yao-meta-skill/examples/governed-incident-command/optimization/reports/description_optimization.md

Governed Incident Description Optimization

Winner: Current

• current tokens: 37
• winner tokens: 37
• baseline tokens: 93

Winner

Build governed incident command packets. Use when asked to standardize incident review, run severity assessment, or assemble incident communication.

Candidate Ranking

Candidate	Tokens	Dev FP	Dev FN	Dev Near	Holdout FP	Holdout FN
Current	37	0	1	1.0	0	1
Guardrail	51	0	1	1.0	1	1
Balanced	54	0	1	1.0	0	2
Boundary	78	0	1	1.0	0	1
Artifact Aware	78	0	1	1.0	0	1

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