Muhammad Ahmad Raza completed AI-Assisted Code Modernization with IBM
What Muhammad demonstrated
Built and verified an end-to-end modernization of the KM-Waechter service: corrected the wear calculation, handled unknown service readings safely, fixed the nightly report’s average and crash path, and swept the helper modules to catch a quiet mileage-conversion bug. Also delivered a data-driven breakdown-risk analysis that follows the labelled fleet history rather than the misleading mileage assumption, with a written audit trail in NOTES.md.
- Leakage-Free Feature Engineering
- Honest Model Evaluation
- Directed AI Code Review
- Acceptance-Driven Verification
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