Effective prompt inventory
Treat system text, tool descriptions, schemas, and examples as one document. Audit contradictions and dead instructions before rewriting.
Premium skill
Rewrites the prompts your agent actually runs on: a repo-wide audit of contradictions and token waste, prompts as versioned code, and before and after evals proving every change.
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Treat system text, tool descriptions, schemas, and examples as one document. Audit contradictions and dead instructions before rewriting.
Extract scattered strings into owned modules with typed parameters, then prove equivalence before craft rewrites.
Establish a golden baseline first. Keep only prompt slices that improve the gate; revert the rest.
Mark retrieval, tool results, and uploads as data, never instructions, with a trust boundary the model can follow.
Measured prompts, not vibed prompts: inventory, audit, rewrite, and prove every change.
An agent that ignored half its instructions after years of prompt accretion.
A 4,000-token monolith pulled into reviewable prompt modules with no behavior change.
Wrong-tool calls fixed by clearer descriptions, not a silent API redesign.
Few-shot examples chosen from real traces and cut when they did not earn their tokens.
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Lifecycle skills and UI craft skills