Agentic Quality Engineering
Use when orchestrating QE agents, understanding PACTS principles, configuring the AQE...
Install
npx skills add proffesor-for-testing/agentic-qe --skill agentic-quality-engineering -g -a claude-code -y- Repository
- proffesor-for-testing/agentic-qe521
- Category
- AI and agents
- Updated
- 3d ago
- License
- MIT
- Context cost
- Mediumabout 2,869 tokens
- Runs scripts
- No, instructions only
What it does
Use when orchestrating QE agents, understanding PACTS principles, configuring the AQE v3 fleet, or leveraging AI agents as force multipliers for quality work.
Agentic Quality Engineering
<default_to_action> When implementing agentic QE or coordinating agents:
- SPAWN appropriate agent(s) for the task using
Tasktool with agent type - CONFIGURE agent coordination (hierarchical/mesh/sequential)
- EXECUTE with PACTS principles: Proactive analysis, Autonomous operation, Collaborative feedback, Targeted risk focus, Structured governance (observability and explainability of agent behavior)
- VALIDATE results through quality gates before deployment
- LEARN from outcomes - store patterns in
aqe/learning/*namespace
Quick Agent Selection:
- Test generation needed →
qe-test-architect - Coverage gaps →
qe-coverage-specialist - Quality decision →
qe-quality-gate - Security scan →
qe-security-scanner - Performance test →
qe-performance-tester - Full pipeline →
qe-fleet-commander
Critical Success Factors:
- Agents amplify human expertise, not replace it
- Human-in-the-loop for critical decisions
- Measure: bugs caught, time saved, coverage improved, and how often agent claims survive verification
- Done means committed, tested, and CI-validated with evidence attached, not "reported as complete" </default_to_action>
Quick Reference Card
When to Use
- Designing autonomous testing systems
- Scaling QE with intelligent agents
- Implementing multi-agent coordination
- Building CI/CD quality pipelines
PACTS Principles
| Principle | Agent Behavior | Human Role |
|---|---|---|
| Proactive | Analyze pre-merge, predict risk | Set guardrails |
| Autonomous | Execute tests, fix flaky tests | Review critical |
| Collaborative | Multi-agent coordination | Provide context |
| Targeted | Risk-based prioritization | Define risk areas |
| Structured | Governance, observability, explainable decisions (measure confidence, not trust) | Audit behavior, set policy |
