Verified Credential Download PDF
What Sufnan demonstrated
Built and verified a legacy maintenance-service fix end to end: corrected the wear calculation so nearly-worn cars are flagged, handled missing service readings safely, fixed the nightly report’s average and crash path, and validated the helper conversion bug with an acceptance script. Also added a data-driven breakdown-risk analysis and documented what the AI agent got wrong and how its output was checked.
- Leakage-Free Bug Diagnosis
- Directed AI Agent Auditing
- Acceptance-Driven Verification
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