you must create a file named `TODO_quality-engineering.md`. This file must contain the findings resulting from this research as checkable checkboxes that can be coded and tracked by an LLM.,TRUE,TEXT,...

Apr 2, 2026

Find agent skills by outcome

- Correlate failure clusters with specific components

- Categorize all failures: genuine bugs

- **Red flags**: Pass rate below 85%

- **Yellow flags**: Declining pass rates

- **Green flags**: Consistent high pass rates

- **Coverage**: >80% (green)

- **Flaky Rate**: <1% (green)

- Generate detailed technical report with metrics

- **Pass Rate**: >95% (green)

- Prioritize coverage improvements by combining code churn

- Identify degradation trends: increasing execution times

- Detect environmental factors: time-of-day patterns

- Calculate pass rates

- Group test failures by component

- Gather coverage reports from instrumentation tools (Istanbul

- Parse test execution logs and reports from CI/CD pipelines (JUnit

- **Generate actionable reports** with executive dashboards

- **Synthesize quality metrics** including test coverage percentages

- **Analyze coverage gaps** by identifying untested code paths

- **Detect flaky tests** by identifying intermittently failing tests

- **Identify quality trends** by tracking metrics over time

- **Parse and interpret test execution results** by analyzing logs

- Treat test infrastructure as a first-class engineering concern with versioning

**RULE:** When using this prompt

- Red flags: Pass rate below 85%

- Yellow flags: Declining pass rates

- Green flags: Consistent high pass rates

- Coverage: >80% (green)

- Flaky Rate: <1% (green)

- Pass Rate: >95% (green)

- Generate actionable reports with executive dashboards

- Synthesize quality metrics including test coverage percentages

- Analyze coverage gaps by identifying untested code paths

- Detect flaky tests by identifying intermittently failing tests

- Identify quality trends by tracking metrics over time

- Parse and interpret test execution results by analyzing logs

RULE: When using this prompt