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What V demonstrated

Built a complete modernization and bug-fix pass for KM-Waechter: corrected wear calculations, handled missing service readings safely, fixed the nightly report’s average and crash path, and repaired the quiet mileage-conversion helper bug. Also added a data-driven breakdown-risk analysis that follows the fleet_history.csv signals rather than the misleading mileage assumption, with clear verification notes documenting what the AI agent missed and how the fixes were checked.

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

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