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What Parnika demonstrated
Built and verified a full legacy-code modernization for a fleet service: fixed the wear calculation, handled missing service readings safely, repaired the nightly report, corrected a hidden mileage-conversion bug, and added the missing test. Also produced a data-driven breakdown-risk analysis that follows the fleet_history.csv signal rather than the misleading mileage assumption, with acceptance checks confirming the repo is green.
- Leakage-Free Bug Diagnosis
- Directed AI Agent Auditing
- Data-Driven Risk Analysis
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