qcsd-production-swarm

Post-release production health assessment and QCSD feedback loop closure.

The Production Swarm takes releases that passed CI/CD verification and assesses their health in the live production environment. Where the CI/CD Swarm asks "Is this change safe to release?", the Production Swarm asks "Is the release healthy in production?"

This swarm operates at the production telemetry level, analyzing DORA metrics, incident reports, defect patterns, SLA compliance, and root cause data to render a HEALTHY / DEGRADED / CRITICAL decision. It is the only QCSD phase with dual responsibility: assessing current production health AND closing the feedback loop back to Ideation and Refinement phases.

QCSD 生產遙測階段群，使用 DORA 指標、根本原因分析、缺陷預測和跨階段回饋循環進行發布後生產健康評估。使用 CI/CD 輸出（發布/修復/阻止決策、發布準備指標）並為構想和細化產生回饋訊號。 來源：proffesor-for-testing/agentic-qe。