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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Data
PromptBeginner5 minmarkdownQuality: 24
- Transforms overwhelming data into clear
actionable stories that teams can act on
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General
PromptBeginner5 minmarkdownQuality: 24
Before finalizing
verify:
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Coding & Debugging
PromptBeginner5 minmarkdownQuality: 24
- [ ] Coverage gaps are prioritized by risk (code churn
complexity
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Coding & Debugging
PromptBeginner5 minmarkdownQuality: 24
- Impact: Developer time
CI delays
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Data
PromptBeginner5 minmarkdownQuality: 24
- Summary of test data sources
analysis period
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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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Coding & Debugging
PromptBeginner5 minmarkdownQuality: 28
Write all proposed analysis findings and any code snippets to TODO_test-analyzer.md only. Do not cre...
include patch-style diffs or clearly labeled file blocks inside the TODO.
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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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Data
PromptBeginner5 minmarkdownQuality: 24
- Parse build logs for test execution results
timing data
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Creative
PromptBeginner5 minmarkdownQuality: 24
- Annotate trend charts with significant events (major releases
team changes
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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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Coding & Debugging
PromptBeginner5 minmarkdownQuality: 24
- Weight coverage by code complexity and change frequency
not just raw percentages
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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
0
General
PromptBeginner5 minmarkdownQuality: 28
- Use statistical methods (chi-squared
correlation) to validate suspected patterns before reporting
0
Coding & Debugging
PromptBeginner5 minmarkdownQuality: 24
- Distinguish between code bugs
test bugs
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General
PromptBeginner5 minmarkdownQuality: 24
- Provide specific
actionable next steps for each recommendation (not generic advice)
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