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I Replaced My Entire CI Pipeline with an AI Agent — Here's What Happened
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I Replaced My Entire CI Pipeline with an AI Agent — Here's What Happened

via Dev.to DevOpsMike L. Munich (International

Six weeks ago I let Claude Code loose on our CI pipeline. Not "generate a config file" — I mean full autonomous mode: analyze failures, fix code, re-run tests, open PRs. The Setup Our stack is a Next.js monorepo with 340+ tests, deployed via GitHub Actions. Average CI time was 14 minutes, and about 30% of runs failed on flaky tests or config drift. I gave the agent access to our repo, CI logs, and a set of rules: If a test fails, read the error, check recent changes, attempt a fix If the fix passes locally, open a PR with the diff If it can't fix it in 3 attempts, alert the team What Actually Worked The agent fixed 67% of CI failures autonomously in the first week. Most were: Import path changes after refactors Missing env vars in test configs Flaky timeout values (it bumped them with a comment explaining why) The PRs were clean. Better than some of my junior devs' PRs, honestly. What Didn't Work It couldn't handle: Failures caused by external API changes (no context about third-party

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