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What Ayushmaan demonstrated
Built a complete modernization and bug-fix pass for KM-Waechter: corrected the service-wear calculation, handled missing service readings safely, fixed the nightly report’s average and crash path, repaired the quiet mileage-conversion helper bug, and added the missing regression test. Also delivered a data-driven breakdown-risk analysis that ranks cars by service-gap and usage intensity rather than relying on total mileage or age, with verification documented in NOTES.md and verify.py.
- Leakage-Free Bug Diagnosis
- Directed AI Code Review
- Data-Driven Risk Analysis
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