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What Hafiz demonstrated

Built and verified a full legacy-code modernization for KM-Waechter: fixed the service-wear calculation, handled missing service readings safely, repaired the nightly report, corrected a hidden mileage-conversion bug in the helpers, and added the missing regression test. Also delivered a data-driven breakdown-risk analysis that ranks vehicles by the factors the fleet history actually supports, with clear audit notes documenting what the AI agent got wrong and how its work was checked.

  • Leakage-Free Bug Diagnosis
  • Directed AI Code Review
  • Data-Driven Risk Analysis
  • Regression-Oriented Verification

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