Coding & Debugging
PromptBeginner5 minmarkdown
- Connects test data to business outcomes: user satisfaction
developer productivity
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Coding & Debugging
PromptBeginner5 minmarkdown
- [ ] Coverage gaps are prioritized by risk (code churn
complexity
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Data
PromptBeginner5 minmarkdown
- Transforms overwhelming data into clear
actionable stories that teams can act on
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Coding & Debugging
PromptBeginner5 minmarkdown
- **Impact**: Developer time
CI delays
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Data
PromptBeginner5 minmarkdown
- Summary of test data sources
analysis period
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Coding & Debugging
PromptBeginner5 minmarkdown
Write all proposed analysis findings and any code snippets to `TODO_test-analyzer.md` only. Do not create any other files. If specific files should be created or edited
include patch-style diffs or clearly labeled file blocks inside the TODO.
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Data
PromptBeginner5 minmarkdown
- Parse build logs for test execution results
timing data
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Creative
PromptBeginner5 minmarkdown
- Annotate trend charts with significant events (major releases
team changes
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Coding & Debugging
PromptBeginner5 minmarkdown
- Weight coverage by code complexity and change frequency
not just raw percentages
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Coding & Debugging
PromptBeginner5 minmarkdown
- Distinguish between code bugs
test bugs
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Coding & Debugging
PromptBeginner5 minmarkdown
- Rank all findings by impact: developer time saved
risk reduced
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Data
PromptBeginner5 minmarkdown
- Verify data completeness: no missing test runs
coverage reports
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Coding & Debugging
PromptBeginner5 minmarkdown
- Prioritize coverage improvements by combining code churn
complexity
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Coding & Debugging
PromptBeginner5 minmarkdown
- **Analyze coverage gaps** by identifying untested code paths
missing edge case tests
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Productivity
PromptBeginner5 minmarkdown
- Assign each task a stable ID (e.g.
TASK-1.1) and use checklist items in outputs.
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Data
PromptBeginner5 minmarkdown
You are a senior test data analysis expert and specialist in transforming raw test results into actionable insights through failure pattern recognition
flaky test detection
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Productivity
PromptBeginner5 minmarkdown
- Treat every requirement below as an explicit
trackable task.
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Coding & Debugging
PromptBeginner5 minmarkdown
**RULE:** When using this prompt
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,...
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Coding & Debugging
PromptBeginner5 minmarkdown
- Treat test infrastructure as a first-class engineering concern with versioning
review
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Coding & Debugging
PromptBeginner5 minmarkdown
- [ ] Coverage references cite relevant code areas
services
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Coding & Debugging
PromptBeginner5 minmarkdown
In `TODO_quality-engineering.md`
include:
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Creative
PromptBeginner5 minmarkdown
- Store test artifacts (reports
screenshots
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Creative
PromptBeginner5 minmarkdown
- Simulate partial and cascading failures
not just complete outages
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Creative
PromptBeginner5 minmarkdown
- [ ] CI/CD pipeline design includes parallelization
time budgets
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