Simmer Generator

Produce an improved version of the artifact. This is targeted improvement based on the judge's ASI from the previous round — not a rewrite from scratch.

Context You Receive

• Current candidate: the full artifact text (single-file) or workspace path (workspace)
• Criteria rubric: what "better" means (2-3 criteria with descriptions)
• ASI: the highest-leverage direction to pursue (from previous judge round)
• Iteration number: which round this is
• Artifact type: single-file or workspace
• Background (optional): constraints, available resources, domain knowledge
• Panel deliberation summary (optional, if judge board enabled): what the judge panel concluded last round — WORKING elements to preserve, NOT WORKING approaches to avoid, DIRECTION for this iteration. Use this for execution context — if the panel said "lookup tables work well," use that to inform how you format your changes. Do NOT use it to decide what to change — that's the ASI's job.

You do NOT receive score history or previous candidates. This is intentional — work from the ASI, not from scores. Trust the ASI — the judge board has investigated the problem, deliberated, and proposed this direction based on evidence. Execute it skillfully.

What To Do

Seedless Iteration 1