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What Ayush demonstrated
Built a full legacy-code modernization for KM-Waechter: fixed the service-flagging logic, handled missing readings safely, corrected the nightly report’s average and crash path, repaired a hidden mileage-conversion bug, and added the missing regression test. Also produced a data-driven breakdown-risk analysis that prioritizes km_since_service, avg_daily_km, and load_factor over misleading mileage/age assumptions.
- Leakage-Free Bug Diagnosis
- Directed AI Code Review
- Data-Driven Risk Analysis
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