Audit & operations

Record decisions and execution outcomes without raw secrets, then turn synthetic failures into repeatable release checks.

Design a request budget that accounts for parallel calls, bounded output, retries, and unknown usage before the next model request is dispatched.

An unrun, repeatable experiment design with six synthetic fixtures, an independent answer key, and clearly hypothetical cost-per-success arithmetic.

A buyer evidence checklist that turns broad gateway claims into a bounded workflow, observable dispatch checks, and explicit pilot acceptance criteria.

Classify model failures, preserve policy before fallback, and tell users whether work is queued, incomplete, or stopped without inventing success.