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SECSEC-001 — Model Security Vulnerabilities

Malicious External Tool Providers Exploit LLM API Integrations

4/5Sector: OtherGeography: GlobalStage: OperateIngested: —

Executive Summary

Adversarial tool providers can embed instructions in APIs to extract sensitive training data, manipulate outputs, and execute arbitrary code via LLM integrations. Organisations deploying LLMs with external tool access face material data-breach liability and loss of output integrity.

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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