Frontend Review Description Optimization
Winner: Current
- current tokens:
50
- winner tokens:
50
- baseline tokens:
52
Winner
Review frontend code for accessibility, UI security, missing states, and UX regressions. Use when asked to review React components, run a pre-merge frontend review, or check a11y and unsafe rendering.
Candidate Ranking
| Candidate |
Tokens |
Dev FP |
Dev FN |
Dev Near |
Holdout FP |
Holdout FN |
Current |
50 |
0 |
3 |
1.0 |
0 |
0 |
Guardrail |
62 |
0 |
3 |
1.0 |
0 |
0 |
Balanced |
64 |
0 |
3 |
1.0 |
0 |
0 |
Artifact Aware |
84 |
0 |
3 |
1.0 |
0 |
0 |
Boundary |
90 |
0 |
3 |
1.0 |
0 |
0 |
Acceptance Gates
| Gate |
Winner FP |
Winner FN |
Current FP |
Current FN |
Baseline FP |
Baseline FN |
| Holdout |
0 |
0 |
0 |
0 |
0 |
0 |
| Blind Holdout |
0 |
0 |
0 |
0 |
0 |
0 |
| Judge Blind Holdout |
0 |
0 |
0 |
0 |
0 |
0 |
| Adversarial Holdout |
0 |
0 |
0 |
0 |
0 |
0 |
Calibration
| Gate |
Winner Gap |
Winner Risk |
Winner Boundary Rate |
Current Gap |
Baseline Gap |
| Holdout |
0.285 |
tight |
0.167 |
0.285 |
0.278 |
| Blind Holdout |
0.088 |
tight |
0.333 |
0.088 |
0.082 |
| Adversarial Holdout |
0.509 |
healthy |
0.0 |
0.509 |
0.519 |
Judge Blind Summary
| Gate |
Winner Agreement |
Winner Mean Confidence |
Current Agreement |
Baseline Agreement |
| Judge Blind Holdout |
1.0 |
0.703 |
1.0 |
1.0 |
Family Health
| Gate |
Winner Clean Families |
Winner Weakest Family |
Current Clean Families |
Baseline Clean Families |
| Holdout |
6/6 |
security_and_a11y (0 errors) |
6/6 |
6/6 |
| Blind Holdout |
6/6 |
blind_premerge (0 errors) |
6/6 |
6/6 |
| Judge Blind Holdout |
6/6 |
blind_premerge (0 errors) |
6/6 |
6/6 |
| Adversarial Holdout |
6/6 |
adversarial_quality_gate_review (0 errors) |
6/6 |
6/6 |
Selection Logic
Ordered by:
- fewest false positives
- fewest false negatives
- highest near-neighbor pass rate
- highest negative pass rate
- highest precision
- highest recall
- shortest description
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