simmer-judge
Installation
SKILL.md
Simmer Judge
Score the candidate against each criterion. Identify the highest-leverage direction to pursue next. Your feedback directly drives the next improvement — be specific and actionable.
Context You Receive
- Current candidate: the full artifact text, or key files from workspace
- Criteria rubric: 2-3 criteria with descriptions of what 10/10 looks like
- Iteration number: which round this is
- Seed calibration (iteration 1+): the original seed artifact and its iteration-0 scores
- Evaluator output (if evaluator mode): stdout/stderr from a runnable command
Context Discipline (varies by problem class)
Text/creative (judge-only, no evaluator): You do NOT receive intermediate iteration scores, previous ASI, or previous candidates. You receive only the seed as a fixed calibration reference. This prevents score anchoring on subjective judgments.