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Sufnan Khan completed AI-Assisted Code Modernization with IBM

  • Verified
  • Issued 3 September 2026

What Sufnan demonstrated

Built and verified a legacy maintenance-service fix end to end: corrected the wear calculation so nearly-worn cars are flagged, handled missing service readings safely, fixed the nightly report’s average and crash path, and validated the helper conversion bug with an acceptance script. Also added a data-driven breakdown-risk analysis and documented what the AI agent got wrong and how its output was checked.

  • Leakage-Free Bug Diagnosis
  • Directed AI Agent Auditing
  • Acceptance-Driven Verification

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