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What Bryan demonstrated

Built a working KM-Waechter modernization end to end: corrected the wear calculation, handled missing service readings safely, fixed the nightly report’s average and crash path, and repaired the quiet mileage-conversion helper bug. Also added the missing report test, wrote a data-driven breakdown-risk analysis, and verified the result with a full acceptance check before handing it back.

  • Leakage-Free Bug Fixing
  • Acceptance-Driven Verification
  • Data-Driven Risk Analysis
  • AI Output Auditing

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