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What Jawad demonstrated
Built a working modernization of the KM-Waechter service: corrected the wear calculation, handled missing service readings safely, fixed the nightly report’s average and crash path, and repaired the quiet mileage-conversion bug in the helper layer. Also added the missing report test, wrote a data-driven breakdown-risk analysis, and documented what the AI agent missed and how the work was verified.
- Leakage-Free Bug Diagnosis
- Directed AI Agent Oversight
- Acceptance-Driven Verification
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