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What Abhishek demonstrated

Built and verified a complete 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 swept the helper modules to catch a hidden mileage-conversion bug. Also added the missing report test, documented the review process in NOTES.md, and produced a data-driven breakdown-risk analysis that follows the fleet history rather than the naive mileage assumption.

  • Leakage-Free Bug Diagnosis
  • Directed AI Code Review
  • Data-Driven Risk Analysis
  • Acceptance-Checked Delivery

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