Guides 7 min
AI code review that follows your coding rules: how to test it
A reviewer that loads your rules file is not a reviewer that enforces it. Two instruction-following studies give you three tests that tell the two apart.
Topic · 5 articles
Evaluation
Guides 7 min
Martian's Code Review Bench: the "#1" claim rots in months
Two vendors posted "#1 on Martian's Code Review Bench." Both still improved their scores. Both lost first place. How to read the live leaderboard without getting burned.
Guides 6 min
Self-Hosted AI Code Review Tools: What to Verify Before You Deploy
Self-hosting an AI code reviewer moves the data, not the risk. Here is what to verify in the harness before you point it at a real repo, with the receipts.
Comparisons 3 min
AI code review across many repos: what to actually compare
Eval-grounded guide to comparing AI code review tools for large multi-repo teams, on context-fetching, verification, and permission boundary.
Guides 13 min
How to Evaluate AI Code Review Tools (2026): A Playbook
A practical playbook for how to evaluate AI code review tools: a 9-standard scoring rubric, red flags, a 2-week trial protocol, and vendor questions.