Reviewer Pattern — Problem
Pattern: Reviewer
Component: problem.md
Version: 1.2 | Updated: 2026-07-29
Statement
AI-touched changes merge on “tests green” or vibe checks, shipping AuthZ holes, invented path:line findings, or rubber-stamp approvals that no human can defend.
Measurable symptoms
| Symptom | How you detect it |
|---|---|
| Green CI, bad AuthZ | Critical access-control defects found after merge |
| Unverifiable findings | Comments cite files/lines that do not exist |
| AI as merge boss | Bot approve without a named human owner |
| Severity theater | Everything is Medium; nothing blocks |
Root cause
Review without a severity model and evidence bar collapses to either noise or false confidence. Models invent plausible citations unless forced to open the diff.
What breaks when this pattern is skipped
- Security incidents trace to unreviewed AI diffs
- Review threads argue tone instead of path:line evidence
- Release trains slow because every finding is renegotiated
Non-goals of this pattern
- Not a replacement for human merge authority
- Not a full pentest
- Not required for pure markdown typos with no behavior change
Related
Changelog
- 1.2 (2026-07-29): Reviewer problem page expanded with skip-impact and operator symptoms.
Version: AIES v1.0.0✏️ Edit this page on GitHub