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Coordination Without Command: Active Inference and the Route to Embodied Intelligence

Authors: Shaw, Alexander;

Coordination Without Command: Active Inference and the Route to Embodied Intelligence

Abstract

Embodied intelligence is often discussed in robotics in terms of control, planning, or optimi- sation; yet real agents must act through bodies that are dynamically constrained, only partially informed, and continuously reshaped by their own movements. In this perspective, we argue that embodied intelligence is better understood not as the operation of a single central con- troller, but as the coordination of distributed, hierarchical, and plural inferential processes. We develop this argument by first examining why embodiment places pressure on monolithic con- trol architectures, then showing why active inference provides a particularly natural framework for agents that must act under uncertainty while sampling the world through movement. We ground the discussion in two complementary examples: the octopus as a biological instance of intelligence distributed through the body, and a temporally predictive scene-based drone con- troller as a computational case study in embodied active inference under partial observability. Taken together, these examples suggest that robust embodied behaviour may depend less on exhaustive central resolution than on coordination without command across multiple timescales, interfaces, and inferential demands.

Related Organizations
Keywords

soft robotics, embodied AI, predictive processing, embodied intelligence, physical AI, neurorobotics, expected free energy, active inference, distributed control, hierarchical inference, autonomous agents, octopus

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average
Green