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ARNAV JAIN.
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Impact Scan

AI-assisted code security analysis framework

RoleDesigner & sole engineer
PeriodDec 2025 — Mar 2026
StackPython, LLMs, SARIF, CI/CD
Categorysecurity, automation
Problem

Static analysis tools flag vulnerabilities; almost none tell you how to fix them in context.

Approach
  • Engineered a security-analysis pipeline combining static code analysis with dependency vulnerability scanning
  • Built AI-assisted remediation that generates context-aware fixes for flagged vulnerabilities, not generic advice
  • Report generation in SARIF and HTML, built to slot into existing CI/CD and audit workflows
  • Shipped three interfaces to the same engine — CLI, TUI, and web — so it fits whatever workflow a team already has
Pipeline
Outcomes
Interfaces shippedCLI / TUI / Web
Report formatsSARIF, HTML