Devloop, a local code/review loop for Codex and Claude Code
Adversarial Codex/Claude setup prevents agents from favoring their own outputs.
Claude Code skill for adversarial code review - spawns a GPT‑5.6 Sol reviewer in a herdr split pane to attack your diff, then interrogates its findings before relaying verdicts.
Spawns a sandboxed GPT-5.6 agent in a split pane to attack your diffs.
Senior engineers using Claude Code for reviews
CodiumAI · CodeRabbit · GitLab Duo
Adversarial Codex/Claude setup prevents agents from favoring their own outputs.
Same arena as before, just swapping models; still cool but less novel.
Adversarial verification catches bugs self-written tests miss — genuine architectural novelty.
Multi-wave code review with 20+ specialists reading each other's findings before final analysis.
Useful Claude Code skills wrapper but five minutes per paper claim is marketing hyperbole.
Adversarial reviewers try to break builds before self-written tests rubber-stamp them.