Gating Cloudflare Worker Deployments With CI
Automated build systems often deploy code immediately on merge without waiting for external quality gates to finish. Quick solution: Configure GitHu…
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PR-Agent on Azure DevOps: pipelines, Branch Policies, and webhooks
Azure Repos Git does not run a pipeline on a pull request because of a pr: block in YAML. PR validation is implemented through branch policies, so a…
SonarQube: 92,810 title matches on the platform that holds your source code and your pipeline tokens
SonarQube: 92,810 title matches on the platform that holds your source code and your pipeline tokens A code-quality platform is an unusual security…
How AI Can Lead to a Decline in Code Quality—and How to Fix It
A practical look at review capacity, hidden edge cases, and habits that help teams maintain quality. The principles in this post apply across progra…
25 of 26 rules in a 755-line AGENTS.md changed nothing
I keep seeing teams treat their AGENTS.md like a config file: write the rules once, assume the agent obeys. So I went looking for anyone who actuall…
I Built a Code Review Agent That Remembers What It Found
I wanted CodeMind to work differently: remember useful lessons from previous reviews and use them when reviewing code again. That idea became CodeMi…
KVCODERS: The subtle bug in comparing Python output as text
KVCoders has an "Output Practice" mode where students see a Python (or SQL) snippet and have to predict its exact printed output — a real, common CB…
My code checker was wrong. How I turned its false positives into tests
Disclosure: I'm the author of rebar , the open-source checker this post is about. It is alpha. rebar fails a CI job when a repository breaks a rule.…
Production repository conventions for AI coding agents: a working contract
Production repository conventions for AI coding agents are a working contract between the codebase and the person or agent changing it. They answer…
A Minimal-Context Take-Home Test for AI Code Reviewers: When More History Hurts
Recent discussions about AI assistants that trust every archived comment raise a practical question for engineering teams: does an AI code reviewer…
An AI's “Done” Can't Be Trusted — Quality Gates That Stop False Completion With Evidence
On June 29, 2026, a mobile app reported that "the first wave of parity with the PC version is complete, 162 tests green." When we actually touched i…
Cleaning Up Feature Flags: The Art of Not Leaving a Mess
You said you'd remove that flag after launch. You lied. It's been six months and the flag is still in appsettings.json , the if statement is still i…
AI vs CI: Nobody Told the Pipeline
CI is so commonplace these days, we don’t often think about why it’s there. And that reasoning really matters these days, because of how we use it.…
Three checks in our codebase that could not fail
Last night I found three checks in our own codebase that could not fail. Not checks that were failing to catch things. Checks that were structurally…
Quality Isn't Accidental — Maker/Checker Separation and Automated Validation
The Core Argument : AI agent reliability isn't achieved by "making the agent smarter" — it's achieved by the simple engineering principle of separat…
The checklist item that made 90 files permanently unfinished
I have a pipeline that generates document scaffolds — skeletons with blanks for a human to fill in. Every generated file looks roughly like this: &l…
Code Review Habits That Actually Stick
Why Code Reviews Matter Code reviews are one of the most effective ways to catch bugs, share knowledge, and improve code quality. But without good h…
GitHub Code Quality goes GA, and the billing meter turns on with it
You know that "GA" line in a changelog that you skim past, until a month later Finance emails asking why the invoice grew? This one shipped with the…
A Good AI Code Reviewer Knows When to Stay Quiet
A developer added an AI reviewer to a small Node and React project expecting an easy win. At first, the comments looked useful. Then the reviewer st…
Your AI agent's diff looks fine. That's the problem.
Give an agent a simple task: Add an optional loyalty discount to retail pricing. Enterprise pricing and the public API must stay unchanged. Twenty m…
6 checks before merging AI-agent generated code
AI coding agents are useful because they can make large changes quickly. That is also the reason I do not want to merge their patches just because t…
Code Quality findings now have a REST API a pipeline can actually call
The first time we needed yesterday's CodeQL findings for a tracking ticket, I clicked through the Code Quality UI for about ten minutes, copied a ru…
When Your Codebase Starts Slowing You Down...
Every developer knows the feeling. You open a ticket that looks simple. A small change. Maybe one endpoint, one validation rule, one extra field. Th…
When Code Takes a Break: What Engineers Think About on Silent Days
📌 Overview Today was a "silent day" — no Claude Code sessions, no commits, no code changes. Yet technical work isn't just about writing code. This d…
"It Works" Has Never Been Good Enough
It all started when the Senior Architect dropped by the daily standup. The team lead had the backlog up on the big screen and there was a story abou…
The Role of QA in the New AI SDLC
QA’s role in the new AI SDLC is no longer just “test the finished application.” It is becoming quality engineering across the entire lifecycle : Req…
Securing AI Generated Code: You Ship It, You Own It
A developer merges a pull request on Friday afternoon. Monday morning, a security review flags a SQL injection flaw in a new endpoint. When you ask…
The Java reordering tool I wanted for years, so I finally built it
For years, I wanted one simple thing in Java projects: a reliable way to keep class members ordered and formatted consistently. Fields, constructors…
⚖️ Case File 4.1: The Efficiency Extortion
The Performance Syndicate Performance isn't about how fast your code runs; it’s about how little work it actually has to do. In nearly two decades o…
Lessons from three months of vibe coding (and a complexity score of 53)
TL;DR — I spent three months vibe-coding a side project with an AI agent. It felt fast and productive until I opened a file and saw 3000 lines, func…