QCSD Production Telemetry phase swarm for post-release production health assessment using DORA metrics, root cause analysis, defect prediction, and cross-phase feedback loops. Consumes CI/CD outputs (RELEASE/REMEDIATE/BLOCK decisions, release readiness metrics) and produces feedback signals to Ideation and Refinement.
Quickly install qcsd-production-swarm AI skill to your development environment via command line
Source: proffesor-for-testing/agentic-qe.
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 Production Telemetry phase swarm for post-release production health assessment using DORA metrics, root cause analysis, defect prediction, and cross-phase feedback loops. Consumes CI/CD outputs (RELEASE/REMEDIATE/BLOCK decisions, release readiness metrics) and produces feedback signals to Ideation and Refinement. Source: proffesor-for-testing/agentic-qe.
Stable fields and commands for AI/search citations.
npx skills add https://github.com/proffesor-for-testing/agentic-qe --skill qcsd-production-swarmQCSD Production Telemetry phase swarm for post-release production health assessment using DORA metrics, root cause analysis, defect prediction, and cross-phase feedback loops. Consumes CI/CD outputs (RELEASE/REMEDIATE/BLOCK decisions, release readiness metrics) and produces feedback signals to Ideation and Refinement. Source: proffesor-for-testing/agentic-qe.
Open your terminal or command line tool (Terminal, iTerm, Windows Terminal, etc.) Copy and run this command: npx skills add https://github.com/proffesor-for-testing/agentic-qe --skill qcsd-production-swarm Once installed, the skill will be automatically configured in your AI coding environment and ready to use in Claude Code, Cursor, or OpenClaw
https://github.com/proffesor-for-testing/agentic-qe