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# CI Integration Example
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Automated checks for:
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- Consistent error handling (linter rules)
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- Logging standards (grep for anti-patterns)
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- Config validation (startup tests)
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**Result**: Catch violations before merge
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# Error Handling Walkthrough
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**Before**: Errors logged everywhere, inconsistent messages
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**After**: Centralized error taxonomy, structured logging at boundaries
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**Result**: 50% reduction in noise, easier debugging
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# File Tier Calculation Example
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**file.go**: 50 commits (high churn), complexity 25 (high)
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→ Tier 1 (prioritize for cross-cutting improvements)
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**old.go**: 2 commits (stable), complexity 5 (simple)
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→ Tier 3 (defer improvements)
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