Verified Credential Download PDF
What Manu demonstrated
Built a complete legacy-code modernization for KM-Waechter: fixed the wear calculation, handled missing service readings safely, repaired the nightly report, corrected a hidden mileage-conversion bug, and added the missing regression test. Also produced a data-driven breakdown-risk analysis that ranks cars by operational strain rather than assuming older or higher-mileage vehicles are the riskiest.
- Leakage-Free Bug Diagnosis
- Directed AI Code Review
- Acceptance-Driven Verification
- Data-Driven Risk Analysis
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