speed-run
claudeToken-efficient code generation pipeline - parallel implementation with hosted LLM (Cerebras) for ~60% token savings. Includes MCP server.
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102
claude
simmer
Iterative artifact refinement with investigation-first judge board - constructs problem-specific judges that read the code, understand the problem, and propose evidence-based improvements
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Plugin simmer from marketplace 2389-research in 2389-research/claude-plugins. Commands read from the repo's manifest — yesterday.
What it installs
Skills (6)
simmer-generatorDo not invoke directly — dispatched as a subagent by the simmer orchestrator. Produces an improved artifact version by executing the judge's ASI (highest-leverage direction), targeting single-file edits or coordinated multi-file workspace changes.
simmer-judge-boardDo not invoke directly — dispatched by the simmer orchestrator when JUDGE_MODE is board. Runs a panel of perspective-diverse judges to produce consensus scores and a single ASI; drop-in replacement for simmer-judge used for complex or plateaued artifacts.
simmer-judgeNot invoked from user context — dispatched by the simmer orchestrator and simmer-judge-board panelists. Scores a candidate artifact against user-defined criteria on a 1-10 scale and produces an ASI (highest-leverage direction) for the next generator round.
simmer-reflectDo not invoke directly — called by the simmer orchestrator after each judge round. Records iteration scores in the trajectory table, tracks the best candidate across regressions, and passes the ASI forward to the next generator.
simmer-setupDo not invoke directly — called by the simmer orchestrator. Inspects the artifact or workspace, infers evaluation contracts and search space, proposes an assessment for user confirmation, and emits the setup brief that drives the entire refinement loop.
simmerRefines any artifact through scored iterations using an investigation-first judge board. Use when the user says "simmer this", "refine this", "hone this", or wants to improve a document, prompt, email, design, spec, or pipeline through multiple rounds of criteria-driven feedback.
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