AI code review in CI when tests pass but design fails
My coding agent can write a feature, add tests, and hand me a green build. It can also put the right behavior in the wrong place. The application wo…
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Growing Pains with Five Repositories: Gitlinks and Dual CI
Usually, infrastructure stories start with the words: "Our project got too big, and we decided to split it into parts." But with us, everything was…
Breaking the CI Bottleneck: Architecting Pipelines for the AI Code Era
Originally published on tamiz.pro . The introduction of Large Language Model (LLM)-assisted coding tools has fundamentally altered the velocity of s…
WEEKEND HOMEWORK — Restaurant Company CI
Goal: Practice Trivy, understand vulnerabilities and dependency trees, and create a GitHub Actions pipeline with 3 independent parallel jobs: Lint,…
Four Identical Red Runs: One Was Our Watchdog Working, Three Were Its Corpse
A cron in one of our repositories stopped firing on 21 June and nobody noticed for ten weeks. Its only job was to rebuild this site each morning so…
The Env Catalog Is a Repository Artifact
59 variables, generated not written - and drift fails the build. 👋 I'm Anton - a software engineer working mostly in PHP/Symfony and Go, currently c…
Software Quality Metrics: A Practice Guide for Release Decisions
Software quality metrics only matter when they help a team make a better decision. A startup deciding whether to ship a checkout change needs differ…
I looked at the GitHub Actions bill and built a CI + security base at home
In late June 2026, my org's GitHub Actions stopped at the billing cap. Every PR (pull request) CI (continuous integration; a system that runs tests…
The Green Test That Lied
Episode 09's visual-prompt file passed every automated check I had. Green across the board. And I was looking straight at it, so I knew the file was…
End-to-End Setup Guide: Integrating Playwright + Cucumber with Harness CI
Integrating end-to-end (E2E) automation suites into enterprise CI/CD pipelines requires robust reporting, dynamic execution controls, and seamless a…
Your Browser Test Failed. The Browser Test Might Be Innocent.
One of the most expensive habits in automated testing is assuming every red test means something is wrong with the test. The test failed. So someone…
TRUE Coverage: How We Achieved 90% Faster CI by Measuring What Tests Actually Do
TL;DR: Use per-test coverage data to build a reverse map (file → tests that touch it). Git diff + map lookup = run only relevant tests. 43min → 4min…
Running Claude in CI: A GitHub Actions + Claude Code SDK Auto-PR-Reviewer That Costs $0.03 per Review
⚠️ この記事はアフィリエイト広告（プロモーション）を含みます。リンク先で発生した収益の一部が運営者に支払われますが、読者の購入価格には一切影響ありません。 By the end of this article you will have a GitHub Actions workflow th…
Are you really doing CI/CD?
No. There's no such thing as 'CI/CD'. CI and CD are two distinct things, and you're probably not doing them either. This is Part 1: how to actually…
Fifteen lines of Proxy to keep an SDK from breaking my CI
The Friday Vercel refused my merge Friday April 10th, late afternoon. I merge to main a Stripe integration that opens a payment webhook endpoint. Ve…