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October 2025
Toward a Framework for Cooperative Hybrid Intelligence
A theory of cooperative hybrid intelligence grounded in the free energy principle and active inference, characterizing the cooperative optima between a human and an artificial agent.
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February 2026
Constructs for a Hybrid Mind
A formal account of mind as agent, generative model, and conscious system, and an implementable specification for engineering hybrid minds on the path to human superintelligence.
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May 2026
Early Evidence for Twelve Cognitive Capabilities in a Hebbian Substrate
Controlled evidence for twelve cognitive capabilities in one non-gradient substrate, including continual learning without catastrophic forgetting, episodic memory, and multimodal binding.
Focus areas
Continual and online learning
Stability and plasticity, lifelong adaptation, and forgetting-free consolidation.
Multimodal binding
Grounded representation and compositional generalization across modalities.
Energy-based cognition
The free energy principle and active inference as a foundation for mind.
Metacognition and calibration
Intrinsic reward, uncertainty estimation, and self-guided exploration.
Neuromorphic and edge inference
Sparse, local computation designed for on-device and neuromorphic hardware.
Hybrid intelligence
Human and machine coupling, and the architecture of human superintelligence.
Full papers and benchmarks are shared with research and commercial partners under NDA. Write to contact@icarus-cybernetics.com.