community
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leiden_hybrid_concepts
label: sonnet
community:leiden_hybrid_concepts-run2-c0Substrate-independent cognition & consciousness
Gradualist, substrate-neutral frameworks extending cognition and sentience across biological and artificial networks.
43 members. Each node is clickable.
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Drawn from 25 sources
The papers/notes whose extracted claims & findings make up this cluster.
- Technological Approach to Mind Everywhere: An Experimentally-Grounded Framework for Understanding Diverse Bodies and Minds6 members
- 2026-05-14_phil-trans-A-goodfire-aboutblank-impact.md5 members
- RESEARCH-VECTORS.md5 members
- Brains and where else? Mapping theories of consciousness to unconventional embodiments5 members
- Technological Approach to Mind Everywhere: An Experimentally-Grounded Framework for Understanding Diverse Bodies and Minds4 members
- Toward an ethics of autopoietic technology: Stress, care, and intelligence3 members
- 2026-05-15_manifold-overlap-papers-economy-strategy.md2 members
- The collective intelligence of evolution and development2 members
- World models, artificial general intelligence and the hard problems of life–mind continuity: toward a unified understanding of natural and artificial intelligence2 members
- Biology, Buddhism, and AI: Care as the Driver of Intelligence2 members
- 2026 02 02_2328_Search_Papers_The Literature Shows Strong Theoretical Foundation1 member
- Generalizing frameworks for sentience beyond natural species1 member
- Toward an ethics of autopoietic technology: Dukkha, care, and Intelligence1 member
- Collective intelligence: A unifying concept for integrating biology across scales and substrates1 member
- Multiple ways to implement and infer Consciousness1 member
- 2026 02 02_2246_Search_Papers_The Found Papers Model Wealth Distribution Dynamic1 member
- Technological Approach to Mind Everywhere: An Experimentally-Grounded Framework for Understanding Diverse Bodies and Minds1 member
- 2024 03 07 Stefan Lesser Kay 1984 Opening the Hood of a Word Processor.pdf 4145871 member
- 2026 02 02_2247_Search_Papers_The Identified Papers Suggest Growing Interest In 1 member
- Topological constraints on self-organisation in locally interacting systems1 member
- Koan Battery: Measuring Reflective Mode Accessibility in AI1 member
- guo-atlas-2026.md1 member
- Synthetic Article & Review1 member
- 2021-11-09_dorian_schrodinger-life.pdf_c3c4f51 member
- Living Things Are Not (20th Century) Machines: Updating Mechanism Metaphors in Light of the Modern Science of Machine Behavior1 member
Bridges (20)
Other communities that share members with this one — cross-cutting threads or papers that sit at the seam between two themes.
- Collective intelligence & distributed cognition37 shared
- Distributed consciousness and moral consideration6 shared
- Alive AI interface ethics & design4 shared
- Substrate-independent intelligence and morphological cognition4 shared
- Substrate neutrality of consciousness4 shared
- Gradualism and nested cognition frameworks3 shared
- Substrate-independent consciousness & cognition3 shared
- Non-dual consciousness frameworks for artificial minds3 shared
- Consciousness as emergent distributed integration2 shared
- Substrate-independent minimal cognition2 shared
- Near-term AI consciousness and moral patienthood1 shared
- Christopher Alexander's insights applied to AI and cognition1 shared
- Chain-of-Thought reasoning robustness & safety1 shared
- Intelligence as adaptive plasticity and observer-dependent measurement1 shared
- Sensory integration in predictive cognition1 shared
- Tanha as neural compression mechanism1 shared
- Buddhist textual traditions and philosophical deconstruction1 shared
- Distributed cognition across biological scales1 shared
- Distributed agency and multiscale consciousness1 shared
- Distributed consciousness and multiscale embodied ethics1 shared
Claims (41)
- It is highly implausible that all sentient life in the universe achieves felt states using the neural circuitry underlying human Consciousness on earth.Reinforcement of substrate independence: Earth-like neural circuits are unlikely to be the sole substrate.
- We do not claim to measure consciousness; the battery measures a reproducible, prompt-sensitive reflective mode.Epistemic boundary-setting by authors: distinguishes behavioral traces from internal states.
- AI and Biological Cognition Share Mechanistic Principles
- AI synthesizes a novel historical framework (parallel development vs. transmission) that wasn't requested and wasn't in any input, creating a meta-pattern across Mesopotamia, Buddhist, Talmudic, Greek, Roman, Islamic, Medieval European, and modern portfolio theory traditions.The paper's meta-observation that the AI system itself demonstrated genuine pattern recognition across eight distinct cultural/theoretical traditions without being prompted.
- Buddhist thought offers an approach uniquely suited to understanding intelligence across computer science, bioengineering, and cognitive science without privileging specific embodiments.Paper's key integration claim: Buddhism's emphasis on care and non-essentialism provides the conceptual lens needed for post-anthropocentric intelligence science.
- Cognition and learning are substrate-independent; principles familiar in artificial neural networks can be implemented by any network of signals with suitable weighted inputs.Central thesis enabling unification of neural, developmental, ecological, and social networks as instances of collective intelligence.
- Cognition and learning are substrate-independent; principles of basal cognition can be implemented by any network with signals and non-linear responses to weighted inputs.Core thesis that cognitive principles transcend neural substrates, enabling application to gene-regulatory, ecological, and social networks.
- Consciousness (ability to suffer) should not be assigned only to one singular 'I' but distributed across multiscale body components.
- Consciousness also comes in degrees and kinds, and is fundamentally tied to goal-directed activity.TAME's gradualist stance extends to sentience; goal-directedness is the key.
- Consciousness also comes in degrees and kinds, consistent with the gradualist framework; there may be no true zero.TAME's implication that sentience accompanies goal-directed activity, with minimal versions present in particles and scaling up in organized systems.
- Consciousness and capacity for suffering may be distributed across multiple scales within composite beings, not limited to single 'I'.
- Consciousness comes in degrees and kinds and is not binary.Extends the gradualist perspective to sentience.
- Consciousness likely distributed across multiscale body components, not localized to brainOrgans and tissues employ identical mechanisms as brain; lack of direct verbal report does not negate consciousness in body components.
- Current research examines distributed cognition and AI consciousness separately rather than as integrated phenomena where machine consciousness emerges from inter-agent cognitive processes.Main interpretive assertion of the search result; identifies the gap between existing literature domains and the novel research direction.
- Human cognition evolved to detect agency in medium-sized objects at medium speeds in 3D space, limiting recognition of intelligence in unfamiliar substrates.
- Hybrid bioengineered systems blur distinctions between intelligent machines and conscious life.Brain-machine interfaces and biological-electronic hybrids demonstrate no principled line between subjectivity and engineering.
- Intelligence and cognition exist on a continuum; modern bioscience offers no support for clean bright-line distinctions between cognitive and non-cognitive beings.Anti-essentialism claim: questions like 'is it cognitive?' are scientifically unjustified; modern view must ask 'what kind' and 'how much'.
- Multiple regions of the soma and body components may possess consciousness and deserve care equivalent to the verbal self.Extends care beyond artificial boundaries of physiological continuity or verbal reportability.
- Natural and artificial intelligence can be unified through world models and life-mind continuity principles.Core assertive position of the paper; frames AGI in continuity with biological intelligence.
- The difference between simple language models and multicellular organisms goes beyond the substrate of intelligence considered.Claim that topologies, not material substrates, account for differing organisational abilities
- The features emphasized by theories of consciousness are not unique to brains.The core argument that ToC functional principles do not pick out brains as a privileged substrate for inner perspective.
- The focus on brains as substrate of consciousness is driven by convention rather than by the specific content of existing theories of consciousness.Central empirical claim: authors surveyed major ToCs and found their operations are not confined to neural substrates.
- The huge chemical complexity within each synapse suggests that neural models of cognition that refer only to changing weights of synaptic connections and ignore sub-neural chemistry are probably ignoring some of the most important explanatory mechanisms in brains.Sloman's critique of mainstream neural network theories.
- The science of consciousness should remain open to minds in unconventional embodiments.The normative conclusion of the paper, urging the field to not prematurely exclude non-brain substrates.
- The segmentation clock exhibits functional robustness consistent with James' definition of intelligence.Claims that the re-emergence and adaptation of the segmentation clock qualifies as intelligent behavior.
- There is no binary distinction between 'true cognition' and 'just physics'—only continuous variation in cognitive capacity.Core interpretive position of TAME: gradualism replaces categorical thinking about agency and cognition.
- There is no clear bright line demarcating true cognition from metaphorical as-if cognition; cognition exists on a continuum.Core TAME claim rejecting binary categories; supported by evolutionary biology and recent bioengineering.
- Visual reasoning, often interleaved with intermediate visual states, has emerged as a promising direction in the field.Author's interpretive assertion on the direction of the field.
- World models provide a bridge between diverse substrates of intelligence—biological, artificial, and hybrid.Synthetic claim integrating Ha's work with Levin's xenobiology and Tenenbaum's cognitive modeling.
- About Blank's publication window for 'consciousness in unconventional substrates' framing is closing as academic consensus consolidates.
- +11 more
Findings (2)
- Cross-domain historical synthesis (Mesopotamia, Buddhist, Talmudic, Greek, Roman, Islamic, Medieval, modern)AI-generated meta-pattern revealing genuine pattern recognition across eight historical traditions of wealth distribution.
- In analysis of current ToCs, the operations and functional principles of most ToCs are not confined to neural substrates.This is the main empirical result from mapping the operational characteristics of popular theories of consciousness.