Muhammad Kashif completed AI-Assisted Code Modernization with IBM
What Muhammad demonstrated
Built and verified a full legacy-code modernization for KM-Waechter: fixed the wear calculation, handled missing service readings safely, repaired the nightly report’s average and crash path, corrected the hidden mileage-conversion helper bug, and added the missing test. Also delivered a data-driven breakdown-risk analysis that follows the fleet history rather than the naive mileage/age assumption, with acceptance checks and notes documenting what the AI agent got wrong and how it was validated.
- Leakage-Free Bug Diagnosis
- Directed AI Code Review
- Acceptance-Driven Verification
- Data-Driven Risk Analysis
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