} {"@context":"https://schema.org","@type":"DiscussionForumPosting","mainEntityOfPage":"https://daily.dev/posts/aquqj1sbi","headline":"The Self-Learning Code Review: Teaching AI (Cursor) to Learn from Human Feedback","text":"Shared: The Self-Learning Code Review: Teaching AI (Cursor) to Learn from Human Feedback","url":"https://daily.dev/posts/aquqj1sbi","datePublished":"2026-01-14T21:13:25.650Z","dateModified":"2026-01-14T21:14:10.738Z","author":{"@type":"Person","name":"Ido Shamun","url":"https://daily.dev/idoshamun","image":"https://media.daily.dev/image/upload/s---xy_OAwk--/f_auto,q_auto/v1703781380/avatars/avatar_28849d86070e4c099c877ab6837c61f0","description":"I'm to blame if something goes wrong here 🙈","worksFor":{"@type":"Organization","name":"daily.dev","logo":"https://daily-now-res.cloudinary.com/image/upload/s--MASZOhnv--/f_auto/v1614088267/landing/Daily.dev_logo"},"interactionStatistic":{"@type":"InteractionCounter","interactionType":{"@type":"EndorseAction"},"userInteractionCount":192220}},"image":"https://media.daily.dev/image/upload/s--VDukGCjf--/f_auto/v1722860399/public/Placeholder%2002","interactionStatistic":[{"@type":"InteractionCounter","interactionType":{"@type":"LikeAction"},"userInteractionCount":3},{"@type":"InteractionCounter","interactionType":{"@type":"CommentAction"},"userInteractionCount":0}],"sharedContent":{"@type":"WebPage","url":"https://api.daily.dev/r/5S3I7hDJn"},"isPartOf":{"@type":"WebPage","url":"https://daily.dev/squads/agentic","name":"Agentic Engineering"}} {"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https://daily.dev"},{"@type":"ListItem","position":2,"name":"Agentic Engineering","item":"https://daily.dev/squads/agentic"},{"@type":"ListItem","position":3,"name":"The Self-Learning Code Review: Teaching AI (Cursor) to Learn from Human Feedback"}]} ```