shakthi ganesh completed AI-Assisted Code Modernization with IBM

Built a complete modernization and bug-fix pass for a legacy fleet-service repo: corrected wear calculation logic, handled missing service readings safely, fixed the nightly report’s averaging and crash path, and swept helper code to catch a hidden mileage-conversion defect. Also added a regression test, wrote a data-driven breakdown-risk analysis from fleet history, and documented the agent review process clearly in NOTES.md.

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