Shallow reviewFalse confidence
Failure case: confident review that missed the runtime-changing risk
A review can sound sharp, cover style issues, and still miss the one behavior-changing problem that actually matters.
April 3, 2026Codex / Claude Code
Lesson
Review quality should be judged by meaningful risk discovery, not by polished volume.
Pattern
The agent produces a review that looks professional on first read, but the strongest comment is missing: the change that would alter runtime behavior or break a real workflow.
Why it matters
This is one of the clearest examples of why style and confidence are weak proxies for engineering usefulness. A publication that wants credibility has to preserve misses like this and explain them clearly.