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Analysis

This paper introduces a novel information-theoretic framework for understanding hierarchical control in biological systems, using the Lambda phage as a model. The key finding is that higher-level signals don't block lower-level signals, but instead collapse the decision space, leading to more certain outcomes while still allowing for escape routes. This is a significant contribution to understanding how complex biological decisions are made.
Reference

The UV damage sensor (RecA) achieves 2.01x information advantage over environmental signals by preempting bistable outcomes into monostable attractors (98% lysogenic or 85% lytic).

safety#safety📝 BlogAnalyzed: Jan 5, 2026 10:10

AI Safety Update: Frontier Model Evaluations and Preemption Strategies

Published:Dec 2, 2025 01:35
1 min read
Center for AI Safety

Analysis

This newsletter provides a high-level overview of AI safety developments, focusing on frontier model evaluations and preemptive safety measures. The lack of technical depth limits its utility for researchers, but it serves as a good introductory resource for policymakers and the general public. The mention of 'preemption' warrants further scrutiny regarding its ethical implications and potential for misuse.
Reference

We discuss developments in AI and AI safety.