CODE REVIEW

Steve Yegge's response to AI-generated pull requests suggests a better maintainer workflow: automate triage, repair good ideas, and keep human taste at the boundary.

GitHub's stacked pull requests went into public preview on July 30. Stacks turn one large change into an ordered chain of small, reviewable PRs with one-click merge, plus a gh-stack skill for coding agents.

A calibrated study on real ConflictBench Java conflicts finds LLM agents match the developer's own resolution on 55-59% of true conflicts versus 36.7% for the best structured tool. The edge is coverage, not accuracy: the tools abstain on 20-90% of conflicts, the LLM on none.

A systematic audit of SWE-bench Verified finds 68 of 500 instances (13.6%) pair a pull request with an issue it does not actually resolve, penalizing agents that correctly solve the stated problem. PAIChecker, a three-phase multi-agent checker, flags them with up to 92.12% binary accuracy.

AI-assisted development generates PRs faster than humans can review them. Here are the tools that help - CodeRabbit, DeepSource, Greptile, and others compared on pricing, platform support, and security capabilities.

Fable 5 posts an 80.3% SWE-Bench Pro score and costs 2x Opus 4.8 - here is the task-profile scoring guide that tells you when the premium pays off.

The rsync Claude debate shows why teams need reproducible defect forensics before AI attribution becomes a public blame machine.

AI coding agents become safer when permissions, logs, and rollback are designed as one system. Here is the operating loop I would put around any agent that can edit code, run tools, or open pull requests.

Coding agents make code faster than teams can review it. The next advantage is not bigger prompts. It is review systems that force reproduction, small diffs, tests, and receipts.

A new study from nrehiew quantifies a problem every Claude Code, Cursor, and Codex user has felt: models making huge diffs for tiny fixes. Here is why it happens, why tests do not catch it, and what to do about it.