CI/CD on Mengboy Tech Notes

Claude Code + GitHub Actions CI Self-Healing Pipeline: Error Attribution, Minimal Patches, and Human Approval Gates

Mon, 06 Apr 2026 01:17:34 +0000

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.

GitHub Actions + AI Agent Auto-Fix Pipeline: Failure Tiers, Regression Gates, and Security Guardrails

Fri, 27 Feb 2026 01:18:38 +0000

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.

Hugo Auto Deploy with GitHub Actions: Safe Config and Troubleshooting

Mon, 16 Feb 2026 11:59:00 +0800

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.