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What Kesav demonstrated

Built and verified a full legacy-code modernization for KM-Waechter: fixed the wear calculation, handled missing service readings safely, repaired the nightly report, corrected a hidden fleet-distance conversion bug, and added the missing regression test. Also delivered a data-driven breakdown-risk analysis that follows the fleet history rather than the obvious but misleading mileage assumption, with all 11 acceptance checks passing.

  • Leakage-Free Bug Diagnosis
  • Directed AI Prompt Scoping
  • Acceptance-Driven Verification
  • Data-Driven Risk Analysis

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