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What Asmita demonstrated
Built a complete modernization and bug-fix pass for a legacy fleet-service repo: corrected the wear calculation, handled missing service readings safely, fixed the nightly report’s average and crash path, found a hidden mileage-conversion bug in the helper layer, and added the missing regression test. Also produced a data-driven breakdown-risk analysis that follows the labeled history rather than the misleading mileage assumption, with verification captured in NOTES.md.
- Leakage-Free Feature Engineering
- Honest Model Evaluation
- Directed AI Prompting
- Verification-Driven Debugging
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