Verified Credential Download PDF
What Hamed 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 path, and swept the helper modules to catch a quiet mileage-conversion bug. Also added the missing regression test, wrote a data-driven breakdown-risk analysis from fleet_history.csv, and documented the review process in NOTES.md after validating the repo with an acceptance script.
- Leakage-Free Bug Diagnosis
- Directed AI Code Review
- Data-Driven Risk Analysis
- Acceptance Verification Discipline
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