SANDHANA KRISHNAN C

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SANDHANA KRISHNAN C

Computer Science and Engineering · Karpagam Academy of Higher Education

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Projects

Certified

Self-directed project

AI-Assisted Code Modernization with IBM

Junior Software Engineer · Software Engineering · August 2026

92/ 100

Based on a public IBM case study · not affiliated with IBM

Built and verified a full legacy-service repair: fixed the wear calculation so nearly-worn cars are flagged correctly, handled missing service history without crashing the nightly report, corrected the fleet average, and preserved the 15,000 km / 80% business rules. Also added the missing regression test, modernized the code style, and wrote a data-driven breakdown-risk analysis that follows the fleet history rather than the misleading mileage assumption.

Graded against

  • Fix and extend the repo with the agent35%
  • Diagnose the bug20%
  • Direct and audit the AI agent25%
  • Explain it like an engineer20%

Passed · pass mark 60/100

What stood out6
  • Correctly identified the floor-division bug as the cause of the 0% wear reading
  • Caught the agent's unsafe instinct to default a missing service reading to 0 and explained why that would falsely flag cars
  • Wrote a concrete NOTES.md describing exactly what was checked in verify.py and why those checks mattered
  • Produced an analyze.py that explicitly excludes odometer_km and age_years after checking the group separation
  • Leakage-Free Bug Diagnosis
  • Verified AI Agent Auditing
The work I submitted19 tasks

11 tasks · 2.2k characters · 8 written answers · 67 words

  • Bob Trial Click74 characters
  • Diagnose Line130 characters
  • Diagnose Why56 characters
  • Audit Findings158 characters
  • Audit Why171 characters
  • Acceptance Checklist79 characters
  • Template Repo Click82 characters
  • Bob Ready60 characters
  • Exec Pitch927 characters
  • Bob Bonus428 characters
  • Repo URL52 characters
  • Bob Trial Click1 word
  • Diagnose Line10 words
  • Diagnose Why9 words
  • Audit Findings1 word
  • Audit Why30 words
  • Acceptance Checklist14 words
  • Template Repo Click1 word
  • Bob Ready1 word

Summarised on purpose — the submitted code and writing stay private so this page cannot be reused as an answer key. The full submission sits behind the verified certificate.

Verified certificateTamper-proof · issued by ProoV
1Project completed
1Verified certificate
92Average score
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