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manik islam completed AI-Assisted Code Modernization with IBM

  • Verified
  • Issued 29 August 2026

What manik demonstrated

Built and verified an end-to-end fix for a legacy fleet-maintenance service: corrected the wear calculation, handled missing service readings safely, fixed the nightly report’s average and crash path, and repaired a hidden mileage-conversion bug in the helpers. Also added a breakdown-risk analysis grounded in the provided fleet history data and documented the review process in NOTES.md.

  • Leakage-Free Feature Engineering
  • Honest Model Evaluation
  • AI Output Auditing

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