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BALLAPURAM PRAKASH ROYAL completed AI-Assisted Code Modernization with IBM

  • Verified
  • Issued 1 September 2026

What BALLAPURAM demonstrated

Built a complete modernization and bug-fix pass for a legacy fleet-service repo: corrected the wear calculation, handled missing service readings safely, fixed the nightly report’s average and crash, and repaired a hidden mileage-conversion bug in the helpers. Also added the missing regression test, wrote a data-driven breakdown-risk analysis, and documented the agent review process in NOTES.md.

  • Leakage-Free Feature Engineering
  • Honest Model Evaluation
  • Directing and Auditing an AI Agent

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