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What Avinash demonstrated
Built a complete maintenance-report repair and modernization pass for a legacy Python service: fixed the wear calculation, handled missing service readings safely, corrected the nightly report’s average and crash path, found and repaired a hidden mileage-conversion bug in shared helpers, and added the missing regression test. Also produced a data-driven breakdown-risk analysis that follows the fleet history rather than the misleading total-mileage assumption.
- Leakage-Free Bug Diagnosis
- Directed AI Code Review
- Data-Driven Risk Analysis
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