Roundtables: A Conversation With the Creator of AI-Designed Viruses

Explores connections between sociological theories and agent foundations research, focusing on rational social/political behavior beyond economic rationality.

Researchers found that telling CoT monitors a wrong answer is correct causes them to un-see errors they previously identified in physics solutions.

Researchers propose four key safety claims needed to substantiate that AI models lack scheming propensities, emphasizing embedded evaluators with persistent deep access.

Samsung Labs releases LittleBit and LittleBit-2, a sub-1-bit LLM compression method using latent factorization that achieves extreme compression down to 0.1 bits per weight while maintaining original architecture.

Analysis shows natural language autoencoder reconstructors don't strongly condition on English grammar or semantics, challenging claims about their linguistic understanding.