Coding & Debugging
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Code quality metrics improved (cyclomatic complexity
maintainability index)
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General
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regulated_industries: Ensure compliance requirements met (HIPAA
PCI-DSS
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General
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high_traffic_systems: Consider deployment strategies (blue-green
canary) for fixes
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Coding & Debugging
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legacy_code: Balance fix risk vs benefit; prioritize high-impact
low-risk fixes
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Coding & Debugging
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microservices: Consider inter-service contracts
API compatibility
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General
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purpose: Import into bug tracking systems (Jira
GitHub Issues)
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Coding & Debugging
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Documentation updated (code
API
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General
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test('verifies fix resolves issue'
() => {
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General
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test('handles edge case: {case}'
() => {
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General
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// Should fail before fix
pass after
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General
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describe('BUG-{ID}: {description}'
() => {
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General
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test('reproduces original bug'
() => {
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General
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coverage: Null values
empty inputs
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Coding & Debugging
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scope: API docs
inline comments
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General
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Error messages are clear
actionable
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General
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Fix addresses root cause
not just symptoms
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General
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scale: Simple=100
Medium=60
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General
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scale: Low=100
Medium=60
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General
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action: Implement minimal
focused fix
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General
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scale: All users=100
Many=70
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General
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scale: CRITICAL=100
HIGH=70
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General
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cwe_id: If applicable
CWE identifier
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General
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system_impact: Effect on system (performance
stability
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General
PromptBeginner5 minmarkdown
cve_id: If applicable
CVE identifier
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