Understanding interaction. Exploring improvement.

Two research directions, connected by a shared interest in how intelligence develops through interaction.

Social World Models

How do individual interactions shape collective change?

Representing individuals, relationships, and context to study the prediction and uncertainty of social dynamics.

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Recursive Self-Improvement

Can the mechanisms of improvement themselves improve?

Learning from experience and feedback, and exploring how the process of improvement can evolve.

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Experiments

Exploring how intelligence learns and cooperates in a changing world.

Three-body | Can civilization endure?

Three suns keep reshaping the conditions for survival. Can a community of agents observe, learn and cooperate to keep its civilization alive?

A connected inquiry.

Social world models examine states and changes in interaction. Recursive self-improvement examines how systems use experience, and how improvement mechanisms evolve. Together, they shape our perspective on intelligence.

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An open conversation.

Join the conversation on social simulation, world models, and learning.