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Gracy paul Mukkara completed AI-Assisted Code Modernization with IBM

  • Verified
  • Issued 22 August 2026

What Gracy demonstrated

Built and verified a legacy service fix end to end: corrected the wear calculation with true division, handled missing service readings safely, fixed the fleet report’s average and crash case, and preserved the 15,000 km / 80% business rules. Also added the missing regression test, modernized the surrounding Python style, and documented the agent review and acceptance checks in NOTES.md.

  • Bug Diagnosis from Symptoms
  • Verified Acceptance Checking
  • AI Output Auditing
  • Data-Driven Reasoning

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