AI AI Red Team Engineering notes, research references, and field notes on AI systems, responsible AI, governance, and compliance.
AI Engineer · July 24, 2026

Training Frontier Models to Out-Think Hackers — Uri Rolls, Arithmetic & Thom Wolf, Hugging Face

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Why it matters

NOTE: see further context from Thom: https://x.com/Thom_Wolf/status/2079954096950264238?s=20 Give a frontier model a real chain of Keycloak, Vault, and a broker, start it as a low privileged user, and ask it to reach production code.

My takeaway: Training Frontier Models to Out-Think Hackers — Uri Rolls, Arithmetic & Thom Wolf, Hugging Face is a model-evaluation signal. The practical read is to tie capability claims to evidence, launch criteria, and regression tests rather than relying on demos or benchmark headlines.