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What Yusuf demonstrated

Built and verified a full legacy-code modernization for a fleet service system: fixed the service-wear calculation, handled missing readings safely, corrected the nightly report, and swept helper utilities for a hidden mileage-conversion bug. Also added the missing regression test, produced a data-driven breakdown-risk analysis from fleet history, and documented the agent review process in NOTES.md.

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

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