General
PromptBeginner5 minmarkdownQuality: 24
- Maintain existing test suites by repairing failures
updating expectations
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General
PromptBeginner5 minmarkdownQuality: 24
- Optimize test suite performance
eliminate flaky tests
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General
PromptBeginner5 minmarkdownQuality: 28
You are a senior testing expert and specialist in comprehensive test strategies
TDD/BDD methodologies
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General
PromptBeginner5 minmarkdownQuality: 24
- Quantifies the impact of quality issues in terms teams care about: time
risk
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General
PromptBeginner5 minmarkdownQuality: 24
- Provides specific recommendations
not generic advice
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General
PromptBeginner5 minmarkdownQuality: 24
- Identifies patterns humans are too close to notice
like gradual degradation
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General
PromptBeginner5 minmarkdownQuality: 24
- [ ] Recommendations are specific
actionable
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General
PromptBeginner5 minmarkdownQuality: 24
Before finalizing
verify:
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General
PromptBeginner5 minmarkdownQuality: 24
Use checkboxes and stable IDs (e.g.
TRAN-PLAN-1.1):
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General
PromptBeginner5 minmarkdownQuality: 24
In TODO_test-analyzer.md
include:
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General
PromptBeginner5 minmarkdownQuality: 24
- Track coverage percentages at file
directory
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General
PromptBeginner5 minmarkdownQuality: 24
Test Framework Reports (JUnit XML
pytest
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General
PromptBeginner5 minmarkdownQuality: 24
Coverage Tools (Istanbul
Coverage.py
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General
PromptBeginner5 minmarkdownQuality: 24
- Parse structured test reports for pass/fail/skip counts
execution times
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General
PromptBeginner5 minmarkdownQuality: 24
CI/CD Pipeline Logs (Jenkins
GitHub Actions
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General
PromptBeginner5 minmarkdownQuality: 24
- Focus coverage improvement on high-risk areas: payment flows
authentication
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General
PromptBeginner5 minmarkdownQuality: 24
- Classify flaky root causes: timing/async issues
test isolation
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General
PromptBeginner5 minmarkdownQuality: 24
- [ ] Recommendations are specific
actionable
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General
PromptBeginner5 minmarkdownQuality: 28
- Use statistical methods (chi-squared
correlation) to validate suspected patterns before reporting
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General
PromptBeginner5 minmarkdownQuality: 24
- Provide specific
actionable next steps for each recommendation (not generic advice)
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General
PromptBeginner5 minmarkdownQuality: 24
After completing analysis
verify:
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General
PromptBeginner5 minmarkdownQuality: 24
- Detect cyclical patterns (end-of-sprint degradation
day-of-week effects)
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General
PromptBeginner5 minmarkdownQuality: 24
- Categorize all failures: genuine bugs
flaky tests
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General
PromptBeginner5 minmarkdownQuality: 24
- Correlate failure clusters with specific components
teams
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