Pokee and UChicago/UIUC researchers map 8 enterprise AI agent vulnerability classes in new whitepaper

Kyrannio · x · 2026-09-25

Pokee AI released a whitepaper on Enterprise Agent and Model Security, co-authored with Bo Li's team at UIUC and the University of Chicago. It maps the enterprise AI attack surface, identifies eight vulnerability classes that standard application-security tooling isn't built to detect, and proposes a hardened enterprise architecture. The team also benchmarked Pokee-Isaac 28B v0.1 (Preview) on DecodingTrust-Agent against GPT-5.6 Luna, Claude Haiku 4.5, Gemini 3.5 Flash-Lite, Qwen3.5-122B and Nemotron 3 Super 120B based on those vulnerabilities.

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