Verified Credential Download PDF
What Laiba demonstrated
Built a full legacy-code modernization pass for a fleet service system: corrected the wear calculation, handled missing service readings safely, fixed the nightly report’s average and crash path, and repaired a hidden mileage-conversion bug in the helpers. Also added the missing regression test, wrote a data-driven breakdown-risk analysis that follows the fleet history rather than the mileage assumption, and documented the verification process in clear NOTES.md.
- Leakage-Free Bug Diagnosis
- Directed AI Code Review
- Acceptance-Driven Verification
- Data-Driven Risk Analysis
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