Copilot Chat Goes GA in PRs — But Multi-Repo Visibility Is Still Missing
GitHub moved Copilot Chat's richer pull request experience to general availability this week — side-by-side chat with diffs, inline editing, and conte…
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The AI-generated C# that passes review and breaks in production
TL;DR — AI assistants are producing C# that looks correct and passes review, but reintroduces production regressions we spent years training out of te…
Hire a Code Watchdog: Building a Claude Code Auto-Review Bot as a Quality Gate for Solo Projects (with Real Ops Logs)
When you ship alone, nobody catches your 2 AM mistakes. This article gives you a working Claude-powered review bot that runs on every pull request via…
LLM Smells: The Tells in AI Writing, and the Costlier Ones in AI Code
there is a piece by shrijal shrestha called "various llm smells" that put words to something i think a lot of us have been feeling but not naming. the…
What I learned building a tiny PR-review bot in 10 days
For the past ten days I've been building a GitHub bot that reviews pull requests against a team's own written conventions. Not a generic "linter with …
Human-on-the-Loop: AI Reviewing AI PRs at cortex (769 PRs/month, while raising the quality bar)
Hi, I'm Ryan , CTO at airCloset. Disclaimer : "cortex" in this article is the internal codename for an AI platform built in-house at airCloset. It is …
AI Code Review in 2026: How the Tools Actually Differ (A Builder's Field Guide)
If you searched "AI code review" six months ago, the landscape looked roughly like CodeRabbit, a handful of GitHub-bot startups, and your IDE's built-…
GraphQL Authorization Bypass: A Real CVE Code Review
Real-World GraphQL Authorization Bypass CVE Example Code Review A tenant isolation bug in a GraphQL API differs from a REST IDOR in one uncomfortable …
Agentic code review in production: orchestration, evaluation, and the cost of being wrong
What "agentic" actually buys you over a linter, why single-model approaches stall, and why false positives — not raw model capability — determine whet…
How I Use Claude for Code Review — Catching Bugs Before They Reach Production
Last month, our team's bug escape rate dropped from 23% to under 3% . We didn't hire more QA engineers. We didn't write more tests. We started using C…
I Tried 3 Layers of AI Code Review So Your Diff Doesn't Have To
I shipped 3 bugs after 'looks good to me' AI code review last quarter I had one of those quarters where every PR went through an AI reviewer, every PR…