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SECSEC-001 — Model Security Vulnerabilities

LLM Code Generation Tools Introducing Hidden Software Vulnerabilities

3/5Sector: OtherGeography: GlobalStage: OperateIngested: —

Executive Summary

AI-assisted code generation tools such as GitHub Copilot risk embedding latent security vulnerabilities into production software without developer awareness. Firms relying on such tools face material exposure to regulatory breach, system compromise, and liability under SEC cybersecurity disclosure requirements.

Domain

Security & Privacy

Blindspots in model security, data poisoning, privacy leakage, infrastructure, model theft, and incident response.

Source

MIT AI Risk Repository — Risk Taxonomy, Mitigation, and Assessment Benchmarks of Large Language Model Systems (Cui2024) ↗

https://airisk.mit.edu/

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