Execute approved image, video, and audio generation requests through explicit provider capability profiles, while preserving idempotency, job state, cost records, media lineage, retries, and failure diagnostics. Use when a film-production workflow has a validated generation package that must be submitted, resumed, canceled, or reconciled with provider results.