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What Nithin demonstrated
Built and verified a full legacy-service repair for Vossberg Mobility: fixed the wear calculation so nearly-worn cars are flagged, handled missing service readings safely, corrected the fleet report’s average and crash path, and preserved the 15,000 km / 80% business rules. Also added the missing regression test, modernized helper code, and produced a data-driven breakdown-risk analysis that follows the fleet history rather than the naive mileage assumption.
- Leakage-Free Bug Diagnosis
- Verified AI Output Auditing
- Data-Driven Risk Analysis
- Modernizing Legacy Python Safely
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