Neha Kumari completed AI-Assisted Code Modernization with IBM

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 a hidden mileage-conversion bug in the helpers, and added the missing regression test. Also delivered a data-driven breakdown-risk analysis that identified km_since_service, avg_daily_km, and load_factor as the real predictors, while showing that total mileage and age were not.

• Leakage-Free Feature Engineering
• Honest Model Evaluation
• Directed AI Agent Auditing