Resources

You don’t need interpretability. You need direction. Reins AI evaluates AI the way we evaluate people: by behavior, not by wiring.

This paper proposes a method to measure cooperation using entropy over communication logs, validated on the Enron corpus, and designed to guide Cooperative AI evaluation.

A strategic overview of how AI deployment responsibility is shifting across enterprise segments, and what it means for AI safety efforts.

A visual guide to help teams design better multi-agent LLM systems—based on task planning, control structure, and agent ability.