LLMs require hierarchical or embodied substrates; stigmergy via environment interaction is the biological solution.

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Causal emergence in biological systems
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Examines how macro-scale causal power exceeds micro-scale in living and learning systems.
Hierarchical structure and multiscale coherence in physical systems
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How graph topology and hierarchical interaction patterns enable or prevent phase transitions and ordered states, from statistical mechanics to biological organization.

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2026-05-15_manifold-overlap-papers-economy-strategy.md
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Related by similarity (8)

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Entities in the same semantic neighborhood but without a typed relation to this one — candidates for new edges or unrecognized duplicates.

It is plausible that ongoing developments in LLMs may lead to models or agentic systems built on LLMs capable of generating representations observed with 'consciousness' phenomena.claim0.784
Forward-looking claim suggesting the methodological framework is relevant for future AI systems beyond current LLMs.
LLMs hierarchically develop understanding of their input data, progressing from surface-level features in early layers to more abstract concepts in later layersclaim0.783
Interpretation of the layer-by-layer PCA visualizations showing linear structure emerging in early-middle layers
LLMs internalize deeply integrated representations of high-order concepts.claim0.777
The authors' interpretive assertion based on their steering results.
Hierarchical clique-structured networks can maintain multiscale coherence; biology evolved hierarchy and stigmergy as coherence solutions.claim0.777
LLMs can compute meaningful functions over perturbations to their internal states, establishing introspection as a real but layer-dependent phenomenonclaim0.773
Primary positive claim of the paper, grounded in strength comparison and localization results
We hypothesise this explains why stigmergy and other forms of extracellular signalling arise in biological systems, which is known to enhance the ability for a collective system to order itself.hypothesis0.771
Hypothesis connecting fitness pressure from topological constraints to the evolutionary origin of stigmergy
"Our findings demonstrate that LLMs can compute meaningful functions over perturbations to their internal states, establishing introspection as a real but layer-dependent phenomenon that merits further investigation."quote0.768
Central thesis statement of the paper
Three criteria for consciousness-capable substrates: hybrid computation, scale-inseparability with metabolic embedding, dynamico-structural co-determination.hypothesis0.765
Proposed necessary conditions for any substrate (biological or artificial) to support consciousness; integrates discrete-continuous, multiscale, and adaptive properties.