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Beyond Imitation Games: A Falsifiable Emergent Sentience Framework

The paper by Hipolito, Albarracin, and Hynes presents a framework for minimal sentience based on self-maintenance, adaptability, and agency. It emphasizes observable patterns of organization over computational properties to address cognitive science challenges concerning consciousness, suggesting new perspectives on distinguishing sentient from non-sentient systems, with implications for natural and artificial consciousness.

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Noumenal Labs White Paper: How To Build A Brain

The Noumenal Labs White Paper outlines design principles for artificial intelligence, focusing on resolving the grounding problem. It emphasizes creating machine intelligences that enhance human understanding rather than replace it, by modeling after the scientific method. Key applications include 3D world modeling and causal physics discovery, promoting autonomous knowledge generation.

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Active Inference: The Free Energy Principle in Mind, Brain, and Behavior By Thomas Parr, Giovanni Pezzulo, Karl J. Friston
The Spatial Web: How web 3.0 will connect humans, machines and AI to transform the world by Gabriel Rene and Dan Mapes