CI/CD

If your CI keeps failing and engineers keep babysitting logs, you’re paying an invisible velocity tax. A production-grade AI self-healing pipeline is not “let the agent edit anything”. It’s a controlled loop: attribution, patching, approval, rollback. This post gives you a deployable baseline: Claude Code proposes a minimal fix patch, GitHub Actions enforces risk gates and regression checks, and humans only approve at high-impact checkpoints. ...

When CI keeps failing, the real risk is not “slow fixes” — it is “fast bad fixes.” This guide gives you a practical GitHub Actions + AI Agent auto-fix pipeline with failure tiering, strict edit boundaries, and merge-time gates. ...

Your local hugo build works, but GitHub Actions fails randomly. Classic. The root cause is usually not the workflow syntax. It is environment drift, missing permissions, and unstable dependencies. ...