Impacts

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Articles

The "AI Overseeing AI" Trap.

The State of Agents (Part 3/6) shifts the focus from what agents do (Skills/Agency) to how we govern them. We believe the current trend of "AI Supervisors" doesn't make sense, and explain why we think "Physics for Agents" is the superior safety model.

By IXO World
2 days ago
Articles

Agent Minds

Precise language prevents sloppy engineering. We project agency onto fluent bots, creating a security risk. Real intelligence requires stakes - a loop with reality LLMs lack. Solve this with architecture: explicit intent and proof.

By Dr Shaun Conway
13 days ago