Multi-Agent Content Factory

• Dedicated lane structure (research -> draft -> design -> QA).
• Single source of truth for briefs and acceptance criteria.
• Daily throughput board with pass/block reasons.
• Preview-first publish loop for content quality control.

Implementation Steps

1. Define one weekly content backlog with explicit intent tags.
2. Assign one subagent per lane and enforce fixed output format.
3. Add a QA gate that blocks publish until schema and links pass.
4. Track completion rate and failed reasons each day to improve flow.

• Avoid direct production publish from first-run outputs.
• Ban plaintext secret handling in generation lanes.
• Limit each lane scope to one artifact type to prevent drift.

Related skills: codex-orchestration, deploy-agent, skill-vetting

Execution Metrics to Track

A blueprint only creates value when it improves measurable outcomes. For early rollout, track three simple metrics: cycle time, failed handoff count, and first-pass quality. These metrics show whether the workflow is truly stabilizing output or only adding process overhead.

• Cycle time: from intake to accepted output.
• Failure rate: number of blocked handoffs per cycle.
• Rework ratio: how often items return to earlier lanes.
• Acceptance confidence: owner sign-off quality and rollback readiness.

Week-One Validation Checklist

1. Lock one owner for each lane and one owner for final closeout.
2. Run preview-only with fixed acceptance criteria and evidence paths.
3. Record blockers with exact root cause tags, not generic notes.
4. Compare metrics against baseline and keep only changes that improve signal.
5. Write one short postmortem before any production promotion decision.

This checklist keeps rollout disciplined and prevents the most common issue: scaling a workflow before it is reliable.

Failure Recovery Pattern

Even strong blueprints fail when recovery paths are undefined. Define a recovery contract before expansion: rollback trigger, owner, evidence location, and next-attempt criteria. This keeps incidents short and prevents repeated unstable retries.

• Stop after bounded retry attempts and escalate with evidence.
• Rollback to last known-good flow before new experiments.
• Capture one root cause and one preventive action per incident.

Worked weekly rollout sequence

Run this blueprint in one controlled weekly cycle before expanding. On day one, lock intake format and owner mapping. On day two and three, execute preview runs with fixed acceptance rules and capture evidence in a shared path. On day four, classify blockers and patch the most frequent root causes. On day five, rerun the same workload and compare to baseline.

Promotion should happen only if quality and predictability both improve. If results are mixed, keep scope narrow and tune handoff contracts instead of adding more lanes. This reduces instability and protects operator confidence.

• Keep one escalation path for unresolved blockers.
• Attach evidence links to every go/no-go decision.
• Retain a tested rollback path before expansion.

Related Internal Pages