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What Ayesha demonstrated
Built and verified a full legacy-code modernization for KM-Waechter: fixed the wear calculation, handled missing service readings safely, corrected the nightly report’s average and crash case, found the quiet km-to-miles helper bug, and added the missing regression test. Also delivered a data-driven breakdown-risk analysis that follows the fleet history data rather than the misleading mileage assumption, with clear acceptance checks and documented review notes.
- Leakage-Free Bug Diagnosis
- Directed AI Agent Auditing
- Data-Driven Risk Analysis
- Acceptance-Driven Verification
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