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HiddenLayer researchers evaluated TypeSafe AI's Jev "System One" decision model, which returns probabilities and a confidence score instead of freeform text. They found it remains vulnerable to indirect prompt injection, contradicting claims that it cannot hallucinate or make type errors. Jev was manipulated into a clickjacking-style acti…
A SafeDep researcher describes an experiment that uses Gryph (an audit trail for AI coding agents) and TypeSafe AI's Jev model to separate a developer's normal agent activity from attacks. The article cites threats to agents such as Claude Code and Codex: the Mini Shai-Hulud worm commits Claude Code hooks into repositories, malicious npm …
Decision models, which return typed verdicts with calibrated probabilities instead of generated text, have appeared quickly: TypeSafe AI released Jev on September 15, OpenAI opened a Decisions API public beta on October 6, and Cribl published the open LoRA adapter cribl-decision. This vendor-contributed piece by Intezer argues these model…
