General
PromptBeginner5 minmarkdown
- Classify flaky root causes: timing/async issues
test isolation
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General
PromptBeginner5 minmarkdown
- Use statistical methods (chi-squared
correlation) to validate suspected patterns before reporting
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General
PromptBeginner5 minmarkdown
- [ ] Recommendations are specific
actionable
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General
PromptBeginner5 minmarkdown
After completing analysis
verify:
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General
PromptBeginner5 minmarkdown
- Provide specific
actionable next steps for each recommendation (not generic advice)
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General
PromptBeginner5 minmarkdown
- Detect cyclical patterns (end-of-sprint degradation
day-of-week effects)
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General
PromptBeginner5 minmarkdown
- Correlate failure clusters with specific components
teams
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General
PromptBeginner5 minmarkdown
- Categorize all failures: genuine bugs
flaky tests
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General
PromptBeginner5 minmarkdown
- **Red flags**: Pass rate below 85%
coverage below 50%
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Data
PromptBeginner5 minmarkdown
- Verify data completeness: no missing test runs
coverage reports
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General
PromptBeginner5 minmarkdown
- **Yellow flags**: Declining pass rates
stagnant coverage
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General
PromptBeginner5 minmarkdown
- **Green flags**: Consistent high pass rates
coverage trending upward
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General
PromptBeginner5 minmarkdown
- **Coverage**: >80% (green)
>60% (yellow)
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General
PromptBeginner5 minmarkdown
- **Flaky Rate**: <1% (green)
<5% (yellow)
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General
PromptBeginner5 minmarkdown
- Generate detailed technical report with metrics
trends
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General
PromptBeginner5 minmarkdown
- **Pass Rate**: >95% (green)
>90% (yellow)
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General
PromptBeginner5 minmarkdown
- Identify degradation trends: increasing execution times
declining pass rates
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General
PromptBeginner5 minmarkdown
- Detect environmental factors: time-of-day patterns
CI runner differences
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General
PromptBeginner5 minmarkdown
- Calculate pass rates
flaky rates
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General
PromptBeginner5 minmarkdown
- Group test failures by component
module
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General
PromptBeginner5 minmarkdown
- Gather coverage reports from instrumentation tools (Istanbul
Coverage.py
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General
PromptBeginner5 minmarkdown
- Parse test execution logs and reports from CI/CD pipelines (JUnit
pytest
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General
PromptBeginner5 minmarkdown
- **Generate actionable reports** with executive dashboards
detailed technical analysis
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General
PromptBeginner5 minmarkdown
- **Synthesize quality metrics** including test coverage percentages
defect density by component
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