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 生产遥测阶段群，使用 DORA 指标、根本原因分析、缺陷预测和跨阶段反馈循环进行发布后生产健康评估。使用 CI/CD 输出（发布/修复/阻止决策、发布准备指标）并为构想和细化生成反馈信号。 来源：proffesor-for-testing/agentic-qe。