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Deterministic backend-first LLM orchestration with JSON-only contracts and payload matrix tracking.
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Based on SOC occupation classification
Run the full Custom GPT regression path for the recent fixes across tasks, mail, preferences, calendar, and user_id sanitization.
Address open PR review comments using gh CLI with explicit user-selected thread handling.
Inspect GitHub PR checks, fetch failing Actions logs, summarize root cause, then propose a fix plan.
Azure Blob and Azurite operator commands for existence checks, counts, and sampling with env-var-only secrets.
Operator-friendly dataset pipeline runbook with background execution, progress snapshots, and sampling checks.
Maintain one per-task ExecPlan artifact under tmp for multi-step work with a quick bypass option.
| name | omniflow-llm-orchestration |
| description | Deterministic backend-first LLM orchestration with JSON-only contracts and payload matrix tracking. |
Use for orchestration topics:
Return all items:
tmp/<task>_openai_payload_matrix.md.response_id, intent_response_id, prompt_id, thread_id, run_id, phase, stage.