A PR review agent with 2 comments beats one with 20
A good review agent needs a bias toward silence, a validation pass against its own findings, a context budget, and a definition of "correct" that come…
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Как я автоматизировал превращение вайбкодерского PoC в production-ready MVP
Как я автоматизировал превращение вайбкодерского PoC в production-ready MVP За несколько часов с помощью AI можно собрать работающий PoC: интерфейс от…
"My AI engineer has a second AI that tells it NO. Three times, it was right."
Yesterday afternoon I was about to ship a change to a production pipeline. The code was written, tested, deployed to the runtime directory. The nightl…
My Checklist for Reviewing AI-Generated Code
The agent handed me a function that fetched a Stripe customer, read customer.tax_ids.data[0].value , and used it as the VAT number for an invoice. Cle…
In an AI Builder + AI Reviewer World, What Should Developers Actually Review?
TL;DR If you frame yourself as the manager with final accountability, it becomes clearer where human review is necessary in an AI-driven workflow. You…
AI Code Generation Has a Social Media Problem
The morning I announced what I'd been building, a comment showed up on the post. It was friendly. It opened with a compliment, agreed with me, and the…
AI Code Review That Engineers Actually Trust: The Pipeline We Run on Every Pull Request
Bolting an LLM onto your pull requests is a weekend project. Building AI code review that your engineers don't disable within two weeks is the actual …
Every Requirement Gets a Verdict. I Had Been Reviewing Without One.
You merge the PR. The build passes. The code does what you expected it to do. You move on. That is review for most engineers. A final read. A feeling …
The YC president open-sourced the stack he builds with. What it says about taste
Originally published on productize.life . Quick answer: gstack is an open-source (MIT) skill set that Garry Tan, president of Y Combinator, builds wit…
"When AI reviews AI's code, you've built an infinite loop. Here's how we stopped it."
While building an AI code review product (Orange Codens), there was one design problem that dominated everything else: when the reviewer is AI and the…
The PR Review Canvas – a free interactive checklist for better code reviews
Code review is one of the most valuable activities in software development — but also one of the most inconsistent. I've seen teams where every review…
Open the PR your reviewer has not met yet
I got a PR to review recently. Large diff, AI-assisted, touching a module three other features depended on. The description was one sentence. It named…
Working With AI: What Actually Works For Me
I think a lot of people still imagine AI coding as opening ChatGPT, asking for code, and copy-pasting the result. That's not really how I work anymore…
Stop Merging Blind: How I Use @code-reviewer Before Every PR
Think about the last time you merged a PR without a proper review. Maybe tests passed. Maybe it looked fine at a glance. Maybe you were moving fast an…
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…
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 …
We Stopped Reading Each Other's Code
Last month I approved a 847-line pull request after spending maybe twenty minutes on it. Tests were green. Linter was clean. Coverage sat at ninety-on…
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…
Code Review Is Broken for AI-Generated Code — The Case for Pre-Implementation Governance
Your team's code review process was designed for a world where a developer wrote every line. In that world, a PR with 200 lines meant 200 lines of hum…