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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…

codereviewarchitectureagentscode
Dev.to Jun 16, 2026, 15:36 UTC
EN

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…

githubgithubcopilotcodereviewproductivity
Dev.to Jun 12, 2026, 13:06 UTC
EN

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…

claudegithubactionspythoncodereview
Dev.to Jun 7, 2026, 00:07 UTC
EN

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…

aillmcodereviewwebdev
Dev.to Jun 6, 2026, 01:20 UTC
EN

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 …

aicodereviewdevopsproductivity
Dev.to May 26, 2026, 14:35 UTC
EN

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…

aicodecodereviewcomprehensiondebtdevculture
Dev.to May 12, 2026, 14:30 UTC
EN

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…

aiclaudecodereviewproductivity
Dev.to May 12, 2026, 00:38 UTC
EN

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…

aicodereviewdevopsclaudecode
Dev.to May 10, 2026, 13:36 UTC
EN

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…

codereviewsoftwareengineeringteamworkaidevos
Dev.to May 6, 2026, 12:32 UTC

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