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Ayushmaan Goyal completed AI-Assisted Code Modernization with IBM

  • Verified
  • Issued 28 August 2026

What Ayushmaan demonstrated

Built a complete modernization and bug-fix pass for KM-Waechter: corrected the service-wear calculation, handled missing service readings safely, fixed the nightly report’s average and crash path, repaired the quiet mileage-conversion helper bug, and added the missing regression test. Also delivered a data-driven breakdown-risk analysis that ranks cars by service-gap and usage intensity rather than relying on total mileage or age, with verification documented in NOTES.md and verify.py.

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

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