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Claude Code says the task is done, but is it? Here's how to use Claude Code the way Anthropic's Claude Code team checks its work: a Claude Code setup with Claude Code skills, hooks and a review loop that make Claude AI prove each feature works, plus Claude Code tips for what still slips through. Try Unstoppable at app.unstoppable.ai/code?utm_source=ai_labs to run Claude Code, Codex, and Cursor side by side, with 25 free AI credits every day. Community with All Resources: https://ailabspro.io/?v=S49gppZl8H0 The Roundup, our daily newsletter covering the AI stories that matter. Join now: https://www.theroundup.so/ Got a software idea but don't have the team to build it? Autometa turns your ideas into production-ready software. Check out https://autometa.dev/yt to see what we can build for you. Article link: https://claude.dev/blog/solving-code-review-at-anthropic/ AI agents write a lot of code, call the task done, and miss things you asked for. Anthropic's Claude Code team shared how they check their agents' work: more than twice as many changes, and the share they had to undo dropped by over 40%. We turned it into a workflow you can follow. The workflow - Make Claude prove it's done: the write-evals skill turns each feature into evals and a design mockup, and hooks block building until you've reviewed them. - A separate reviewer: the full review agent is Team and Enterprise only. The free Claude Code option is the built-in code review command. - How to set up Claude Code to follow your review rules: put them in REVIEW.md and link it from CLAUDE.md. - AI automation with a review loop: builder, verifier and reviewer agents run in rounds until every eval passes. - Fix it at the source: repeat mistakes become one-line rules in REVIEW.md. - Match the check to the risk: rate each feature low, medium or high before you build it. - Stop the loop from running forever: our loop stops after five rounds, or early when fixes stop working. - When something still gets through: a first-time-user agent tests the live app, and a fix-a-bug skill finds and fixes the cause. - Safe Claude Code editing with Git: a branch for each feature, so a bad change rolls back. Who this is for - Vibe coding without reading the code? This is how to use Claude Code so Claude AI checks its work before your users do. - A next step after any Claude Code for beginners tutorial, built for your own Claude Code projects. - Not a Claude Code full course, one complete Claude Code setup. - Codex vs Claude Code? The ideas carry over to any AI agent, Codex or ChatGPT included. The skills we built are for Claude Code. - The Claude Code skills from this video are in AI Labs Pro. 0:00 Intro 0:45 Why Review Matters 2:41 Evals Skill 5:42 Separate Reviewer 6:27 Review.md 7:21 Review Loop 8:54 Sponsor 9:55 Learned Rules 10:41 Risk Levels 11:42 Stopping the Loop 13:19 First-Time User Test 14:49 Fix a Bug Skill Hashtags: #ai #Claude #ClaudeCode #ChatGPT #Codex #ClaudeAI #aiAutomation #vibeCoding

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