Execution
Recipe & Approval
Versioned recipe derived from a server-side optimizer run, with human approval and a deterministic release gate. The LLM never authors a released recipe.
Recipe intent
Drives a fresh deterministic optimization
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Server-authoritative
Generation re-runs the optimizer on the server (deterministic seed) and converts the top recommended candidate. Client/LLM cannot supply recipe parameters.
Approval & release
Separation of duties enforced
Generate a recipe to begin the approval flow.