Applied research.

We turn frontier AI research into a concrete edge. Our own open-source projects, backed by numbers and scientific controls: interpretability, agent security, verifiable method.

Interpretability · AI Safety

Scalpel: steering an LLM from a single feature

Scalpel demonstrates, with numbers and scientific controls, not screenshots, that a single interpretable feature inside a language model causally cont…

AI Security · Agent Red-teaming

COAX: automated red-teaming for AI agents

COAX attacks an AI agent the way an attacker would, indirect prompt injection, tool abuse, data exfiltration, adaptive multi-turn attacks, and verifie…

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