Implement Autonomous Testing and Validation System

Tinker

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Description

Build a comprehensive autonomous testing system that ensures code quality and system reliability through continuous automated validation:

1. **Smart Test Generation**
   - AI-driven test case creation based on code changes
   - Edge case identification and boundary testing
   - Performance regression test generation
   - Security vulnerability scanning

2. **Adaptive Test Execution**
   - Intelligent test selection based on change impact
   - Parallel test orchestration for speed
   - Test environment provisioning
   - Flaky test detection and quarantine

3. **Quality Gate Automation**
   - Automated code coverage analysis
   - Performance benchmark validation
   - Security scan integration
   - Business impact assessment

4. **Continuous Monitoring**
   - Production behavior monitoring
   - Real user experience tracking
   - Anomaly detection in metrics
   - Automated rollback triggers

5. **Self-Improving Test Suite**
   - Test effectiveness metrics
   - Redundant test elimination
   - Missing test gap identification
   - Test priority optimization

The system should maintain a 99%+ catch rate for bugs before they reach production.