OmniFlowBeta

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.

Append a strict 3-line endcap with target, done-now, and next actions.

Provide operator-friendly, non-blocking run commands with monitoring and success signal.

Strict progress table with verified numbers only and source attribution per row.

Micro-teaching block with short explanation, example, and one practical gotcha.

Detect stall/blockers and force a short split-or-escalate decision.

Focused testing and verification with smallest relevant scope and clear success signals.