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.
Safe Git and GitHub operator commands for inspect-stage-commit-push workflow.
Deterministic backend-first LLM orchestration with JSON-only contracts and payload matrix tracking.