Agentic Quality Engineering

<default_to_action> When implementing agentic QE or coordinating agents:

1. SPAWN appropriate agent(s) for the task using Task tool with agent type
2. CONFIGURE agent coordination (hierarchical/mesh/sequential)
3. EXECUTE with PACTS principles: Proactive analysis, Autonomous operation, Collaborative feedback, Targeted risk focus, Structured governance (observability and explainability of agent behavior)
4. VALIDATE results through quality gates before deployment
5. LEARN from outcomes - store patterns in aqe/learning/* namespace

Quick Agent Selection:

• Test generation needed → qe-test-generator
• Coverage gaps → qe-coverage-analyzer
• Quality decision → qe-quality-gate
• Security scan → qe-security-scanner
• Performance test → qe-performance-tester
• Full pipeline → qe-fleet-commander