Muhammad Wali completed AI-Assisted Code Modernization with IBM
What Muhammad demonstrated
Built a solid modernization pass for a legacy fleet-maintenance service: fixed the wear calculation so nearly-worn cars are flagged, handled missing service readings safely, corrected the nightly report’s average and crash behavior, and repaired a hidden mileage-conversion bug in the helpers. Also documented the review process in NOTES.md and described a data-driven breakdown-risk analysis that prioritizes km-since-service and driving intensity over total mileage.
- Leakage-Free Feature Engineering
- Honest Model Evaluation
- Directed AI Prompting
- Verification and Audit Discipline
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