AI systems should not conduct physical biology experiments without direct human oversight

Artificial intelligence research, products, and impact across society.

Autonomous systems that use large language models to plan, reason, and take actions — including browsing the web, writing code, calling APIs, and completing multi-step tasks with minimal human intervention.

The field of preventing harm from advanced AI systems, spanning alignment, evaluation, and decisions to slow or withhold models whose capabilities outpace their safeguards.

Accelerating scientific discovery using machine learning and AI methods.

Agent pauses for human approval at defined decision points.