Muhammad Ashraf Bin Tajuddin completed AI-Assisted Code Modernization with IBM
What Muhammad demonstrated
Built and verified a full legacy-code modernization for a fleet-service tool: fixed the wear calculation, handled missing service readings safely, corrected the nightly report’s average and crash path, and swept helper code for a hidden mileage-conversion bug. Also added the missing regression test, produced a data-driven breakdown-risk analysis from fleet history, and documented the review process in NOTES.md.
- Leakage-Free Feature Engineering
- Honest Model Evaluation
- Directed AI Prompting
- Verification and Audit Discipline
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