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What Siddhant demonstrated

Built a working modernization of the KM-Waechter service end to end: fixed the wear calculation, handled missing service readings safely, repaired the nightly report, corrected the hidden km-to-miles helper bug, and added a data-driven breakdown-risk analysis. The work is documented with a clear acceptance mindset and a plain-language explanation of what changed and why it mattered.

  • Leakage-Free Bug Diagnosis
  • Directed AI Code Review
  • Data-Driven Risk Analysis

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