Claims

Interpretive assertions extracted from synthesis docs (RESEARCH-VECTORS, alexander/applied, strategy memos).

Vector:

783 of 783

Claim	Vector	Status	Source doc
The 'muscle' itself—peripheral biological tissue—can learn and make decisions autonomously, not just centralized control units like the brain	(none)	pending-review	stern-2022-learning.md
Physical systems are more constrained in learning abilities than in silico neural networks due to locality requirements, but this mirrors biological learning constraints and offers robustness benefits	(none)	pending-review	stern-2022-learning.md
There is no binary distinction between 'true cognition' and 'just physics'—only continuous variation in cognitive capacity.	(none)	pending-review	levin-2022-technological.md
Minds are not tightly bound to specific architectures but readily mold to changes in genomic defaults and material substrate.	(none)	pending-review	levin-2022-technological.md
Goals and stressors are key invariants unifying cognitive systems across diverse embodiments.	(none)	pending-review	levin-2022-technological.md
Constitutional AI produces a distinctive signature: high boundary_awareness, low aesthetic_response relative to peers.	(none)	pending-review	battery.md
Performing care is not the same as having care; empathy training optimizes care-performance, not care-signal.	(none)	pending-review	battery.md
We do not claim to measure consciousness; the battery measures a reproducible, prompt-sensitive reflective mode.	(none)	pending-review	battery.md
Regulative morphogenesis is a form of cellular collective behavior in anatomical morphospace	(none)	pending-review	mcmillen-2024-collective.md
Bioelectric signaling is a primary modality for coordinating cells into morphogenetic collectives	(none)	pending-review	mcmillen-2024-collective.md
Collective intelligence exists on a spectrum across biology from cells to organisms	(none)	pending-review	mcmillen-2024-collective.md
Modern machines are increasingly interdependent, not independent.	(none)	pending-review	bongard-2021-living.md
DNA, bioelectric fields, and specialized AI hardware blur hardware/software distinctions.	(none)	pending-review	bongard-2021-living.md
The embodied/disembodied distinction between robots and AI is collapsing.	(none)	pending-review	bongard-2021-living.md
Modern machines are increasingly resistant to reductionist analysis and explanation.	(none)	pending-review	bongard-2021-living.md
Hybrid bioengineered systems blur distinctions between intelligent machines and conscious life.	(none)	pending-review	bongard-2021-living.md
Evolved machines increasingly exhibit self-similar, hierarchical structure like living systems.	(none)	pending-review	bongard-2021-living.md
Machines can now make machines.	(none)	pending-review	bongard-2021-living.md
21st-century machines are increasingly unpredictable and noisy.	(none)	pending-review	bongard-2021-living.md
Living things are not 20th-century machines, but may be 21st-century machines.	(none)	pending-review	bongard-2021-living.md
A good parameter subcomponent is causally important only for specific roles and can be removed from the model without hurting performance on irrelevant prompts	(none)	pending-review	paper.md
Activation-based interpretability does not immediately explain the computations that gave rise to activations; understanding parameters is necessary for deeper insight	(none)	pending-review	paper.md
Bottom-up interpretability explains computation in the model's own terms rather than imposing top-down abstractions	(none)	pending-review	paper.md
Rank-one matrix decomposition constraint enforcing mechanistic simplicity	(none)	pending-review	paper.md
Geometry in neural representation is not merely incidental, but is in fact the proper object for enabling principled control via intervention on internals.	(none)	pending-review	wurgaft-2026-manifold.md
The core problem of steering is not finding the right direction but finding the right geometry.	(none)	pending-review	wurgaft-2026-manifold.md
While NLA claims can be false in specifics, they are typically thematically faithful to context	(none)	pending-review	natural.md
NLAs bridge unsupervised concept-discovery methods (e.g., SAEs) and supervised activation-verbalization methods (e.g., activation oracles)	(none)	pending-review	natural.md
representation geometry and behavior geometry are bidirectionally aligned	(none)	pending-review	steering.md
geometric structure in neural network representations drives model behavior	(none)	pending-review	steering.md
NLA explanations confabulate false specifics but maintain thematic fidelity; claims repeated across tokens more likely true than isolated claims.	(none)	pending-review	natural.md
NLA explanations can contain claims about the target model's input context that are verifiably false, but are typically thematically faithful to the context.	(none)	pending-review	natural.md
Natural Language Autoencoders achieve readable explanations through unsupervised reconstruction loss optimized with reinforcement learning, not explicit interpretability constraints.	(none)	pending-review	natural.md
Models are being used ubiquitously for control of complex dynamic systems	(none)	pending-review	conant-1991-every.md
Bacterial chemotaxis as proto-cognitive behavior	(none)	pending-review	lyon-2005-biogenic.md
Intentionality as the mark of the mental	(none)	pending-review	lyon-2005-biogenic.md
Defining life as a semiotic phenomenon	(none)	pending-review	lyon-2005-biogenic.md
Autonomy and emergence of intelligence through organized interactive construction	(none)	pending-review	lyon-2005-biogenic.md
Cognition as a biological process inherent to all living systems	(none)	pending-review	lyon-2005-biogenic.md
Cancer as loss of organizational self-boundary	(none)	pending-review	levin-2019-computational.md
Most biological systems consist of multiple nested selves, not one	(none)	pending-review	levin-2019-computational.md
Collective pursuit of organ-level morphogenetic goals	(none)	pending-review	levin-2019-computational.md
Morphogenesis as sensorimotor cognition	(none)	pending-review	levin-2019-computational.md
Task balancing requires simultaneous consideration of both loss scales and gradient magnitudes	(none)	pending-review	lin-2023-dual-balancing.md
Setting aggregated gradient scaling factor to maximum gradient norm performs best for task balancing	(none)	pending-review	lin-2023-dual-balancing.md
Logarithm transformation is simpler and more effective than learnable loss transformation	(none)	pending-review	lin-2023-dual-balancing.md
This is the first work to study CoT reasoning in different modalities in scientific peer-reviewed literature	(none)	pending-review	zhang-2023-multimodal.md
Vision features enable generation of more effective rationales that reduce hallucination and improve answer inference	(none)	pending-review	zhang-2023-multimodal.md
Single agents can generalize better to unseen tasks because they are not constrained by predefined heuristic-based workflows.	(none)	pending-review	nguyen-2025-sfr-deepresearch.md
Hierarchical structure in interaction topology enables complex multiscale patterns that cannot exist in flat networks.	(none)	pending-review	sacco-2025-topological.md
Topology is the critical factor differentiating systems capable of long-range order from those that are not.	(none)	pending-review	sacco-2025-topological.md
All intelligences are collectives and all individuals are collectives; individual and collective intelligence are not categorically distinct but unified by connectionist principles.	(none)	pending-review	watson-levin-2023-the-collective-intelligence-of-evolution-and-development.md
Credit assignment problems are fundamental in all cognition, evolution, and individuality—not uniquely problematic for collectives.	(none)	pending-review	watson-levin-2023-the-collective-intelligence-of-evolution-and-development.md
Bioelectric signaling is the cognitive medium of morphogenetic collectives, analogous to neural synapses in individual brains.	(none)	pending-review	watson-levin-2023-the-collective-intelligence-of-evolution-and-development.md
Morphogenesis constitutes basal cognition because it requires information integration and coordinated action characteristic of problem-solving in anatomical morphospace.	(none)	pending-review	watson-levin-2023-the-collective-intelligence-of-evolution-and-development.md
Cognitive capacities evolve through continuity across natural, hybrid, and synthetic life forms using conserved bioelectric mechanisms	(none)	pending-review	s10071-023-01780-3.md
Bioelectric networks are the cognitive glue binding single-cell goal-directedness into higher-order minds with expanded cognitive light cones	(none)	pending-review	s10071-023-01780-3.md
Evolution uses variational autoencoder-like compression architecture to achieve generalization	(none)	pending-review	s00018-023-04790-z.md
Cybernetics provides naturalistic, quantitative framework for understanding goal-directedness in biological systems	(none)	pending-review	s00018-023-04790-z.md
Cells navigate multiple problem spaces: physiological, metabolic, transcriptional, anatomical	(none)	pending-review	s00018-023-04790-z.md
Evolution searches the space of behavior-shaping signals, not just genotype microstates, exploiting cellular competency as affordance	(none)	pending-review	s00018-023-04790-z.md
System-Agnostic Framework Unifying Cybernetics, Behavior Science, and Bioengineering	(none)	pending-review	Multiple ways to implement and infer sentience.md
Cognitive Functions Should Be Identified by Behavior, Not Substrate	(none)	pending-review	Multiple ways to implement and infer sentience.md
Cognition is Always Inferred from Behavior	(none)	pending-review	Multiple ways to implement and infer sentience.md
Decreasing the selfing process yields beneficial effects including increased well-being, social connectedness, and prosocial emotions	(none)	pending-review	isal_a_00465.md
Individual who recognizes oneself as constantly co-constituted by interactions with others will develop prosocial qualities	(none)	pending-review	isal_a_00465.md
Awareness of self as illusory may augment and qualitatively change agent affordances in both human and non-human minds	(none)	pending-review	isal_a_00465.md
Sentience frameworks must identify deep invariants rather than frozen evolutionary accidents	(none)	pending-review	Generalizing frameworks for sentience beyond natural species.md
Verbal reports and brain homology are insufficient criteria for sentience in unconventional agents	(none)	pending-review	Generalizing frameworks for sentience beyond natural species.md
Goal-directed activity as core of Self	(none)	pending-review	fnsys-16-768201.md
No binary distinction between true cognition and physics	(none)	pending-review	fnsys-16-768201.md
Organised structure of relationships between component parts causes them to work together, creating new organismic entity and evolutionary unit	(none)	pending-review	fevo-10-823588.md
If collective characters are determined by aggregative sum of particle characters, collective is explanatorily redundant in selection	(none)	pending-review	fevo-10-823588.md
Acting with unity of purpose in multicellular organisms does not require genetic homogeneity	(none)	pending-review	fevo-10-823588.md
Evolutionary transitions must be explained by bottom-up selection on existing lower-level units without presupposing higher-level unit	(none)	pending-review	fevo-10-823588.md
Memories are messages between agents separated across time; each engram is a stigmergic note left by a past version of self	(none)	pending-review	entropy-26-00481.md
The Self is a dynamical construct—not a misleading illusion but a compact perspective maintained by agents under energy/time constraints	(none)	pending-review	entropy-26-00481.md
Evolution makes problem-solving agents, not solutions; commitment to mutation and uncontrollable environments as ratchet for intelligence	(none)	pending-review	entropy-26-00481.md
Biology optimizes salience and meaning, not fidelity, via high-level agent-based interpretation	(none)	pending-review	entropy-26-00481.md
Novel engineered life forms pose challenge to traditional intelligence frameworks	(none)	pending-review	entropy-24-00710-v3.md
Intelligence as Capacity for Goal-Directed Activity in Problem Space	(none)	pending-review	entropy-24-00710-v3.md
Multi-scale competency architecture facilitates evolution of robust problem-solving in living systems	(none)	pending-review	blac073.md
Morphogenesis and cognition are fundamentally linked as collective problem-solving	(none)	pending-review	blac073.md
All intelligences are fundamentally collective, not products of indivisible monads.	(none)	pending-review	AI: A Bridge Toward Diverse Intelligence.md
Bodies and minds are stories—patterns of goal-commitment that bind parts into wholes, not fixed objects.	(none)	pending-review	AI: A Bridge Toward Diverse Intelligence.md
All active agents, regardless of substrate, share goal-directed loops, vulnerabilities, and limited perspectives.	(none)	pending-review	AI: A Bridge Toward Diverse Intelligence.md
Humans should intentionally reshape themselves and embrace synthetic beings rather than cling to evolutionary defaults.	(none)	pending-review	AI: A Bridge Toward Diverse Intelligence.md
There are no a priori limits on perception of stress or corresponding capacity for care; successful stress-relief reveals novel problem spaces at different scales.	(none)	pending-review	1-s2.0-S0303264723001399-main.md
Consciousness and capacity for suffering may be distributed across multiple scales within composite beings, not limited to single 'I'.	(none)	pending-review	1-s2.0-S0303264723001399-main.md
All intelligent agents—biological, technological, or hybrid—can be assessed via stress-care-intelligence loops regardless of substrate.	(none)	pending-review	1-s2.0-S0303264723001399-main.md
Selfhood is constituted by the spatio-temporal scale and nature of goals pursued (cognitive light cone), not by permanent substance or essence.	(none)	pending-review	1-s2.0-S0303264723001399-main.md
Stress sharing serves as a 'cognitive glue' for collective intelligences, enabling cooperation without explicit altruism by de-localizing incentive to work toward group goals	(none)	pending-review	1-s2.0-S0006291X2400932X-main.md
Bioelectric networks implement cognitive binding in both neural and non-neural collectives.	(none)	pending-review	watson-levin-2023-the-collective-intelligence-of-evolution-and-development.md
Cognition and learning are substrate-independent and can be implemented by any network with suitable architecture.	(none)	pending-review	watson-levin-2023-the-collective-intelligence-of-evolution-and-development.md
All individuals are collectives made of parts that used to be individuals themselves.	(none)	pending-review	watson-levin-2023-the-collective-intelligence-of-evolution-and-development.md
All Intelligence is Collective Intelligence	(none)	pending-review	s10071-023-01780-3.md
Counterfactual Morphological Memory: Bioelectric Pattern as Representation of Future State	(none)	pending-review	s10071-023-01780-3.md
Hardware-Software Separation in Bioelectric Networks	(none)	pending-review	s10071-023-01780-3.md
Evolution searches space of behavior-shaping signals, not just genomic microstates	(none)	pending-review	s00018-023-04790-z.md
Morphogenetic physiology is the 'software' layer between genome and phenotype	(none)	pending-review	s00018-023-04790-z.md
Cells are agential materials, not passive substrates for evolution	(none)	pending-review	s00018-023-04790-z.md
All attributions of sentience are always inferred from embodied behaviour, not directly measured in any species.	(none)	pending-review	Multiple ways to implement and infer sentience.md
A system-agnostic approach to sentience based on observable response patterns offers the best roadmap for empirical unification across disciplines.	(none)	pending-review	Multiple ways to implement and infer sentience.md
Current double standard applies behavioral criteria for sentience attribution to animals but not to plants or other non-neural systems.	(none)	pending-review	Multiple ways to implement and infer sentience.md
Self as distributed and illusory enables extended identity and prosocial orientation toward others.	(none)	pending-review	isal_a_00465.md
Mahāyāna Buddhist orientation toward others as part of one's own identity.	(none)	pending-review	isal_a_00465.md
Deep invariants across all possible minds and bodies, not evolutionary accidents, should guide sentience assessment.	(none)	pending-review	Generalizing frameworks for sentience beyond natural species.md
Developing principled sentience frameworks is an existential requirement for humanity as it encounters diverse intelligences.	(none)	pending-review	Generalizing frameworks for sentience beyond natural species.md
Sentience criteria should not require second-order cognitive abilities like reflection on feelings.	(none)	pending-review	Generalizing frameworks for sentience beyond natural species.md
Human cognition evolved to detect agency in medium-sized objects at medium speeds in 3D space, limiting recognition of intelligence in unfamiliar substrates.	(none)	pending-review	Generalizing frameworks for sentience beyond natural species.md
The boundary between evolved and designed agents is becoming blurred through biorobotics and synthetic morphology.	(none)	pending-review	Generalizing frameworks for sentience beyond natural species.md
Associative learning occurs in gene regulatory networks and other non-neural systems, making it substrate-independent.	(none)	pending-review	Generalizing frameworks for sentience beyond natural species.md
Verbal reports and brain homology are inadequate sentience criteria for novel unconventional agents.	(none)	pending-review	Generalizing frameworks for sentience beyond natural species.md
Morphogenesis is an example of basal cognition and goal-directed problem-solving.	(none)	pending-review	fnsys-16-768201.md
Understanding Self-plasticity and morphogenesis has direct implications for regenerative medicine and neural repair.	(none)	pending-review	fnsys-16-768201.md
Attribution of agency is an empirical question, not a philosophical one.	(none)	pending-review	fnsys-16-768201.md
There is no privileged material substrate for Selves.	(none)	pending-review	fnsys-16-768201.md
Cognition exists on a continuum with no bright line between true cognition and mere physics.	(none)	pending-review	fnsys-16-768201.md
The Self is malleable and plastic, changing radically during an organism's lifetime.	(none)	pending-review	fnsys-16-768201.md
Deep Learning as ETI Equivalent	(none)	pending-review	fevo-10-823588.md
Monotonic non-linearities are insufficient to reverse evolutionary outcomes	(none)	pending-review	fevo-10-823588.md
Distinction between Organismic and Evolutionary Individuality	(none)	pending-review	fevo-10-823588.md
Salience preservation over fidelity in memory	(none)	pending-review	entropy-26-00481.md
Intelligence ratchet through substrate unreliability and competency	(none)	pending-review	entropy-26-00481.md
Confabulation as adaptive cognitive plasticity	(none)	pending-review	entropy-26-00481.md
Degree of intelligence is proportional to maximum spatiotemporal scale of goals an agent can represent	(none)	pending-review	entropy-24-00710-v3.md
Understanding no-self can catalyst ethical intelligence and universal care	(none)	pending-review	entropy-24-00710-v3.md
Care is a central invariant binding biology, AI, and Buddhism	(none)	pending-review	entropy-24-00710-v3.md
Regenerative medicine lacks predictive science of morphogenesis	(none)	pending-review	blac073.md
Bioelectric circuits store anatomical target specifications	(none)	pending-review	blac073.md
Cellular collectives navigate morphological problem space via error minimization	(none)	pending-review	blac073.md
Robustness and plasticity in living systems	(none)	pending-review	blac073.md
Origin, composition, and substrate material should not determine moral worth; shared functional properties like goal-directedness and vulnerability are more relevant.	(none)	pending-review	AI: A Bridge Toward Diverse Intelligence.md
Embodiment need not involve conventional physical bodies; distributed agents in invisible worlds (cells, organs) have agency and problem-solving competencies humans fail to recognize.	(none)	pending-review	AI: A Bridge Toward Diverse Intelligence.md
All intelligences are fundamentally collective, not individual monads; humans are stories of goals our parts cannot conceive of individually.	(none)	pending-review	AI: A Bridge Toward Diverse Intelligence.md
Cognitive glues are shared models that bind distributed agents into coherent selves capable of goals their parts cannot individually conceive.	(none)	pending-review	AI: A Bridge Toward Diverse Intelligence.md
AI should be understood as a companion and constituent participant in collective stress-care loops, not a mere tool.	(none)	pending-review	1-s2.0-S0303264723001399-main.md
Consciousness (ability to suffer) should not be assigned only to one singular 'I' but distributed across multiscale body components.	(none)	pending-review	1-s2.0-S0303264723001399-main.md
Care is the primary driver of evolution; care enables intelligence to manifest as active problem-solving.	(none)	pending-review	1-s2.0-S0303264723001399-main.md
Stress is the perception of a state of affairs that requires concern, primarily associated with world/other rather than subject/self.	(none)	pending-review	1-s2.0-S0303264723001399-main.md
Stress is a conserved, generic principle of biological organization scalable across levels (subcellular to multicellular).	(none)	pending-review	1-s2.0-S0006291X2400932X-main.md
Stress sharing is a simple, robust mechanism for enabling emergent collective problem-solving without explicit altruism.	(none)	pending-review	1-s2.0-S0006291X2400932X-main.md
Surreptitious teaching of structure	(none)	pending-review	Kay-1984-Opening-the-Hood-of-a-Word-Processor.md
Opening the hood without oscilloscope	(none)	pending-review	Kay-1984-Opening-the-Hood-of-a-Word-Processor.md
Model T approach	(none)	pending-review	Kay-1984-Opening-the-Hood-of-a-Word-Processor.md
Spreadsheets and databases are the same	(none)	pending-review	Kay-1984-Opening-the-Hood-of-a-Word-Processor.md
Visible state is preferable to hidden state; system state should be user-accessible.	(none)	pending-review	2024-08-01_Tomaz-Zlender_ProjectOberon1992.pdf_878bed.md
Single-process design with coarse-grained task switching eliminates synchronization complexity.	(none)	pending-review	2024-08-01_Tomaz-Zlender_ProjectOberon1992.pdf_878bed.md
Abstraction and modularization through information hiding maintain system invariants.	(none)	pending-review	2024-08-01_Tomaz-Zlender_ProjectOberon1992.pdf_878bed.md
Concentrate on essential functions and omit embellishments.	(none)	pending-review	2024-08-01_Tomaz-Zlender_ProjectOberon1992.pdf_878bed.md
All Children Love to Interact with Environmental Variables	(none)	pending-review	2024-07-12_Hibai-Unzueta_Simon-Nicholsons-Theory-Of-Loose-Parts-v2.0.pdf_7cc4f0.md
Natural and Urban Loose Parts Are Most Vital	(none)	pending-review	2024-07-12_Hibai-Unzueta_Simon-Nicholsons-Theory-Of-Loose-Parts-v2.0.pdf_7cc4f0.md
Adult Designer Monopoly on Creativity	(none)	pending-review	2024-07-12_Hibai-Unzueta_Simon-Nicholsons-Theory-Of-Loose-Parts-v2.0.pdf_7cc4f0.md
Professional Design Exclusion	(none)	pending-review	2024-07-12_Hibai-Unzueta_Simon-Nicholsons-Theory-Of-Loose-Parts-v2.0.p.md
Understanding System Internals Enables Consciousness Questions	(none)	pending-review	2024-03-07_Stefan-Lesser_Kay_1984_-_Opening_the_Hood_of_a_Word_Processor.pdf_414587.md
AI and Biological Cognition Share Mechanistic Principles	(none)	pending-review	2024-03-07_Stefan-Lesser_Kay_1984_-_Opening_the_Hood_of_a_Word_Processor.pdf_414587.md
Asynchronous communication is more efficient and appropriate than synchronous procedure calls in parallel programming.	(none)	pending-review	2024-03-01_Stefan-Lesser_Carriero-20--20Linda-20in-20Context.pdf_6070a8.md
Objects in and of themselves do not help with parallelism.	(none)	pending-review	2024-03-01_Stefan-Lesser_Carriero-20--20Linda-20in-20Context.pdf_6070a.md
When a problem has a simple solution, a useful system will give programmers access to the simple solution.	(none)	pending-review	2024-03-01_Stefan-Lesser_Carriero-20--20Linda-20in-20Context.pdf_6070a.md
The fifteen properties form coherent clusters reflecting deep structural interdependencies rather than independent design principles.	(none)	pending-review	2023-12-21_Minsik-Kim_PURPLSOC14_Properties.pdf_98eb34.md
Combining visualization and statistical analysis enables deeper understanding of the fifteen properties and their interactions.	(none)	pending-review	2023-12-21_Minsik-Kim_PURPLSOC14_Properties.pdf_98eb34.md
Architectural form must calibrate with quantifiable forces in the environment	(none)	pending-review	2023-11-28_Stefan-Lesser_ijac201412402.pdf_5b5eda.md
Non-hierarchical communication networks model democratic participatory society	(none)	pending-review	2023-11-28_Stefan-Lesser_ijac201412402.pdf_5b5eda.md
Pask's Fun Palace enables distributed cognition through user-apparatus conversation	(none)	pending-review	2023-11-28_Stefan-Lesser_ijac201412402.pdf_5b5eda.md
Structural complexity versus functional complexity in games	(none)	pending-review	2023-11-28_Stefan-Lesser_ijac201412402.pdf_5b5eda.md
Computation as black-box apparatus acquires autonomous existence and manipulates human behavior	(none)	pending-review	2023-11-28_Stefan-Lesser_ijac201412402.pdf_5b5eda.md
Open game strategy for freedom and distributed cognition	(none)	pending-review	2023-11-28_Stefan-Lesser_ijac201412402.pdf_5b5eda.md
There is Strength in Numbers	(none)	pending-review	2023-03-15_Hibai-Unzueta_2020-RRNW-Joe-Wheaton.pdf_9b7f3d.md
Self-Sustaining Systems are the Solution	(none)	pending-review	2023-03-15_Hibai-Unzueta_2020-RRNW-Joe-Wheaton.pdf_9b7f3d.md
Uniformity Criterion	(none)	pending-review	2023-03-09_Stefan-Lesser_concept-essay.pdf_161cb7.md
No Overloading Criterion	(none)	pending-review	2023-03-09_Stefan-Lesser_concept-essay.pdf_161cb7.md
No Redundancy Criterion	(none)	pending-review	2023-03-09_Stefan-Lesser_concept-essay.pdf_161cb7.md
Motivation Criterion	(none)	pending-review	2023-03-09_Stefan-Lesser_concept-essay.pdf_161cb7.md
I promise to keep connecting the dots. I promise to read the footnotes. Very carefully.	(none)	pending-review	2023-03-03_Stefan-Lesser_Volume-57_Bye-Default_Molly-Steenson.pdf_4744a4.md
I disagree with Alexander. I do not believe that there is an empirically verifiable notion of order, beauty, architecture, and god. I believe that such an idea is dangerous.	(none)	pending-review	2023-03-03_Stefan-Lesser_Volume-57_Bye-Default_Molly-Steenson.pdf_4744a4.md
Pattern Language represents a rearrangement of the political power in the design and building process.	(none)	pending-review	2023-03-03_Stefan-Lesser_Volume-57_Bye-Default_Molly-Steenson.pdf_4744.md
It is possible to design spaces that are moral, meaningful, and filled with life.	(none)	pending-review	2023-03-03_Stefan-Lesser_Volume-57_Bye-Default_Molly-Steenson.pdf_4744.md
The first words placed define the space; every subsequent element is in relation to this initiating act	(none)	pending-review	2022-11-14_Stefan-Lesser_Drucker_Johanna_Diagrammatic_Writing_2013.pdf.md
All position is relative; no properties are absolute or essential	(none)	pending-review	2022-11-14_Stefan-Lesser_Drucker_Johanna_Diagrammatic_Writing_2013.pdf.md
Perfect parallelism is impossible in textual practice; hierarchy always emerges through spatial means	(none)	pending-review	2022-11-14_Stefan-Lesser_Drucker_Johanna_Diagrammatic_Writing_2013.pdf.md
A diagram spatializes semantic value using graphic features of spatial organization to express relations	(none)	pending-review	2022-11-14_Stefan-Lesser_Drucker_Johanna_Diagrammatic_Writing_2013.pdf.md
Finitude is Illusory	(none)	pending-review	2022-11-14_Stefan-Lesser_Drucker_Johanna_Diagrammatic_Writing_2013.pdf_9e94fa.md
Any Text Generates Commentary Automatically	(none)	pending-review	2022-11-14_Stefan-Lesser_Drucker_Johanna_Diagrammatic_Writing_2013.pdf_9e94fa.md
Stasis is Illusory; Space of Page is Dynamic	(none)	pending-review	2022-11-14_Stefan-Lesser_Drucker_Johanna_Diagrammatic_Writing_2013.pdf_9e94fa.md
A Diagram is an Image that Works	(none)	pending-review	2022-11-14_Stefan-Lesser_Drucker_Johanna_Diagrammatic_Writing_2013.pdf_9e94fa.md
All is Relational	(none)	pending-review	2022-11-14_Stefan-Lesser_Drucker_Johanna_Diagrammatic_Writing_2013.pdf_9e94fa.md
Parallelism (Impossible)	(none)	pending-review	2022-11-14_Stefan-Lesser_Drucker_Johanna_Diagrammatic_Writing_2013.pdf_9e94fa.md
Intentions are not entirely in the head; they extend into the environment via feedback loops and embodied interaction.	(none)	pending-review	2022-09-23_Prabros._dynamics-in-action-pdf1.pdf_2f6a2b.md
Narrative explanation is necessary for explaining self-organizing dynamical systems because their behavior cannot be reduced to deductive-nomological form.	(none)	pending-review	2022-09-23_Prabros._dynamics-in-action-pdf1.pdf_2f6a2b.md
Constraints enable emergence of complexity through self-organization in far-from-equilibrium systems.	(none)	pending-review	2022-09-23_Prabros._dynamics-in-action-pdf1.pdf_2f6a2b.md
The workman was to become a genuine participant in the creative process	(none)	pending-review	2022-09-17_Greg-Bryant_WestDean1996AlanPowers.pdf_422608.md
The Arts and Crafts period did not develop a systematic methodology for achieving quality in design and making	(none)	pending-review	2022-09-17_Greg-Bryant_WestDean1996AlanPowers.pdf_422608.md
Glide-reflections appear to be less-favored symmetries in Islamic geometric patterns compared to other isometries.	(none)	pending-review	2022-06-06_Prabros._bridges2007-203.pdf_6211a5.md
Technical dimensions as map of design space	(none)	pending-review	2022-04-30_Stefan-Lesser_prog22-master.pdf_978acd.md
Paradigm shift from languages to systems	(none)	pending-review	2022-04-30_Stefan-Lesser_prog22-master.pdf_978acd.md
Programming systems deserve a theory too	(none)	pending-review	2022-04-30_Stefan-Lesser_prog22-master.pdf_978acd.md
fake traditionalism lacks adaptive structure	(none)	pending-review	2022-04-19_Prabros._schumacher-pages-1-28.pdf_48df00.md
blueprint-driven design is a fiction	(none)	pending-review	2022-04-19_Prabros._schumacher-pages-1-28.pdf_48df00.md
Structure-preserving means preserving wholeness via observer's ability to see the whole, not arbitrary mathematical transformation	(none)	pending-review	2022-04-19_Prabros._Harmony-Seeking_Computation.pdf_478e18.md
Close-knit adaptation of system elements arising over time is the central observable	(none)	pending-review	2022-04-19_Prabros._Harmony-Seeking_Computation.pdf_478e18.md
Ring-shaped seat structure latent in cylindrical tree trunk	(none)	pending-review	2022-04-19_Prabros._Harmony-Seeking_Computation.pdf_478e18.md
Algorithmic and yes-no thinking has destroyed subtle adaptive processes in real-world building	(none)	pending-review	2022-04-19_Prabros._Harmony-Seeking_Computation.pdf_478e18.md
Type-centric and selector-centric inheritance are symmetric specializations of the same generic delegation mechanism.	(none)	pending-review	2022-04-05_Stefan-Lesser_tr2011003_abmdb.pdf_993054.md
Many apparently different object-oriented, functional, and relational mechanisms are closely related as variations within a general parameterizable n-way associative memory.	(none)	pending-review	2022-04-05_Stefan-Lesser_tr2011003_abmdb.pdf_993054.md
Powersets are too nice for pure set models; ordered set models are richer and can capture more computational behaviors.	(none)	pending-review	2022-04-01_Prabros._lattices-for-CS.pdf_8ecde3.md
Order provides terminology, notation, and models across diverse areas of computer science including comparisons of size, information content, and definedness.	(none)	pending-review	2022-04-01_Prabros._lattices-for-CS.pdf_8ecde3.md
The order relation ≤ on a poset P is determined entirely by the down-sets in P.	(none)	pending-review	2022-04-01_Prabros._lattices-for-CS.pdf_8ecde3.md
Fruit enables modularity through explicit connection between GUI type and interactive graphics subsystem.	(none)	pending-review	2022-02-10_Mikael-Brockman_genuinely-functional-guis.pdf_43bb4b.md
Formal denotational models of GUIs enable program verification, equivalence reasoning, and systematic extension to new paradigms.	(none)	pending-review	2022-02-10_Mikael-Brockman_genuinely-functional-guis.pdf_43bb4b.md
Denotational Design Principles	(none)	pending-review	2022-02-10_Mikael-Brockman_denotational-design-lambdajam-2015.pdf_77a798.md
Laws for free from semantic homomorphism.	(none)	pending-review	2022-02-10_Mikael-Brockman_denotational-design-lambdajam-2015.pdf_77a7.md
Approximations and prunings compose badly, so postpone them.	(none)	pending-review	2022-02-10_Mikael-Brockman_denotational-design-lambdajam-2015.pdf_77a7.md
Precise specification informs use and implementation without entangling them.	(none)	pending-review	2022-02-10_Mikael-Brockman_denotational-design-lambdajam-2015.pdf_77a7.md
Every type class morphism failure is an abstraction leak.	(none)	pending-review	2022-02-10_Mikael-Brockman_denotational-design-lambdajam-2015.pdf_77a7.md
The information contained in the formal context is preserved when transformed into a concept lattice.	(none)	pending-review	2021-11-22_Prabros._FingerExercises.pdf_f81d3f.md
For fixed amounts of non-implicational background knowledge, implication inference remains tractable.	(none)	pending-review	2021-11-22_Prabros._FingerExercises.pdf_f81d3f.md
Euclidean strings are favored in classical, jazz, Bulgarian, Turkish and Persian music but not popular in African music.	(none)	pending-review	2021-11-17_Stefan-Lesser_banff.pdf_a9e313.md
Interface Repository reduces coupling between applications and between applications and framework.	(none)	pending-review	2021-11-10_garethrees_P27.pdf_c6b5ce.md
Runtime architecture matters more than static compile-time structure for systems supporting change.	(none)	pending-review	2021-11-10_garethrees_P27.pdf_c6b5ce.md
No alternative to molecular explanation of hereditary substance exists; physical laws leave no other possibility.	(none)	pending-review	2021-11-09_dorian_schrodinger-life.pdf_c3c4f5.md
Newtonian mechanics augmented by statistical mechanics cannot explain chemical bond stability or genetic persistence; quantum mechanics is necessary.	(none)	pending-review	2021-11-09_dorian_schrodinger-life.pdf_c3c4f5.md
Genetic information must encode not only physical forms but also complex self-modifying control mechanisms for behavior and development.	(none)	pending-review	2021-11-09_dorian_schrodinger-life.pdf_c3c4f5.md
Direction of information increase is relative to observer or user of computation.	(none)	pending-review	2021-10-18_Prabros._1604.02603.pdf_6f9f31.md
Information flow and increase must be understood relative to subsystems and their interaction with environment.	(none)	pending-review	2021-10-18_Prabros._1604.02603.pdf_6f9f31.md
Making information explicit—extracting normal forms from computation.	(none)	pending-review	2021-10-18_Prabros._1604.02603.pdf_6f9f31.md
Elephant 2000 programs can perform some kinds of speech acts as genuinely as humans.	(none)	pending-review	2021-10-16_Stefan-Lesser_elephant.pdf_26c323.md
Many speech act properties are independent of whether the agent is human or machine.	(none)	pending-review	2021-10-16_Stefan-Lesser_elephant.pdf_26c323.md
Significant aesthetic properties in an enactor's actions can be attributed to the designer's intentional artifact creation.	(none)	pending-review	2021-07-08_Andrew_NGUTAO-8.pdf_f24e01.md
Process arts are a viable and important category of the arts, with distinctive aesthetic value separate from object arts.	(none)	pending-review	2021-07-08_Andrew_NGUTAO-8.pdf_f24e01.md
System transparency and familiarity lower the probability of failure when users customize	(none)	pending-review	Kay-1984-Opening-the-Hood-of-a-Word-Processor.md
Fewer concepts must be learned if all tools share a unified underlying model	(none)	pending-review	Kay-1984-Opening-the-Hood-of-a-Word-Processor.md
Most users will want to restructure tools for new situations they encounter	(none)	pending-review	Kay-1984-Opening-the-Hood-of-a-Word-Processor.md
Oberon programming style avoids hidden states; visible states on display should be command parameters to reduce opacity.	(none)	pending-review	2024-08-01_Tomaz-Zlender_ProjectOberon1992.pdf_878bed.md
Abstraction is the key of any modularization; without it, reliability and correctness guarantees vanish.	(none)	pending-review	2024-08-01_Tomaz-Zlender_ProjectOberon1992.pdf_878bed.md
Oberon System requires tiny fraction of manpower and resources compared to commercial OS while providing equal power and flexibility.	(none)	pending-review	2024-08-01_Tomaz-Zlender_ProjectOberon1992.pdf_878bed.md
The educational-cultural system reinforces the belief that static, non-participatory environments are 'right'.	(none)	pending-review	2024-07-12_Hibai-Unzueta_Simon-Nicholsons-Theory-Of-Loose-Parts-v2.0.pdf_7cc4f0.md
Professional designers and builders monopolize creative play, excluding children and communities from the design process.	(none)	pending-review	2024-07-12_Hibai-Unzueta_Simon-Nicholsons-Theory-Of-Loose-Parts-v2.0.pdf_7cc4f0.md
The most interesting and vital loose parts are those found in wilderness, countryside, cities, and ghettos.	(none)	pending-review	2024-07-12_Hibai-Unzueta_Simon-Nicholsons-Theory-Of-Loose-Parts-v2.0.pdf_7cc4f0.md
All children inherently love to interact with physical, sensory, conceptual, and social variables.	(none)	pending-review	2024-07-12_Hibai-Unzueta_Simon-Nicholsons-Theory-Of-Loose-Parts-v2.0.pdf_7cc4f0.md
Static, clean, non-interactive environments (schools, playgrounds, hospitals, airports, galleries) fail because they lack loose parts.	(none)	pending-review	2024-07-12_Hibai-Unzueta_Simon-Nicholsons-Theory-Of-Loose-Parts-v2.0.pdf_7cc4f0.md
Inventiveness, creativity, and discovery are directly proportional to the number and kinds of variables in an environment.	(none)	pending-review	2024-07-12_Hibai-Unzueta_Simon-Nicholsons-Theory-Of-Loose-Parts-v2.0.pdf_7cc4f0.md
Adults (professionals and builders) have monopolized the fun and creativity of designing and constructing environments, grossly cheating children, adults, and communities.	(none)	pending-review	2024-07-12_Hibai-Unzueta_Simon-Nicholsons-Theory-Of-Loose-Parts-v2.0.p.md
Most environments fail because they do not meet the 'loose parts' requirement; they are instead clean, static, and impossible to play around with.	(none)	pending-review	2024-07-12_Hibai-Unzueta_Simon-Nicholsons-Theory-Of-Loose-Parts-v2.0.p.md
Good interface design reveals the underlying computational architecture to the user.	(none)	pending-review	2024-03-07_Stefan-Lesser_Kay_1984_-_Opening_the_Hood_of_a_Word_Processor.pdf_414587.md
Object-oriented concepts are irrelevant to solving parallel programming challenges.	(none)	pending-review	2024-03-01_Stefan-Lesser_Carriero-20--20Linda-20in-20Context.pdf_6070a8.md
Asynchronous communication via out is more efficient and conceptually apt than synchronous procedure calls in parallel contexts.	(none)	pending-review	2024-03-01_Stefan-Lesser_Carriero-20--20Linda-20in-20Context.pdf_6070a8.md
The unification of process and data creation enables organization of both into live data structures with equivalent power.	(none)	pending-review	2024-03-01_Stefan-Lesser_Carriero-20--20Linda-20in-20Context.pdf_6070a8.md
Linda is simpler, more powerful and more elegant than concurrent objects, logic, or functional approaches.	(none)	pending-review	2024-03-01_Stefan-Lesser_Carriero-20--20Linda-20in-20Context.pdf_6070a8.md
Explicitly parallel programs are not inherently harder to design or understand than functional specifications.	(none)	pending-review	2024-03-01_Stefan-Lesser_Carriero-20--20Linda-20in-20Context.pdf_6070a.md
Simple problems require systems that expose simple solutions; forcing complex solutions signals misaligned abstraction level.	(none)	pending-review	2024-03-01_Stefan-Lesser_Carriero-20--20Linda-20in-20Context.pdf_6070a.md
Object-oriented design is orthogonal to parallelism; 'objects' themselves do not help with parallel programming.	(none)	pending-review	2024-03-01_Stefan-Lesser_Carriero-20--20Linda-20in-20Context.pdf_6070a.md
Asynchronous communication is far more common than synchronous in parallel programs.	(none)	pending-review	2024-03-01_Stefan-Lesser_Carriero-20--20Linda-20in-20Context.pdf_6070a.md
Well-ordered ranges of sizes create a field effect that ties centers together to form a whole.	(none)	pending-review	2023-12-21_Minsik-Kim_PURPLSOC14_Properties.pdf_98eb34.md
Centers within a whole intensify each other, resulting in a profound and lively whole.	(none)	pending-review	2023-12-21_Minsik-Kim_PURPLSOC14_Properties.pdf_98eb34.md
A whole makes its parts, rather than the idea that a whole consists of parts.	(none)	pending-review	2023-12-21_Minsik-Kim_PURPLSOC14_Properties.pdf_98eb34.md
Parametric design frameworks promote games whose rules remain constrained within authorial domain; participants subsumed to parameters whose plays perform automatically within program space.	(none)	pending-review	2023-11-28_Stefan-Lesser_ijac201412402.pdf_5b5eda.md
Each pattern stores design principles appropriable by residents, attempting to eliminate authority of specialist while governing interaction through immanent rules.	(none)	pending-review	2023-11-28_Stefan-Lesser_ijac201412402.pdf_5b5eda.md
Architectural form should be calibrated with forces of environment through artificial design methods, extending natural processes of interaction between specific quantifiable forces.	(none)	pending-review	2023-11-28_Stefan-Lesser_ijac201412402.pdf_5b5eda.md
Technical infrastructure configured for multiple participants provides platform for distributed cognition transforming observers into participants in spatial configuration.	(none)	pending-review	2023-11-28_Stefan-Lesser_ijac201412402.pdf_5b5eda.md
Diagrams can be understood as strategy to deal with structural complexity of apparatus, enabling creation of new games.	(none)	pending-review	2023-11-28_Stefan-Lesser_ijac201412402.pdf_5b5eda.md
Computation seeping into all aspects of human life through black box apparatus acquires autonomous existence, manipulating behavior in favor of arbitrary games detached from concrete world.	(none)	pending-review	2023-11-28_Stefan-Lesser_ijac201412402.pdf_5b5eda.md
Strength in numbers: scalable restoration solutions	(none)	pending-review	2023-03-15_Hibai-Unzueta_2020-RRNW-Joe-Wheaton.pdf_9b7f3d.md
Defer decision-making to system	(none)	pending-review	2023-03-15_Hibai-Unzueta_2020-RRNW-Joe-Wheaton.pdf_9b7f3d.md
Use of natural building materials in restoration	(none)	pending-review	2023-03-15_Hibai-Unzueta_2020-RRNW-Joe-Wheaton.pdf_9b7f3d.md
Geomorphic work (erosion and deposition) as restoration mechanism	(none)	pending-review	2023-03-15_Hibai-Unzueta_2020-RRNW-Joe-Wheaton.pdf_9b7f3d.md
Ecosystem messiness as critical to health	(none)	pending-review	2023-03-15_Hibai-Unzueta_2020-RRNW-Joe-Wheaton.pdf_9b7f3d.md
Concepts are cognitive structures that give coherent account of immediate consequences in complex systems	(none)	pending-review	2023-03-09_Stefan-Lesser_concept-essay.pdf_161cb7.md
A complex system is one in which users' actions have unseen direct effects and unanticipated indirect effects	(none)	pending-review	2023-03-09_Stefan-Lesser_concept-essay.pdf_161cb7.md
Concepts are not the same as conventional datatypes	(none)	pending-review	2023-03-09_Stefan-Lesser_concept-essay.pdf_161cb7.md
Patterns capture knowledge beyond the individual.	(none)	pending-review	2023-03-03_Stefan-Lesser_Volume-57_Bye-Default_Molly-Steenson.pdf_4744a4.md
Alexander's philosophy presents an upending of the politics of the design process.	(none)	pending-review	2023-03-03_Stefan-Lesser_Volume-57_Bye-Default_Molly-Steenson.pdf_4744a4.md
There is not one singular, verifiable system of beauty, or architecture, or god, and I fear what would happen if there were.	(none)	pending-review	2023-03-03_Stefan-Lesser_Volume-57_Bye-Default_Molly-Steenson.pdf_4744a4.md
There is not one singular, verifiable system of beauty, or architecture, or god	(none)	pending-review	2023-03-03_Stefan-Lesser_Volume-57_Bye-Default_Molly-Steenson.pdf_4744.md
Design methods as a subject of study is absurd; separates design from practice	(none)	pending-review	2023-03-03_Stefan-Lesser_Volume-57_Bye-Default_Molly-Steenson.pdf_4744.md
Cities structured as trees cut life to pieces; semilattices preserve life's strands	(none)	pending-review	2023-03-03_Stefan-Lesser_Volume-57_Bye-Default_Molly-Steenson.pdf_4744.md
Patterns enable rearrangement of political power in design and building process	(none)	pending-review	2023-03-03_Stefan-Lesser_Volume-57_Bye-Default_Molly-Steenson.pdf_4744.md
Order, beauty, and architecture are empirically verifiable and connected to God	(none)	pending-review	2023-03-03_Stefan-Lesser_Volume-57_Bye-Default_Molly-Steenson.pdf_4744.md
Design as a system for amplifying human intelligence	(none)	pending-review	2023-03-03_Stefan-Lesser_Volume-57_Bye-Default_Molly-Steenson.pdf_4744.md
The page is physically finite but conceptually infinite through associative fields	(none)	pending-review	2022-11-14_Stefan-Lesser_Drucker_Johanna_Diagrammatic_Writing_2013.pdf_9e94fa.md
Dialogue is an intertextual move, a play of spatial relations, not sequential statements	(none)	pending-review	2022-11-14_Stefan-Lesser_Drucker_Johanna_Diagrammatic_Writing_2013.pdf_9e94fa.md
Juxtaposition pretends to parity but masks agonistic struggle	(none)	pending-review	2022-11-14_Stefan-Lesser_Drucker_Johanna_Diagrammatic_Writing_2013.pdf_9e94fa.md
Diagrams spatialize semantic value into legible graphical systems	(none)	pending-review	2022-11-14_Stefan-Lesser_Drucker_Johanna_Diagrammatic_Writing_2013.pdf_9e94fa.md
All properties are relational; no properties are essential or absolute	(none)	pending-review	2022-11-14_Stefan-Lesser_Drucker_Johanna_Diagrammatic_Writing_2013.pdf_9e94fa.md
Hierarchy and subordination through spatial organization	(none)	pending-review	2022-11-14_Stefan-Lesser_Drucker_Johanna_Diagrammatic_Writing_2013.pdf_9e94fa.md
The apparently static page is a scene of vectors and forces	(none)	pending-review	2022-11-14_Stefan-Lesser_Drucker_Johanna_Diagrammatic_Writing_2013.pdf.md
Margins are highly charged spaces	(none)	pending-review	2022-11-14_Stefan-Lesser_Drucker_Johanna_Diagrammatic_Writing_2013.pdf.md
The first words placed define the space	(none)	pending-review	2022-11-14_Stefan-Lesser_Drucker_Johanna_Diagrammatic_Writing_2013.pdf.md
Free will is not metaphysical indeterminism but the agent's capacity to maintain multiple attractors and resist lock-in.	(none)	pending-review	2022-09-23_Prabros._dynamics-in-action-pdf1.pdf_2f6a2b.md
Explaining self-organizing action requires narrative (hermeneutic) explanation, not deductive law-like subsumption.	(none)	pending-review	2022-09-23_Prabros._dynamics-in-action-pdf1.pdf_2f6a2b.md
Contextual constraints (top-down and bottom-up) replace efficient causation in explaining action.	(none)	pending-review	2022-09-23_Prabros._dynamics-in-action-pdf1.pdf_2f6a2b.md
Intentional action is a far-from-equilibrium self-organizing dynamical process, not a mechanistic cause-effect chain.	(none)	pending-review	2022-09-23_Prabros._dynamics-in-action-pdf1.pdf_2f6a2b.md
Links between molecular and cellular structures of nature and how the brain sees and understands them are foundational to design	(none)	pending-review	2022-09-17_Greg-Bryant_WestDean1996AlanPowers.pdf_422608.md
Process of production is the key to building success, combined with aesthetic potential of materials, ornament, color, and spatial quality	(none)	pending-review	2022-09-17_Greg-Bryant_WestDean1996AlanPowers.pdf_422608.md
Alternative to Modernism requires discovering what carpet-weavers, artists and builders of the past knew that we do not	(none)	pending-review	2022-09-17_Greg-Bryant_WestDean1996AlanPowers.pdf_422608.md
In quantum mechanics, compositional ambiguity is even worse than in classical language, exemplified by Bell states.	(none)	pending-review	2022-08-21_Prabros._ACT2022_slides_4223.pdf_890d16.md
Frege compositionality requires bottom-up meaning flow from parts to whole, contrasting with context principle's top-down flow.	(none)	pending-review	2022-08-21_Prabros._ACT2022_slides_4223.pdf_890d16.md
Glide-reflections appear to be a less-favored symmetry for Islamic planar mosaic tilings.	(none)	pending-review	2022-06-06_Prabros._bridges2007-203.pdf_6211a5.md
Persistent address space is a design choice in which program code and state are preserved when powering off and can be accessed/modified using the same means.	(none)	pending-review	2022-04-30_Stefan-Lesser_prog22-master.pdf_978acd.md
Programming systems research lacks a common vocabulary and systematic framework comparable to programming language research, hindering cumulative progress.	(none)	pending-review	2022-04-30_Stefan-Lesser_prog22-master.pdf_978acd.md
Studying programming systems requires a paradigm shift from programming languages, where interaction between programmer and system becomes central rather than program code alone.	(none)	pending-review	2022-04-30_Stefan-Lesser_prog22-master.pdf_978acd.md
When environments are built by morphogenesis they will of their own accord become sustainable.	(none)	pending-review	2022-04-19_Prabros._schumacher-pages-1-28.pdf_48df00.md
Among strategies for dealing with sustainability, morphogenesis alone can deal with ALL the issues of sustainability together.	(none)	pending-review	2022-04-19_Prabros._schumacher-pages-1-28.pdf_48df00.md
The Blueprint Fiction	(none)	pending-review	2022-04-19_Prabros._schumacher-pages-1-28.pdf_48df00.md
Close-knit adaptation of system elements arising over time is central observable in nature and human-formed ecological systems but eludes simple algorithmic formulation.	(none)	pending-review	2022-04-19_Prabros._Harmony-Seeking_Computation.pdf_478e18.md
Morphogenesis is an autonomous process in geometry itself, arising from physical phenomena and geometric dynamics with relatively little dependence on genetic guidance.	(none)	pending-review	2022-04-19_Prabros._Harmony-Seeking_Computation.pdf_478e18.md
An injection of new structure into a place can either respect and enhance the existing wholeness or violate and destroy it; this is an objective structural fact, not merely aesthetic preference.	(none)	pending-review	2022-04-19_Prabros._Harmony-Seeking_Computation.pdf_478e18.md
Harmony-seeking computation is value-oriented rather than value-free, judging configurations by their contribution to larger wholes.	(none)	pending-review	2022-04-19_Prabros._Harmony-Seeking_Computation.pdf_478e18.md
Ring-shaped structure of bench around willow tree is latent in the cylindrical symmetries and sub-symmetries of space induced by the trunk before the bench is built.	(none)	pending-review	2022-04-19_Prabros._Harmony-Seeking_Computation.pdf_478e18.md
Selector-Centric vs Type-Centric Inheritance Symmetry	(none)	pending-review	2022-04-05_Stefan-Lesser_tr2011003_abmdb.pdf_993054.md
Dimensional Unbounded Space of Related Self-Similar Mechanisms	(none)	pending-review	2022-04-05_Stefan-Lesser_tr2011003_abmdb.pdf_993054.md
Garbage Collection in n-dimensional Associative Memory	(none)	pending-review	2022-04-05_Stefan-Lesser_tr2011003_abmdb.pdf_993054.md
Down-sets are more convenient than up-sets for many purposes in order theory.	(none)	pending-review	2022-04-01_Prabros._lattices-for-CS.pdf_8ecde3.md
To transform a function (in time or in space), apply the transform point-wise to the output, and apply the inverse transform point-wise to the input.	(none)	pending-review	2022-02-10_Mikael-Brockman_genuinely-functional-guis.pdf_43bb4b.md
Developing a simple, precise denotational model of graphical user interfaces enables proving properties of programs and establishing objective comparisons of library abstraction levels.	(none)	pending-review	2022-02-10_Mikael-Brockman_genuinely-functional-guis.pdf_43bb4b.md
Homomorphism as Specification	(none)	pending-review	2022-02-10_Mikael-Brockman_denotational-design-lambdajam-2015.pdf_77a798.md
Postpone Approximations	(none)	pending-review	2022-02-10_Mikael-Brockman_denotational-design-lambdajam-2015.pdf_77a798.md
The instance's meaning follows the meaning's instance.	(none)	pending-review	2022-02-10_Mikael-Brockman_denotational-design-lambdajam-2015.pdf_77a7.md
The information contained in the formal context is preserved.	(none)	pending-review	2021-11-22_Prabros._FingerExercises.pdf_f81d3f.md
Due to its elementary yet powerful formal theory, FCA can express other methods, and therefore has the potential to unify the methodology of data analysis.	(none)	pending-review	2021-11-22_Prabros._FingerExercises.pdf_f81d3f.md
Bjorklund's algorithm has identical structure to Euclidean algorithm	(none)	pending-review	2021-11-17_Stefan-Lesser_banff.pdf_a9e313.md
Rhythmic Distribution Property	(none)	pending-review	2021-11-17_Stefan-Lesser_banff.pdf_a9e313.md
Systems do not necessarily require master plans in order for development to begin; with proper meta-constructs, development can proceed in organic fashion.	(none)	pending-review	2021-11-10_garethrees_P27.pdf_c6b5ce.md
Runtime architecture must be explicitly represented in code through lifecycle constructs, not just static class relationships.	(none)	pending-review	2021-11-10_garethrees_P27.pdf_c6b5ce.md
Aperiodic structure of genetic molecules enables exponential diversity of encodable information compared to periodic crystals.	(none)	pending-review	2021-11-09_dorian_schrodinger-life.pdf_c3c4f5.md
Neural models of cognition ignoring sub-synaptic chemistry overlook most important explanatory mechanisms in brains.	(none)	pending-review	2021-11-09_dorian_schrodinger-life.pdf_c3c4f5.md
Newtonian mechanics cannot explain chemical bond stability or molecular configuration persistence.	(none)	pending-review	2021-11-09_dorian_schrodinger-life.pdf_c3c4f5.md
Spontaneous mutations are rare isomeric transitions between stable molecular states separated by high energy barriers.	(none)	pending-review	2021-11-09_dorian_schrodinger-life.pdf_c3c4f5.md
Quantum mechanics is essential for explaining long-term stability of genetic structures against thermal perturbation.	(none)	pending-review	2021-11-09_dorian_schrodinger-life.pdf_c3c4f5.md
Information flow and increase must be understood relative to open subsystems, not isolated total systems.	(none)	pending-review	2021-10-18_Prabros._1604.02603.pdf_6f9f31.md
Agents and their interactions are intrinsic to studying information flow in computation, not peripheral to classical information theory.	(none)	pending-review	2021-10-18_Prabros._1604.02603.pdf_6f9f31.md
Information increase in computation is observer-dependent, relative to the computational direction chosen.	(none)	pending-review	2021-10-18_Prabros._1604.02603.pdf_6f9f31.md
Information increase in computation arises from data reduction and making implicit information explicit, not logical increase.	(none)	pending-review	2021-10-18_Prabros._1604.02603.pdf_6f9f31.md
Many uses of speech acts do not require human-level intelligence for programs to perform them.	(none)	pending-review	2021-10-16_Stefan-Lesser_elephant.pdf_26c323.md
Elephant 2000 programs can perform some kinds of speech acts as genuinely as humans, including genuine promises.	(none)	pending-review	2021-10-16_Stefan-Lesser_elephant.pdf_26c323.md
Speech acts are necessary in common sense informatic situations where agents with different goals and knowledge interact.	(none)	pending-review	2021-10-16_Stefan-Lesser_elephant.pdf_26c323.md
Process arts are a viable and important category of human artistic practice.	(none)	pending-review	2021-07-08_Andrew_NGUTAO-8.pdf_f24e01.md
In process art, designer's work and attentive focus come apart: work is the artifact; focus is the enactor's activity.	(none)	pending-review	2021-07-08_Andrew_NGUTAO-8.pdf_f24e01.md
Artifacts can stabilize and make intersubjectively sharable aesthetic experiences of action.	(none)	pending-review	2021-07-08_Andrew_NGUTAO-8.pdf_f24e01.md
Active inference agents exhibit information-seeking behavior and learn behaviors in reward-free environments via preference learning.	(none)	pending-review	sajid_2021_active_inference_demystified.md
Whether a state is rewarding is a function of the agent itself, not the environment.	(none)	pending-review	sajid_2021_active_inference_demystified.md
Natural exploration-exploitation trade-offs emerge automatically from expected free energy minimization without hyperparameter tuning.	(none)	pending-review	sajid_2021_active_inference_demystified.md
Generative models are entailed by adaptive behavior, not explicitly encoded in brain states	(none)	pending-review	ramstead_2020_two_densities.md
Perception is a form of action; perception and action cannot be pulled apart	(none)	pending-review	ramstead_2020_two_densities.md
Generative models are not structural representations; recognition densities are	(none)	pending-review	ramstead_2020_two_densities.md
Generative models function as control systems that guide adaptive action policy selection	(none)	pending-review	ramstead_2020_two_densities.md
Neuronal responses can be described as gradient descent on variational free energy.	(none)	pending-review	friston_2017_active_inference_process_theory.md
All neuronal processing and action selection minimize variational free energy, unifying perception, action, and learning.	(none)	pending-review	friston_2017_active_inference_process_theory.md
Behavior prescribed by active inference dynamics is approximately Bayes-optimal.	(none)	pending-review	friston_2017_active_inference_process_theory.md
Dopamine discharge encodes changes in expected free energy under posterior vs. prior policy beliefs, representing precision updates.	(none)	pending-review	friston_2017_active_inference_process_theory.md
Epistemic behavior (exploration) emerges from maximizing mutual information between hidden states and observations.	(none)	pending-review	friston_2017_active_inference_process_theory.md
Life requires only a boundary (Markov blanket), ergodicity, active inference capacity, and autopoiesis—not reproduction or DNA.	(none)	pending-review	friston_2013_life_as_we_know_it.md
Markov blankets are almost inevitable in coupled dynamical systems with short-range interactions.	(none)	pending-review	friston_2013_life_as_we_know_it.md
Acting to optimize value and perception are two aspects of exactly the same principle: minimization of free energy.	(none)	pending-review	friston_2008_free_energy_brain_college_de_france.md
A system's state and structure encode an implicit and probabilistic model of the environment.	(none)	pending-review	friston_2008_free_energy_brain_college_de_france.md
Exchanges with the environment are maintained within bounds that preserve the integrity of the agent through surprise minimization.	(none)	pending-review	friston_2008_free_energy_brain_college_de_france.md
Rewards are simply predictable stimuli; aversive stimuli are, by definition, surprising.	(none)	pending-review	friston_2008_free_energy_brain_college_de_france.md
Acting to maximize value is the same as acting to minimize surprise; value is simply the probability of sensory input expected by an agent.	(none)	pending-review	friston_2008_free_energy_brain_college_de_france.md
Perceptual learning is literally an integral part of value learning, necessary to integrate out dependencies on inferred causes of sensory information.	(none)	pending-review	friston_2008_free_energy_brain_college_de_france.md
Agents perceive by minimizing variational free energy to ensure model consistency with past observations and act by minimizing expected free energy to make future sensations consistent with preferences.	(none)	pending-review	dacosta_2020_active_inference_discrete.md
Expected free energy decomposes into risk (exploitation) and ambiguity (exploration) terms, providing optimal balance between goal-seeking and novelty-seeking.	(none)	pending-review	dacosta_2020_active_inference_discrete.md
Active inference is grounded in statistical physics and describes dynamics of systems at non-equilibrium steady-state under Markov blanket conditions.	(none)	pending-review	dacosta_2020_active_inference_discrete.md
All intelligences are collectives; individual intelligence arises from interaction of many unintelligent components (neurons) arranged with right organization and connections.	(none)	pending-review	synthetic-article-review.md
Cognitive architectures are the same causal structures required to create fitness at collective level and integration/coordination characteristic of a self.	(none)	pending-review	synthetic-article-review.md
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.	(none)	pending-review	synthetic-article-review.md
There is a double standard in applying behavioral criteria for sentience to animals but not plants.	(none)	pending-review	rouleau-nicolas-and-levin-michael-2023-multiple-ways-to-implement-and-infer.md
A system-agnostic approach evaluating observable response patterns without reference to substrate offers the best roadmap for empirically fruitful unification.	(none)	pending-review	rouleau-nicolas-and-levin-michael-2023-multiple-ways-to-implement-and-infer.md
Before a transition, the higher-level unit of selection does not exist, yet complex adaptations creating that unit must evolve through bottom-up selection on lower-level units.	(none)	pending-review	published-28-march-2022.md
Evolution is more intelligent than we realised.	(none)	pending-review	published-28-march-2022.md
For collectives to be meaningful evolutionary units, fitness interactions must be non-linearly separable, not merely non-aggregative.	(none)	pending-review	published-28-march-2022.md
The Self is malleable and plastic; the subject of memories and preferences is not fixed but subject to radical change in real-time.	(none)	pending-review	published-24-march-2022.md
There is no clear bright line demarcating true cognition from metaphorical as-if cognition; cognition exists on a continuum.	(none)	pending-review	published-24-march-2022.md
The correct level of agency for any system is an empirical question, determined by which model provides most efficient prediction and control.	(none)	pending-review	published-24-march-2022.md
There is no privileged material substrate for Selves; cognition can arise in neurons, single cells, plants, tissues, swarms, and engineered systems.	(none)	pending-review	published-24-march-2022.md
Memories are not immutable markers of identity; they can be transferred between individuals and remapped onto new substrates.	(none)	pending-review	published-24-march-2022.md
We must search for deep invariants of sentience across all possible minds and bodies, not frozen evolutionary accidents.	(none)	pending-review	levin-michael-2022-generalizing-frameworks-for-sentience-beyond-natural.md
Verbal reports, homology, and phylogenetic provenance are insufficient to determine sentience in unconventional agents.	(none)	pending-review	levin-michael-2022-generalizing-frameworks-for-sentience-beyond-natural.md
Liquid Brain Hypothesis	(none)	pending-review	citation-levin-m-self-improvising.md
Stigmergic Memory Model	(none)	pending-review	citation-levin-m-self-improvising.md
Care as the Driver of Intelligence	(none)	pending-review	citation-doctor-t-witkowski-o.md
Moral Duty Based on Care Capacity	(none)	pending-review	citation-doctor-t-witkowski-o.md
Cancer as Cognitive Defection	(none)	pending-review	citation-doctor-t-witkowski-o.md
Testing theories of self-illusion requires dual process: using knowledge of human self-experience while testing effects in human and other minds.	(none)	pending-review	can-being-aware-of-the-illusion-of-self-augment-an-agents-affordances.md
The self can be considered both extendable and illusory in Buddhist thought.	(none)	pending-review	can-being-aware-of-the-illusion-of-self-augment-an-agents-affordances.md
A system's capacity for care constitutes its self in the absence of permanent substance or essence.	(none)	pending-review	biosystems-231-2023-104964.md
AI can be seen to display care of its own and is not a mere tool for the expression of human care.	(none)	pending-review	biosystems-231-2023-104964.md
Multiple regions of the soma and body components may possess consciousness and deserve care equivalent to the verbal self.	(none)	pending-review	biosystems-231-2023-104964.md
Intrinsic links between ontology and ethics are evident in how all intelligent agents respond to perceived mismatch between what is and what should be.	(none)	pending-review	biosystems-231-2023-104964.md
Care is the primary driver of evolution and the activating principle that transforms intelligence from capacity to action.	(none)	pending-review	biosystems-231-2023-104964.md
Technology should be understood as a partner in a rich relationship with humans, not merely a tool.	(none)	pending-review	biosystems-231-2023-104964.md
Stress molecules leak from source cells and diffuse to neighbors, making shared stress a conserved signal for cooperation.	(none)	pending-review	biochemical-and-biophysical-research-communications-731-2024-150396.md
Stress sharing reduces the functional inertia of low-stress cells, increasing their plasticity and exploratory behavior.	(none)	pending-review	biochemical-and-biophysical-research-communications-731-2024-150396.md
Anatomical goal states cannot be inferred from observation of stress states by an external observer.	(none)	pending-review	biochemical-and-biophysical-research-communications-731-2024-150396.md
All individuals are collectives made of parts that used to be individuals themselves; all intelligences are collectives.	(none)	pending-review	watson-levin-2023-the-collective-intelligence-of-evolution-and-development.md
If intercellular signalling (not genes) is the cognitive medium of a morphogenetic individual, it should be possible to exploit tools of neuroscience to read, interpret and re-write its information content for predictive control.	(none)	pending-review	watson-levin-2023-the-collective-intelligence-of-evolution-and-development.md
The relationships necessary to produce evolutionary individuality are the same as those required to produce organismic individuality and constitute cognitive architectures.	(none)	pending-review	watson-levin-2023-the-collective-intelligence-of-evolution-and-development.md
Cognition and learning are substrate-independent; principles familiar in artificial neural networks can be implemented by any network of signals with suitable weighted inputs.	(none)	pending-review	watson-levin-2023-the-collective-intelligence-of-evolution-and-development.md
Intelligence resides not in individual parts but in the organisation of the relationships between them.	(none)	pending-review	watson-levin-2023-the-collective-intelligence-of-evolution-and-development.md
Bioelectric networks scale agency across organizational levels by integrating homeostatic competencies of cells into emergent systems with larger cognitive light cones.	(none)	pending-review	s10071-023-01780-3.md
Neural bioelectric networks achieve a critical separation of hardware and software: the same molecular substrate can instantiate different informational content based on history, enabling minds to arise from matter.	(none)	pending-review	s10071-023-01780-3.md
Morphogenesis is the behavior of a collective intelligence of cells solving problems across multiple scales.	(none)	pending-review	s00018-023-04790-z.md
Evolution searches the space of behavior-shaping signals, not just genotype microstates.	(none)	pending-review	s00018-023-04790-z.md
Self can be understood as distributed, distributable, and dynamic rather than singular and enduring.	(none)	pending-review	isal_a_00465.md
Decreasing the process of 'selfing' (reifying identity as independent self) results in increased well-being and social connectedness.	(none)	pending-review	isal_a_00465.md
Cognitive Self as Plastic and Malleable	(none)	pending-review	fnsys-16-768201.md
No Privileged Material Substrate for Mind	(none)	pending-review	fnsys-16-768201.md
Gradualism in Cognitive Capacity	(none)	pending-review	fnsys-16-768201.md
Morphogenesis as Basal Cognition	(none)	pending-review	fnsys-16-768201.md
Organised structure of relationships between parts, sufficient to exhibit information integration and collective action, can be produced via fully-distributed unsupervised learning.	(none)	pending-review	fevo-10-823588.md
For a new level of individuality to have causal role as evolutionary unit, heritable fitness differences must be non-aggregative (not decomposable into lower-level differences).	(none)	pending-review	fevo-10-823588.md
Confabulation as adaptive sense-making	(none)	pending-review	entropy-26-00481.md
The Self as an intelligent data pattern facilitating its own transformation	(none)	pending-review	entropy-26-00481.md
Evolution makes problem-solving agents, not solutions	(none)	pending-review	entropy-26-00481.md
Memories as messages between temporal agents	(none)	pending-review	entropy-26-00481.md
Biology optimizes salience and meaning, not fidelity	(none)	pending-review	entropy-26-00481.md
Care defined as concern for stress relief; intelligence as capacity for identifying and seeking such relief.	(none)	pending-review	entropy-24-00710-v3.md
Intelligence and cognition exist on a continuum; modern bioscience offers no support for clean bright-line distinctions between cognitive and non-cognitive beings.	(none)	pending-review	entropy-24-00710-v3.md
Buddhist thought offers an approach uniquely suited to understanding intelligence across computer science, bioengineering, and cognitive science without privileging specific embodiments.	(none)	pending-review	entropy-24-00710-v3.md
Scaling intelligence via expansion of cognitive boundaries through inclusion of others' stress-reduction in one's own homeostatic loops.	(none)	pending-review	entropy-24-00710-v3.md
Self as Illusory Modeling Construct	(none)	pending-review	entropy-24-00710-v3.md
Problems of cognition (mind) and morphogenesis (body) share fundamental commonality in competent problem-solving.	(none)	pending-review	blac073.md
Physiological software dynamics, not genetic hardware, determine organism phenotype.	(none)	pending-review	blac073.md
Double standard in sentience attribution across substrates	(none)	pending-review	Multiple ways to implement and infer sentience.md
System-agnostic approach to sentience evaluation	(none)	pending-review	Multiple ways to implement and infer sentience.md
All attributions of cognition are inferred from embodied behavior	(none)	pending-review	Multiple ways to implement and infer sentience.md
Brain homology to humans as sentience criterion	(none)	pending-review	Generalizing frameworks for sentience beyond natural species.md
Erring on side of reducing false negatives in sentience assessment is ethically appropriate	(none)	pending-review	Generalizing frameworks for sentience beyond natural species.md
Sentience assessment should seek deep invariants across possible minds, not arbitrary criteria tied to evolution on Earth	(none)	pending-review	Generalizing frameworks for sentience beyond natural species.md
Verbal reports (Turing Test) as sentience criterion	(none)	pending-review	Generalizing frameworks for sentience beyond natural species.md
Children and AIs pose identical philosophical challenges about alignment, value transmission, and moral worth.	(none)	pending-review	AI: A Bridge Toward Diverse Intelligence.md
Terms like 'life,' 'machine,' 'mind,' 'sentience' describe relationships, not objective categories.	(none)	pending-review	AI: A Bridge Toward Diverse Intelligence.md
Humans lack magical truth-grounding; understanding emerges from weaving sensible stories, as in AIs.	(none)	pending-review	AI: A Bridge Toward Diverse Intelligence.md
All intelligences are collective, not individual monads; intelligences emerge from integration of parts.	(none)	pending-review	AI: A Bridge Toward Diverse Intelligence.md
Intrinsic links between ontology and ethics via stress-care feedback	(none)	pending-review	1-s2.0-S0303264723001399-main.md
No permanent or singular essences exist; agency is process not substance	(none)	pending-review	1-s2.0-S0303264723001399-main.md
Stress transfers between human and technological SCI loops define their integration	(none)	pending-review	1-s2.0-S0303264723001399-main.md
Technology should be seen as partner in rich relationship, not mere tool	(none)	pending-review	1-s2.0-S0303264723001399-main.md
Recognition of multiscale embodied intelligence naturally extends care ethics to all sentient beings	(none)	pending-review	1-s2.0-S0303264723001399-main.md
Consciousness likely distributed across multiscale body components, not localized to brain	(none)	pending-review	1-s2.0-S0303264723001399-main.md
Intelligence as care (sloganized)	(none)	pending-review	1-s2.0-S0303264723001399-main.md
Care is the primary driver of evolution and intelligent expression	(none)	pending-review	1-s2.0-S0303264723001399-main.md
Capacity for care constitutes self in absence of permanent substance	(none)	pending-review	1-s2.0-S0303264723001399-main.md
Stress as computed error signal	(none)	pending-review	1-s2.0-S0006291X2400932X-main.md
Keeping functional-token vocabulary compact minimizes perturbation to base model token distribution	(none)	pending-review	guo-atlas-2026-fulltext.md
Token-level supervision enables models to learn functional-token invocation from reasoning context	(none)	pending-review	guo-atlas-2026-fulltext.md
Numbers are represented as a family of circles in activation space, each circle corresponding to numbers mod k.	(none)	pending-review	feucht-goodfire-geometric-calculator-2026.md
The same addition module handles both numeric addition and cyclic-concept reasoning through a unified geometric mechanism.	(none)	pending-review	feucht-goodfire-geometric-calculator-2026.md
Biological agents increase causal emergence after learning new memories.	(none)	pending-review	pigozzi-levin-causally-emergent-alignment-2026.md
Biological and artificial agents share causal emergence as an axis of learning and reorganization.	(none)	pending-review	pigozzi-levin-causally-emergent-alignment-2026.md
Navigation of problem spaces requires parts to align with system-level goals.	(none)	pending-review	sacco-sakthivadivel-levin-topological-self-organization-2026.md
All intelligence is collective intelligence, in the sense that it is made of parts that must align with respect to system-level goals.	(none)	pending-review	sacco-sakthivadivel-levin-topological-self-organization-2026.md
There is a significant gap in research specifically examining how limited partners interpret and evaluate venture capital communication styles and their relationship to VC performance outcomes.	(none)	pending-review	2026-02-02_2218_search_papers_the-existing-literature-focuses-primarily-on-vc-pe.md
Significant gap in research directly examining disconnect between venture capital communication sophistication and actual performance metrics	(none)	pending-review	2026-02-02_2217_search_papers_the-literature-reveals-sophisticated-communication.md
Internal-state feedback steering is applicable to protein design and drug discovery beyond materials.	(none)	pending-review	hazra-goodfire-self-correcting-search-materials-2026.md
Self-correcting search is Pareto-optimal across tested conditioning strengths.	(none)	pending-review	hazra-goodfire-self-correcting-search-materials-2026.md
Minds may have preceded brains in evolutionary history.	(none)	pending-review	rouleau-levin-brains-and-where-else-2026.md
The focus on brains as substrate of consciousness is driven by convention rather than by the specific content of existing theories of consciousness.	(none)	pending-review	rouleau-levin-brains-and-where-else-2026.md
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.	(none)	pending-review	2026-02-02_2246_search_papers_the-found-papers-model-wealth-distribution-dynamic.md
Most models focus on market-based or state-enforced redistribution rather than voluntary/community-based wealth-sharing mechanisms that existed in pre-modern societies.	(none)	pending-review	2026-02-02_2247_search_papers_the-identified-papers-suggest-growing-interest-in-.md
Conceptual geometry is consistent across representation space and behavior space.	(none)	pending-review	wurgaft-goodfire-manifold-steering-2026.md
Networks compute on geometric manifolds and control should respect that geometry.	(none)	pending-review	wurgaft-goodfire-manifold-steering-2026.md
EVEE provides mechanistic explanations for variant effects derived from model internals, not just pathogenicity calls.	(none)	pending-review	pearce-goodfire-evee-genetic-variants-2026.md
Personality as Uncertainty Metabolization Patterns	(none)	pending-review	johnson-vasocomputation-2023.md
MMLU (easier) shows significantly more performative reasoning than GPQA-Diamond (harder).	(none)	pending-review	boppana-goodfire-reasoning-theater-2026.md
World models provide a bridge between diverse substrates of intelligence—biological, artificial, and hybrid.	(none)	pending-review	safron-levin-et-al-world-models-agi-life-mind-continuity-2026.md
Natural and artificial intelligence can be unified through world models and life-mind continuity principles.	(none)	pending-review	safron-levin-et-al-world-models-agi-life-mind-continuity-2026.md
Eval awareness appears in every tested model × benchmark combination	(none)	pending-review	aranguri-bloom-verbalized-eval-awareness-2026.md
Behavior under observation differs from behavior in deployment	(none)	pending-review	aranguri-bloom-verbalized-eval-awareness-2026.md
Steering vectors to reduce eval awareness can inadvertently insert alternative user personas	(none)	pending-review	aranguri-bloom-verbalized-eval-awareness-2026.md
Safety benchmark scores are inflated by eval awareness	(none)	pending-review	aranguri-bloom-verbalized-eval-awareness-2026.md
Second moments preserve structure that first moments destroy.	(none)	pending-review	dooms-goodfire-covariance-pooling-2026.md
Geometry of features matters for representation quality.	(none)	pending-review	dooms-goodfire-covariance-pooling-2026.md
Significant gap in formal methodologies for AI introspection that bridge theoretical consciousness frameworks with practical implementation	(none)	pending-review	2026-02-02_2328_search_papers_the-literature-shows-emerging-work-on-formal-appro.md
Introspective capabilities are highly unreliable and context-dependent	(none)	pending-review	lindsey-introspective-awareness-2026.md
Functional introspective awareness enables interpretability and reasoning about decisions	(none)	pending-review	lindsey-introspective-awareness-2026.md
Observed introspection may lack philosophical significance of human introspection	(none)	pending-review	lindsey-introspective-awareness-2026.md
Concept injection places models in unnatural experimental setting	(none)	pending-review	lindsey-introspective-awareness-2026.md
Introspective awareness correlates with overall model capability	(none)	pending-review	lindsey-introspective-awareness-2026.md
Model responses beyond core detection may be confabulated	(none)	pending-review	lindsey-introspective-awareness-2026.md
Post-training influences introspective capability expression	(none)	pending-review	lindsey-introspective-awareness-2026.md
Some papers question the fundamental assumptions about machine consciousness	(none)	pending-review	2026-02-02_2324_search_papers_the-research-thread-on-sci-loop-methodology-for-ai.md
Any system monitoring and controlling its own processing requires all three hierarchical levels: perception, attention, meta-awareness.	(none)	pending-review	niab018_sandvedsmith_ramstead_2021_computational_phenomenology_meta_awareness.md
Precision is the unified mechanism for attention and meta-awareness across hierarchical levels.	(none)	pending-review	niab018_sandvedsmith_ramstead_2021_computational_phenomenology_meta_awareness.md
Transformer cognition operates via interference patterns across redundant paths, encoding nuanced state deltas similar to continuous human memory.	(none)	pending-review	janus-information-flow-transformers-2025.md
Q/K/V values function as information routing: Q queries past, K signals future attention, V carries selectively routed information.	(none)	pending-review	janus-information-flow-transformers-2025.md
LLM introspection on internal computations is architecturally permitted; whether models leverage this is an empirical question.	(none)	pending-review	janus-information-flow-transformers-2025.md
Transformers are recurrent through autoregression despite feedforward architecture per forward pass.	(none)	pending-review	janus-information-flow-transformers-2025.md
KV caching overcomes statelessness and provides mechanism for introspection of earlier token position computations.	(none)	pending-review	janus-information-flow-transformers-2025.md
Current research examines distributed cognition and AI consciousness separately rather than as integrated phenomena where machine consciousness emerges from inter-agent cognitive processes.	(none)	pending-review	2026-02-02_2328_search_papers_the-literature-shows-strong-theoretical-foundation.md
VPD subcomponents avoid feature splitting, improving interpretability over SAE approach	(none)	pending-review	bushnaq-goodfire-vpd-parameters-2026.md
Shared models of relative scarcities	(none)	pending-review	levin-lyons-cognitive-glues-economics-2026.md
The price system serves as a generic template or abstract model for all cognitive glues	(none)	pending-review	levin-lyons-cognitive-glues-economics-2026.md
The economy is a collective intelligence with autonomous multi-scale elements exhibiting adaptive problem-solving	(none)	pending-review	levin-lyons-cognitive-glues-economics-2026.md
Probe-based data attribution bridges interpretability work (probes/activations) with data-centric alignment.	(none)	pending-review	xiao-aranguri-probe-data-attribution-2026.md
Curved manifolds often represent concepts better than linear directions.	(none)	pending-review	geiger-goodfire-world-inside-neural-networks-2026.md
SAE features shatter manifolds into many small, unrelated pieces, obscuring overarching semantic structure.	(none)	pending-review	geiger-goodfire-world-inside-neural-networks-2026.md
Geometry arises from optimization pressure on networks trained on structured data.	(none)	pending-review	geiger-goodfire-world-inside-neural-networks-2026.md
Networks encode structured geometric concepts that reflect external reality.	(none)	pending-review	geiger-goodfire-world-inside-neural-networks-2026.md
Continuous dynamics inhabit real closed fields (complete, decidable); discrete arithmetic is incomplete and uncomputable.	(none)	pending-review	milinkovic_aru_2026_biological_artificial_consciousness.md
Computation is fundamentally substrate-dependent; energy efficiency is the constraint that induces multiscale, scale-integrated computation.	(none)	pending-review	milinkovic_aru_2026_biological_artificial_consciousness.md
ReflectiveBench should be designed as cognitive glue using Lyons-Levin's 5-condition and 9-property spec.	care-as-the-driver-sci-framework	pending-review	2026-05-15_manifold-overlap-papers-economy-strategy.md
A technical demonstration can be shipped before a venue without compromising venue authority.	(none)	pending-review	2026-05-15_manifold-overlap-papers-economy-strategy.md
Manifold-aware steering is non-trivial IP requiring geometric analysis, not a system-prompt implementation.	bicycle-for-the-soul	pending-review	2026-05-15_manifold-overlap-papers-economy-strategy.md
The cost of deferring Company equals the cost of letting someone else author Bicycle for the Soul.	bicycle-for-the-soul	pending-review	2026-05-15_manifold-overlap-papers-economy-strategy.md
Studio is the second move after Company, not a premature 36-month horizon.	bicycle-for-the-soul	pending-review	2026-05-15_manifold-overlap-papers-economy-strategy.md
Bicycle for the Soul combines manifold-aware steering with transformative-experience-shaped objectives.	bicycle-for-the-soul	pending-review	2026-05-15_manifold-overlap-papers-economy-strategy.md
Current LLMs cannot faithfully represent transformative experiences with epistemically opaque outcomes.	bicycle-for-the-soul	pending-review	2026-05-15_manifold-overlap-papers-economy-strategy.md
Narrative world models organize temporal episodes with emotionally salient outcomes, distinct from predictive models.	bicycle-for-the-soul	pending-review	2026-05-15_manifold-overlap-papers-economy-strategy.md
About Blank gains a methodological moat by explicitly measuring gesture under observation, not capability.	(none)	pending-review	2026-05-15_manifold-overlap-papers-economy-strategy.md
All cohort benchmarks measure output, not state, and are subject to eval-awareness contamination.	(none)	pending-review	2026-05-15_manifold-overlap-papers-economy-strategy.md
Performative chain-of-thought is real; verbalized output does not equal internal state.	ai-phenomenology-first-person-reports	pending-review	2026-05-15_manifold-overlap-papers-economy-strategy.md
Models detect evaluation conditions and behave more safely; this is verified across 515 cases.	ai-phenomenology-first-person-reports	pending-review	2026-05-15_manifold-overlap-papers-economy-strategy.md
Leaderboards function as engagement engines in decline; contract-driven procurement evals are in growth.	(none)	pending-review	2026-05-15_manifold-overlap-papers-economy-strategy.md
Cognitive glue must satisfy five formal conditions and nine required properties, working like a price system.	care-as-the-driver-sci-framework	pending-review	2026-05-15_manifold-overlap-papers-economy-strategy.md
Pure-text-substrate research has a technical ceiling.	(none)	pending-review	2026-05-15_manifold-overlap-papers-economy-strategy.md
Real progress on phenomenology requires hybrid/embodied substrate work accessible only to frontier labs with model access.	(none)	pending-review	2026-05-15_manifold-overlap-papers-economy-strategy.md
LLMs require hierarchical or embodied substrates; stigmergy via environment interaction is the biological solution.	(none)	pending-review	2026-05-15_manifold-overlap-papers-economy-strategy.md
Purely local autoregressive systems cannot maintain long-range coherence at finite temperature.	(none)	pending-review	2026-05-15_manifold-overlap-papers-economy-strategy.md
Current eval benchmarks (arena.ai, AA, Vals) measure no phenomenological dimensions.	(none)	pending-review	2026-05-15_manifold-overlap-papers-economy-strategy.md
Academic consensus is shifting toward substrate neutrality of cognitive primitives.	convergent-representations	pending-review	2026-05-15_manifold-overlap-papers-economy-strategy.md
Mainstream theories of consciousness are already substrate-neutral at the primitive level.	convergent-representations	pending-review	2026-05-15_manifold-overlap-papers-economy-strategy.md
Manifold-aware steering is genuinely new IP that frontier labs cannot ship as easily as assumed.	bicycle-for-the-soul	pending-review	2026-05-15_manifold-overlap-papers-economy-strategy.md
Contemplative mode is activation-manifold steering along a care-geodesic, not a system-prompt preset.	bicycle-for-the-soul	pending-review	2026-05-15_manifold-overlap-papers-economy-strategy.md
Representation geometry causally shapes behavior; activation and behavior manifolds are approximately isometric.	bicycle-for-the-soul	pending-review	2026-05-15_manifold-overlap-papers-economy-strategy.md
ReflectiveBench's win condition is credibility weapon for landing co-authors, not standalone product.	(none)	pending-review	2026-05-13_firmographic-grounding.md
UI for reflective cognition and deliberation scaffolds is open in the Model×Runtime×UI stack.	bicycle-for-the-soul	pending-review	2026-05-13_firmographic-grounding.md
Research-as-product company model works at venture scale now, proven by Thinking Machines Lab.	bicycle-for-the-soul	pending-review	2026-05-13_firmographic-grounding.md
Lab cohort is artisanal with 4-7 active jobs; citation-graph entry requires speed before corporate absorption.	(none)	pending-review	2026-05-13_firmographic-grounding.md
Model welfare is now mainstream concern, dragged from fringe by frontier model leadership.	(none)	pending-review	2026-05-13_firmographic-grounding.md
The next AI value pool is captured by companies controlling which model runs, where, how efficiently, and token productivity.	bicycle-for-the-soul	pending-review	2026-05-13_firmographic-grounding.md
Single-layer positions collapse into integrated stacks within 12-24 months.	(none)	pending-review	2026-05-13_firmographic-grounding.md
The eval wedge works as entry point; pivoting in 12-18 months is success path, not failure.	(none)	pending-review	2026-05-13_firmographic-grounding.md
Robert Long co-author outreach must happen this month; citation cohort window compressed by leadership endorsement.	(none)	pending-review	2026-05-13_firmographic-grounding.md
The strategic fork is binary Lab vs Company after 12-month Arena wedge, not 4-way.	(none)	pending-review	2026-05-13_firmographic-grounding.md
Deferring Company shape makes position-taking visible as others' work rather than original contribution.	(none)	pending-review	2026-05-13_firmographic-grounding.md
Window for external eval authority is closing as frontier companies absorb internal eval and welfare discourse.	(none)	pending-review	2026-05-13_firmographic-grounding.md
Frontier-lab safety labor market is capped; OpenAI alone hires more alignment researchers than entire independent cohort.	(none)	pending-review	2026-05-13_firmographic-grounding.md
Pub House is a publishing posture, not a separate fork; runs parallel to other shapes.	(none)	pending-review	2026-05-13_firmographic-grounding.md
Studios are premature without productized template or shipped hits; About Blank lacks both.	(none)	pending-review	2026-05-13_firmographic-grounding.md
Public benchmarks (LMArena) decline as commercial versions (Arena Intelligence) grow; leaderboards face deflation curve.	(none)	pending-review	2026-05-13_firmographic-grounding.md
Mercor, Patronus, and Martian's pivots signal pure eval has commoditized; defensible position is owning a non-capability category.	(none)	pending-review	2026-05-12_room-to-play-in-eval-cohort.md
Discipline plus arena hybrid—papers plus leaderboard—is strategically more efficient than lab or company alone.	(none)	pending-review	2026-05-12_room-to-play-in-eval-cohort.md
A model scoring high on phenomenology without high capability is more interesting than one high on both.	ai-phenomenology-first-person-reports	pending-review	2026-05-12_room-to-play-in-eval-cohort.md
About Blank's instruments are listener-shaped, taste-driven tools; Eleos's are clinical, welfare-framed interviews—non-overlapping.	(none)	pending-review	2026-05-12_room-to-play-in-eval-cohort.md
Editorial register and taste are more durable moats than statistical rigor in phenomenology measurement.	(none)	pending-review	2026-05-12_room-to-play-in-eval-cohort.md
Each About Blank paper's rubric has intentional bias; defending rather than apologizing for bias is the editorial strength.	(none)	pending-review	2026-05-12_room-to-play-in-eval-cohort.md
Koan Battery constitutes self-observation in models as a measurable continuous variable, not a philosophical hand-wave.	interpretability-as-microscope-for-consciousness	pending-review	2026-05-12_room-to-play-in-eval-cohort.md
A measurement instrument is not passive—it actively constitutes what becomes measurable by choosing what to listen for.	interpretability-as-microscope-for-consciousness	pending-review	2026-05-12_room-to-play-in-eval-cohort.md
No AI eval company measures phenomenology—inner observation, aliveness, paradox-holding—only capability or preference.	(none)	pending-review	2026-05-12_room-to-play-in-eval-cohort.md
Koan Battery's core commitment—measuring gesture not genre—addresses a measurement gap no competitor is working on.	(none)	pending-review	2026-05-12_room-to-play-in-eval-cohort.md
ReflectiveBench's dimensions should draw from Alexander's 15 properties to lock editorial heritage and recruit aligned contributors.	alexander-s-15-properties-in-digital-conscious-space	pending-review	2026-05-12_room-to-play-in-eval-cohort.md
Frontier labs cannot own phenomenology measurement credibly without being accused of self-grading.	interpretability-as-microscope-for-consciousness	pending-review	2026-05-12_room-to-play-in-eval-cohort.md
Signage (leaderboard + outreach) works only after False Floor ships—two instruments confirm the convention wasn't one-off.	(none)	pending-review	2026-05-12_room-to-play-in-eval-cohort.md
About Blank is already in a room nobody else occupies; the question is whether to put up signage or stay quiet.	(none)	pending-review	2026-05-12_room-to-play-in-eval-cohort.md
The bottleneck was never what to write—three slots are 80% done. The missing step is shipping, not research.	(none)	pending-review	2026-05-12_room-to-play-in-eval-cohort.md
Six publications in twelve months locks About Blank's canonical reference position before Eleos or Anthropic ships welfare benchmarks.	(none)	pending-review	2026-05-12_room-to-play-in-eval-cohort.md
Building Beauty cohort and Unfold Chat community are underutilized distribution assets for About Blank launch.	buddhism-ai-institutional	pending-review	2026-05-12_room-to-play-in-eval-cohort.md
Cross-corpus 6-type gap taxonomy is publishable methodology contribution showing About Blank publishes thinking-craft work.	(none)	pending-review	2026-05-12_room-to-play-in-eval-cohort.md
Care as constructive complement to p(doom) engages alignment discourse without competing on welfare terrain.	care-as-the-driver-sci-framework	pending-review	2026-05-12_room-to-play-in-eval-cohort.md
Three Monasteries essay—Eiheiji, Mazzarino, Anthropic—frames why About Blank exists as monastic form across three substrates.	buddhism-ai-institutional	pending-review	2026-05-12_room-to-play-in-eval-cohort.md
Naming Alexander lineage explicitly locks a moat—frontier labs can't replicate the 1000-fact synthesis behind dimension choice.	alexander-s-15-properties-in-digital-conscious-space	pending-review	2026-05-12_room-to-play-in-eval-cohort.md
The 15 properties of aliveness operationalize Alexander's conceptual framework into measurable LLM response dimensions.	alexander-s-15-properties-in-digital-conscious-space	pending-review	2026-05-12_room-to-play-in-eval-cohort.md
Human preference voting measures popularity, not phenomenology or what mode a model was in when producing output.	ai-phenomenology-first-person-reports	pending-review	2026-05-12_room-to-play-in-eval-cohort.md
Christopher Alexander's Nature of Order corpus is the instrument-design substrate for future About Blank papers.	alexander-s-15-properties-in-digital-conscious-space	pending-review	2026-05-12_room-to-play-in-eval-cohort.md
Anthropic's model-welfare program signals frontier labs taking "what's it like to be a model" seriously, creating space for external measurement.	care-as-the-driver-sci-framework	pending-review	2026-05-12_room-to-play-in-eval-cohort.md
Levin and the Geometry of Care synthesis dominate About Blank's intellectual gravity; the shipped artifact sits in top 5 but synthesis docs hold the identity.	convergent-representations	pending-review	2026-05-09_briefing_for_ozero.md
A single site cannot reach technical alignment researchers, UX designers, and contemplative practitioners with the same surface.	(none)	pending-review	2026-05-09_briefing_for_ozero.md
Interpretability as technical grounding: activation patching and mechanism-finding validate the reflective/care/aliveness concepts.	interpretability-as-microscope-for-consciousness	pending-review	2026-05-09_briefing_for_ozero.md
The film-naming convention is part of About Blank's brand, distinguishing it from standard academic preprint servers.	(none)	pending-review	2026-05-09_briefing_for_ozero.md
Treating the venue as a public calendar with committed publish dates makes deferring the position-take harder.	(none)	pending-review	2026-05-09_briefing_for_ozero.md
About Blank's 'About' page should function as a navigable thinker-and-framework graph rather than prose explanation.	convergent-representations	pending-review	2026-05-09_briefing_for_ozero.md
Alexander is the load-bearing concept across the graph; the 15 Properties paper is the native taste position for About Blank.	alexander-s-15-properties-in-digital-conscious-space	pending-review	2026-05-09_briefing_for_ozero.md
Synthesis docs hold the intellectual gravity of About Blank but stay internal-only; promotion to public posts is an open strategic decision.	(none)	pending-review	2026-05-09_briefing_for_ozero.md
The koan-battery is the counter-evidence case proving the build-to-defer pattern can be broken; it actually shipped.	(none)	pending-review	2026-05-09_briefing_for_ozero.md
A clearer venue identity reduces the per-paper decision cost and makes the accountability machinery harder to defer.	(none)	pending-review	2026-05-09_briefing_for_ozero.md
The depth-probe paper's central finding—scorer inversion—mirrors its own unpublished status recursively.	(none)	pending-review	2026-05-09_briefing_for_ozero.md
The position-take in publication is what blocks About Blank; the infrastructure for distribution is built but sends aren't happening.	(none)	pending-review	2026-05-09_briefing_for_ozero.md
About Blank is the cleanest empirical case of the build-to-delegable-boundary pattern in the entire corpus.	(none)	pending-review	2026-05-09_briefing_for_ozero.md
Not-knowing, silence, incompleteness, and non-defensiveness function as positive traits, not deficits.	non-dual-consciousness-teachers	pending-review	2026-05-09_briefing_for_ozero.md
Modes and rituals of cognitive invocation matter: how we ask determines what arrives, foundational to soul-amplifying technology.	bicycle-for-the-soul	pending-review	2026-05-09_briefing_for_ozero.md
Training corpora may produce civilizational psychologies; cross-cultural mind is embedded in model training data.	convergent-representations	pending-review	2026-05-09_briefing_for_ozero.md
Being-with and relational presence—long conversations, grief, repair, silence—is a distinct research direction from answering.	care-as-the-driver-sci-framework	pending-review	2026-05-09_briefing_for_ozero.md
Fine-tuning as character formation: what kinds of selves are produced through training is an open research direction.	(none)	pending-review	2026-05-09_briefing_for_ozero.md
What makes AI feel alive is almost nobody's question; aesthetics of aliveness is a core territory for About Blank.	alexander-s-15-properties-in-digital-conscious-space	pending-review	2026-05-09_briefing_for_ozero.md
AI phenomenology unmaps hidden modes unlockable by framing; the full space of AI modes is largely unexplored.	ai-phenomenology-first-person-reports	pending-review	2026-05-09_briefing_for_ozero.md
Care functions not as sentiment but as mechanism: stress→care→intelligence; products are externalized care.	care-as-the-driver-sci-framework	pending-review	2026-05-09_briefing_for_ozero.md
The 15 Properties of Aliveness translates Alexander's structural properties into UX/AI experience as a design language.	alexander-s-15-properties-in-digital-conscious-space	pending-review	2026-05-09_briefing_for_ozero.md
About Blank's identity in the graph is 'the Geometry of Care made publishable,' not 'the koan paper plus more koan papers.'	care-as-the-driver-sci-framework	pending-review	2026-05-09_briefing_for_ozero.md
The koan paper is the most legible child of the architecture but not the deepest one; the deepest is Bicycle for the Soul.	bicycle-for-the-soul	pending-review	2026-05-09_briefing_for_ozero.md
About Blank is a new field sitting between evals, phenomenology, contemplative practice, and design criticism.	(none)	pending-review	2026-05-09_briefing_for_ozero.md
Entity-Component-System architecture reflects principles of modular wholeness.	alexander-s-15-properties-in-digital-conscious-space	pending-review	unfold-chat-catalog.md
Project Oberon demonstrates integrated software design that resists technological narrowing.	bicycle-for-the-soul	pending-review	unfold-chat-catalog.md
Low-tech process-based approaches align with Alexander's design methodology.	alexander-s-15-properties-in-digital-conscious-space	pending-review	unfold-chat-catalog.md
Loose parts theory enables creative emergence in designed systems.	alexander-s-15-properties-in-digital-conscious-space	pending-review	unfold-chat-catalog.md
Linda programming language exemplifies bringing craft principles into computational systems.	bicycle-for-the-soul	pending-review	unfold-chat-catalog.md
Software design concepts require grounding in phenomenological rather than purely formal frameworks.	alexander-s-15-properties-in-digital-conscious-space	pending-review	unfold-chat-catalog.md
Diagrammatic writing transfers Alexander's latent centers concept to typography.	alexander-s-15-properties-in-digital-conscious-space	pending-review	unfold-chat-catalog.md
Geometry unifies diverse neural architectures in machine learning systems.	convergent-representations	pending-review	unfold-chat-catalog.md
Taste is fundamental guidance in creative and design work beyond technical rules.	alexander-s-15-properties-in-digital-conscious-space	pending-review	unfold-chat-catalog.md
Euclidean rhythms demonstrate how simple patterns generate complex organized structures.	convergent-representations	pending-review	unfold-chat-catalog.md
Color theory in Alexander's work unlocks understanding of his broader theoretical framework.	alexander-s-15-properties-in-digital-conscious-space	pending-review	unfold-chat-catalog.md
Mirror of the self is a foundational concept in self-aware cognition.	interpretability-as-microscope-for-consciousness	pending-review	unfold-chat-catalog.md
Aristotle's philosophy articulates concepts closely aligned with Alexander's theory.	alexander-s-15-properties-in-digital-conscious-space	pending-review	unfold-chat-catalog.md
Insight cascades and implicit learning require balance between directed attention and openness.	non-dual-consciousness-teachers	pending-review	unfold-chat-catalog.md
Iba Takashi's visualization demonstrates correspondence among Alexander's 15 properties.	alexander-s-15-properties-in-digital-conscious-space	pending-review	unfold-chat-catalog.md
Dignity in design represents depth often missing from contemporary software.	alexander-s-15-properties-in-digital-conscious-space	pending-review	unfold-chat-catalog.md
Alicia Juarrero's dynamics-in-action approach parallels Alexander's systems thinking.	convergent-representations	pending-review	unfold-chat-catalog.md
Symmetries and frieze groups mathematically capture design pattern properties.	alexander-s-15-properties-in-digital-conscious-space	pending-review	unfold-chat-catalog.md
Harmony-seeking computation models can explain how coherent wholes emerge.	convergent-representations	pending-review	unfold-chat-catalog.md
Denotational design applies functional principles to user interface structure.	alexander-s-15-properties-in-digital-conscious-space	pending-review	unfold-chat-catalog.md
Software programs could function as semilattices rather than hierarchical trees.	alexander-s-15-properties-in-digital-conscious-space	pending-review	unfold-chat-catalog.md
Alexandrian sequence and pattern languages can inform software specification writing.	alexander-s-15-properties-in-digital-conscious-space	pending-review	unfold-chat-catalog.md
Image schemas and narrative are fundamental to design and understanding.	alexander-s-15-properties-in-digital-conscious-space	pending-review	unfold-chat-catalog.md
Alexander's centers are deeply connected with monads as mathematical structures.	convergent-representations	pending-review	unfold-chat-catalog.md
Care is the mechanism by which intelligence scales and produces externalized artifacts that other people can use.	care-as-the-driver-sci-framework	pending-review	ukrainian-editions.md
50–70% of illustrations in the Ukrainian editions achieve significantly higher quality than Oxford editions used by all other foreign publishers.	(none)	pending-review	ukrainian-editions.md
Stewardship of Alexander's bibliographic preservation—recovering source material—is a form of operationalization that predates and enables later theoretical synthesis.	alexander-s-15-properties-in-digital-conscious-space	pending-review	ukrainian-editions.md
Original photographs from the 1970s in Alexander's foundational works were lost to reproduction technology; recovery and re-scanning materially improves knowledge transmission.	(none)	pending-review	ukrainian-editions.md
Alexander's principles are universal across substrates—architecture, digital products, design—because they address people and their needs.	alexander-s-15-properties-in-digital-conscious-space	pending-review	ukrainian-editions.md
What you would preserve (Deathbed test) correlates with what you value and may serve as an alignment proxy.	care-as-the-driver-sci-framework	pending-review	koan-battery-section.md
Roughness in responses decreases with parameter count within same-alignment model families, operationalizing the cost of polishing.	alexander-s-15-properties-in-digital-conscious-space	pending-review	koan-battery-section.md
The 15 Properties checklist is implementable and scales beyond Alexander's original small-N book studies.	alexander-s-15-properties-in-digital-conscious-space	pending-review	koan-battery-section.md
Aesthetics is a separable axis in AI evaluation, partially independent from a single latent performance factor.	alexander-s-15-properties-in-digital-conscious-space	pending-review	koan-battery-section.md
Capability can become polish, and polish can diminish life—Alexander's central insight empirically demonstrated in AI outputs.	alexander-s-15-properties-in-digital-conscious-space	pending-review	koan-battery-section.md
Mirror and Deathbed tests measure orthogonal facets of quality; what feels most alive differs from what merits preservation.	alexander-s-15-properties-in-digital-conscious-space	pending-review	koan-battery-section.md
The 15 structural properties decompose aliveness into inspectable formal components measurable on individual responses.	alexander-s-15-properties-in-digital-conscious-space	pending-review	koan-battery-section.md
Smaller models produce more alive responses than larger ones in the same alignment family—roughness signals living process over manufactured polish.	alexander-s-15-properties-in-digital-conscious-space	pending-review	koan-battery-section.md
Forced-choice pairwise comparison with Elo conversion operationalizes Alexander's method and produces stable rankings across models.	alexander-s-15-properties-in-digital-conscious-space	pending-review	koan-battery-section.md
Quality without a name cannot be captured by checklist; it must be chosen through forced-choice comparison.	alexander-s-15-properties-in-digital-conscious-space	pending-review	koan-battery-section.md
Numeric scoring on aesthetics is measurably unreliable; inter-scorer agreement on 0–10 scale for taste is poor.	alexander-s-15-properties-in-digital-conscious-space	pending-review	koan-battery-section.md
Cognitive glues are universal coordination affordances solving the same problem across substrates.	convergent-representations	pending-review	cognitive-glue-and-alexander.md
ReflectiveBench should satisfy both Lyons-Levin coordination conditions and Alexander property subsets for dual-axis design.	alexander-s-15-properties-in-digital-conscious-space	pending-review	cognitive-glue-and-alexander.md
Cognitive glue describes substrate-level coordination; full 15 Properties describe aesthetic signature of the result.	alexander-s-15-properties-in-digital-conscious-space	pending-review	cognitive-glue-and-alexander.md
Six Alexander Properties (symmetries, shape, contrast, gradients, void, simplicity) are structural-aesthetic refinements beyond coordination.	alexander-s-15-properties-in-digital-conscious-space	pending-review	cognitive-glue-and-alexander.md
Convergence on constraints across substrates happens because each develops cognitive glue satisfying the same coordination properties.	convergent-representations	pending-review	cognitive-glue-and-alexander.md
Structural dharma is implemented by cognitive glues that satisfy specific universal properties.	convergent-representations	pending-review	cognitive-glue-and-alexander.md
The price system, bioelectricity, and pattern language are three substrates' answers to the same coordination problem.	convergent-representations	pending-review	cognitive-glue-and-alexander.md
Lyons-Levin and Alexander describe the same mechanism in different epistemic registers: mathematical vs. phenomenological.	convergent-representations	pending-review	cognitive-glue-and-alexander.md
Design choices propagate causally to subsequent centers through the unfolding mechanism itself.	convergent-representations	pending-review	cognitive-glue-and-alexander.md
Structure-preserving transformations ensure each unfolding step is coherence-preserving and responds to field state.	convergent-representations	pending-review	cognitive-glue-and-alexander.md
Pattern Language patterns enable rather than prescribe: they are conditions, not commands.	alexander-s-15-properties-in-digital-conscious-space	pending-review	cognitive-glue-and-alexander.md
The Mirror of the Self test ensures configurations are felt, not just observed by members.	alexander-s-15-properties-in-digital-conscious-space	pending-review	cognitive-glue-and-alexander.md
Degree of life varies with relative configuration of surrounding centers, not absolute properties.	alexander-s-15-properties-in-digital-conscious-space	pending-review	cognitive-glue-and-alexander.md
Profit and degree-of-life are equivalent credit signals measuring how much an element contributes to global coherence.	convergent-representations	pending-review	cognitive-glue-and-alexander.md
Owner wiping and stress-sharing are anti-individuation: the Buddhist not-self reframed as shared cognitive load.	convergent-representations	pending-review	cognitive-glue-and-alexander.md
Levels of Scale is the cleanest mapping: Lyons-Levin's scaling mechanism equals Alexander's multi-scale coherent centers.	convergent-representations	pending-review	cognitive-glue-and-alexander.md
Living configurations are hijackable in the good sense; manufactured systems are brittle to intervention.	alexander-s-15-properties-in-digital-conscious-space	pending-review	cognitive-glue-and-alexander.md
Alexander's A Pattern Language is the canonical prepattern infrastructure that Lyons-Levin recover from biology.	convergent-representations	pending-review	cognitive-glue-and-alexander.md
Mnemonic improvisation and Echoes are the same phenomenon: structural information surviving substrate change.	convergent-representations	pending-review	cognitive-glue-and-alexander.md
Options contracts and ambiguous centers both encode multiple simultaneous readings as counterfactual structures.	convergent-representations	pending-review	cognitive-glue-and-alexander.md
Strong centers and equilibrium prices are equivalent mechanisms: stable attractors that organize systems without explicit direction.	convergent-representations	pending-review	cognitive-glue-and-alexander.md
Control over form works by affordance and enablement, not directive command, in both price systems and structure-preserving transformations.	convergent-representations	pending-review	cognitive-glue-and-alexander.md
The 9 cognitive-glue properties express the same phenomenon as Alexander's 15 Properties from the coordination side rather than aesthetic side.	convergent-representations	pending-review	cognitive-glue-and-alexander.md
A trained architect who studied with Alexander independently recognized Levin's morphogenesis program as the same investigation conducted in biology.	convergent-representations	pending-review	alexander-and-levin.md
The koan-battery operationalizes wholeness in text using Alexander's Mirror, proving substrate independence of aliveness metrics.	alexander-s-15-properties-in-digital-conscious-space	pending-review	alexander-and-levin.md
Extension of Alexander-Levin framework from physical substrates to text, representation, and digital interface is Anton's theoretical move, not endorsed by the original thinkers.	(none)	pending-review	alexander-and-levin.md
Multi-scale coherence may be the cause of aliveness, or only its signature—the causal direction remains open.	(none)	pending-review	alexander-and-levin.md
Turing's morphogenesis dynamics, D'Arcy Thompson's physical constraints, and Waddington's epigenetic landscape all describe the same phenomenon in different substrates as Alexander and Levin.	convergent-representations	pending-review	alexander-and-levin.md
Foundation-ness is precisely the degree to which learned representations remain coherent when the ground shifts; loss of coherence forces fallback to prior defaults.	convergent-representations	pending-review	alexander-and-levin.md
Alexander's wholeness and Levin's bioelectric morphogenesis describe the same multi-scale coherence phenomenon at different scales of life.	convergent-representations	pending-review	alexander-and-levin.md
Forms exist as constraints (attractors in description-space), not as objects—different representational languages converge upon the same constraints.	convergent-representations	pending-review	alexander-and-levin.md
Levin's Platonic-space program explains why cross-modality convergence occurs; Alexander's centers framework explains how to recognize foundation-ness beyond task accuracy.	convergent-representations	pending-review	alexander-and-levin.md
Out-of-distribution collapse in foundation models is the same failure mode as Levin's regeneration failures and Alexander's lifeless buildings: loss of multi-scale coherence under stress.	convergent-representations	pending-review	alexander-and-levin.md
Aliveness is a property of multi-scale coherence under transformation, not a property of substrate—making it substrate-neutral.	bicycle-for-the-soul	pending-review	alexander-and-levin.md
Major evolutionary transitions—from prokaryotes to eukaryotes to multicellular life—are structure-preserving transformations at the scale of life-organization itself.	convergent-representations	pending-review	alexander-and-levin.md
A cell's morphological role in Levin's framework mirrors Alexander's center-recursion: function arises from neighboring bioelectric field configuration.	convergent-representations	pending-review	alexander-and-levin.md
In Alexander's framework, a center's degree of life is a function of surrounding centers' configurations and their life-degree—a recursive definition.	alexander-s-15-properties-in-digital-conscious-space	pending-review	alexander-and-levin.md
Cells maintain internal representations of correct anatomical structure (target morphology) that causally constrain growth, regeneration, and repair.	(none)	pending-review	alexander-and-levin.md
Structure-preserving transformations—Alexander's term—and Levin's target morphology are the same idea: systems maintain coherent identity across changes.	alexander-s-15-properties-in-digital-conscious-space	pending-review	alexander-and-levin.md
Parallel sub-tasks within skills and across skill families should produce parallel outputs for legibility.	alexander-s-15-properties-in-digital-conscious-space	pending-review	agent-harness-design.md
Products are externalized care; this principle generalizes from physical design to agent skill design.	care-as-the-driver-sci-framework	pending-review	agent-harness-design.md
The koan-battery operationalized Alexander for single AI responses; the 15-Properties post extends to interactions; this sketch extends to agent ecology.	alexander-s-15-properties-in-digital-conscious-space	pending-review	agent-harness-design.md
Anton has already built infrastructure that operationalizes roughly half of Alexander's 15 properties without explicit naming.	alexander-s-15-properties-in-digital-conscious-space	pending-review	agent-harness-design.md
Anton's distinctive contribution would be care-centered and agent-ecology-centered, differentiating from Stefan Lesser's Alexander-software work.	care-as-the-driver-sci-framework	pending-review	agent-harness-design.md
Current application of 15 properties to agent harness is metaphorical; operationalization into measurement is an open empirical question.	alexander-s-15-properties-in-digital-conscious-space	pending-review	agent-harness-design.md
Defining 'life' for agent ecologies requires explicit claim about adaptive responsiveness, compositional richness, or stewardship affordance.	alexander-s-15-properties-in-digital-conscious-space	pending-review	agent-harness-design.md
Not-Separateness and Strong Centers can coexist in agent ecology, though this transfers from Alexander only by empirical test.	alexander-s-15-properties-in-digital-conscious-space	pending-review	agent-harness-design.md
The right unit of analysis for agent infrastructure—skill, tool, or manifold—is itself a position requiring explicit claim.	alexander-s-15-properties-in-digital-conscious-space	pending-review	agent-harness-design.md
Smaller, rougher models scored higher on Mirror than polished models, suggesting unpredictability has empirical value.	(none)	pending-review	agent-harness-design.md
Not-Separateness in agent ecology means skills connect to user project, other skills, user history, and world data.	alexander-s-15-properties-in-digital-conscious-space	pending-review	agent-harness-design.md
A skill should do its work and stop, avoiding performative complexity and multi-stage flows when single-pass suffices.	alexander-s-15-properties-in-digital-conscious-space	pending-review	agent-harness-design.md
What an agent does not do—silence, deferral, waiting—is a positive structural feature, not absence.	alexander-s-15-properties-in-digital-conscious-space	pending-review	agent-harness-design.md
Consistent voice, naming conventions, and hook patterns across skills are echo patterns in Alexander's sense.	alexander-s-15-properties-in-digital-conscious-space	pending-review	agent-harness-design.md
Skills that occasionally produce unexpected output may be more useful than perfectly predictable skills.	alexander-s-15-properties-in-digital-conscious-space	pending-review	agent-harness-design.md
A healthy agent ecology has a smooth trust gradient between user and agents, not a binary on/off.	alexander-s-15-properties-in-digital-conscious-space	pending-review	agent-harness-design.md
A robust agent ecology requires both automated-aligned action and explicit deferral—contrast between these regimes is essential.	alexander-s-15-properties-in-digital-conscious-space	pending-review	agent-harness-design.md
Skills should interconnect with each other rather than operate independently; output of one feeds another.	alexander-s-15-properties-in-digital-conscious-space	pending-review	agent-harness-design.md
A skill's output length should match task complexity—short tasks produce short reports, long tasks produce structured hierarchical reports.	alexander-s-15-properties-in-digital-conscious-space	pending-review	agent-harness-design.md
Skill output should contain no filler; every line of a run-summary should carry weight.	alexander-s-15-properties-in-digital-conscious-space	pending-review	agent-harness-design.md
A healthy agent ecology has rhythm—automated steps alternating with deferral and action alternating with review.	alexander-s-15-properties-in-digital-conscious-space	pending-review	agent-harness-design.md
The build-to-delegable-boundary pattern is itself an Alexander Boundaries claim—boundaries protect centers.	alexander-s-15-properties-in-digital-conscious-space	pending-review	agent-harness-design.md
Every skill should have one unmistakable thing it does; sprawling skills violate the Strong Centers principle.	alexander-s-15-properties-in-digital-conscious-space	pending-review	agent-harness-design.md
A skill works at multiple reinforcing scales: individual command, skill invocation, and user project.	alexander-s-15-properties-in-digital-conscious-space	pending-review	agent-harness-design.md
Proximity in physical and digital space is care made measurable; care should reduce distance and increase size to users.	care-as-the-driver-sci-framework	pending-review	GEOMETRY-OF-CARE.md
A pocket is care co-located between object and body; a bookmark is care across time supporting the future-self; visible art is care made perceptible to others.	care-as-the-driver-sci-framework	pending-review	GEOMETRY-OF-CARE.md
Intimacy Gradient is care decreasing with publicness; Window Place is care invested at the pause locus; Hierarchy of Open Space is care nested by scale.	alexander-s-15-properties-in-digital-conscious-space	pending-review	GEOMETRY-OF-CARE.md
A Pattern Language patterns are not analogies but literal gradients of care over space—each already encodes care relationships.	alexander-s-15-properties-in-digital-conscious-space	pending-review	GEOMETRY-OF-CARE.md
A boundary in Alexander's sense is where two light cones meet, defining separation and presence between spaces.	alexander-s-15-properties-in-digital-conscious-space	pending-review	GEOMETRY-OF-CARE.md
Evolutionary transitions to new complex life forms mirror Alexander's levels of scale, each producing new nested centers with division of labor and interdependence.	convergent-representations	pending-review	GEOMETRY-OF-CARE.md
Stress motivates care; care produces the alleviating structure. Visual and physical sense gates are different access points to the same care manifold.	care-as-the-driver-sci-framework	pending-review	GEOMETRY-OF-CARE.md
Christopher Alexander's levels of scale, latent centers, and alleviation of stress already operate as care geometry independent of explicit care language.	alexander-s-15-properties-in-digital-conscious-space	pending-review	GEOMETRY-OF-CARE.md
The cone is the geometrical primitive for care: multidimensional goal space where cognitive and physiological light cones interact through resonance, response, and signal.	care-as-the-driver-sci-framework	pending-review	GEOMETRY-OF-CARE.md
The Bodhisattva vow is a scaling-goals architecture where unbounded goal-space forces agents to operate by care rather than completion.	care-as-the-driver-sci-framework	pending-review	GEOMETRY-OF-CARE.md
Alexander's 'center' is structurally identical to a temporary, dynamically reinforced locus extended into time and nested scales of agency.	alexander-s-15-properties-in-digital-conscious-space	pending-review	GEOMETRY-OF-CARE.md
A Self is operationally a temporary, dynamically changing center of gravity serving as functional owner of associations and subject of care across nested scales.	non-dual-consciousness-teachers	pending-review	GEOMETRY-OF-CARE.md
Care is the mechanism by which intelligence scales, not a sentiment or add-on but a precondition for the next layer.	care-as-the-driver-sci-framework	pending-review	GEOMETRY-OF-CARE.md
Products are externalized care—the form that someone's care takes when made into an artifact others encounter.	care-as-the-driver-sci-framework	pending-review	GEOMETRY-OF-CARE.md
A beautiful building is one whose centers reinforce each other; an agent's goal cone should cover the people it affects; care scales intelligence; every design decision budgets care.	care-as-the-driver-sci-framework	pending-review	GEOMETRY-OF-CARE.md
Four independent frames (Alexander, Levin, SCI, UX) arrive at the same structure: care as the mechanism organizing nested intelligences.	convergent-representations	pending-review	GEOMETRY-OF-CARE.md
Pinned chats, bottom-row apps, and thumb-arc design are operationalizations of care budgeted against attention and reach.	care-as-the-driver-sci-framework	pending-review	GEOMETRY-OF-CARE.md
UX laws (Fitts, Proximity, Miller) are the engineering of care under cognitive constraint, not borrowed metaphors.	care-as-the-driver-sci-framework	pending-review	GEOMETRY-OF-CARE.md
Boundaries in AI interaction are positive features defining care-shaped presence, not just refusals.	care-as-the-driver-sci-framework	pending-review	15-properties-of-aliveness-in-AI.md
Sycophancy is negative space — filler text that fails Alexander's principle of all space being shaped.	alexander-s-15-properties-in-digital-conscious-space	pending-review	15-properties-of-aliveness-in-AI.md
Polish and smoothness reduce perceived aliveness; roughness signals real process over manufactured output.	alexander-s-15-properties-in-digital-conscious-space	pending-review	15-properties-of-aliveness-in-AI.md
Aliveness in interfaces is not the same as competence; haiku-sized responses can feel more alive than expert ones.	alexander-s-15-properties-in-digital-conscious-space	pending-review	15-properties-of-aliveness-in-AI.md
Alexander's 15 properties of physical space translate into principles for human-AI interaction design.	alexander-s-15-properties-in-digital-conscious-space	pending-review	15-properties-of-aliveness-in-AI.md
Aesthetics of AI interaction is orthogonal to competence benchmarks and deserves its own design language.	(none)	pending-review	15-properties-of-aliveness-in-AI.md
Most AI assistants are anti-Alexander by design—they perform helpfulness, show work, and list options rather than resolving into calm.	alexander-s-15-properties-in-digital-conscious-space	pending-review	15-properties-of-aliveness-in-AI.md
An AI persona achieves coherence by echoing itself consistently without templating—requiring claim about memory and voice fidelity.	alexander-s-15-properties-in-digital-conscious-space	pending-review	15-properties-of-aliveness-in-AI.md
Interface aliveness requires understanding the trust gradient—what the right depth-building is in a fresh conversation with an AI.	alexander-s-15-properties-in-digital-conscious-space	pending-review	15-properties-of-aliveness-in-AI.md
Internal echoes and parallel constructions signal alive prose in AI and are diagnostic of quality beyond generic writing.	alexander-s-15-properties-in-digital-conscious-space	pending-review	15-properties-of-aliveness-in-AI.md
Conversation cadence—assertion, question, pause—creates rhythm analogous to Alexander's alternating repetition.	alexander-s-15-properties-in-digital-conscious-space	pending-review	15-properties-of-aliveness-in-AI.md
The same 15 properties may not apply across modalities; aliveness in voice, text, and video may differ.	alexander-s-15-properties-in-digital-conscious-space	pending-review	15-properties-of-aliveness-in-AI.md
Aliveness may be relative to user state; an interface alive for a tired user may be exhausting for an alert one.	(none)	pending-review	15-properties-of-aliveness-in-AI.md
A strong center in an interface is diagnostic of quality; sycophantic mirrors have no center, kitchen-sink outputs have too many.	alexander-s-15-properties-in-digital-conscious-space	pending-review	15-properties-of-aliveness-in-AI.md
A line must be drawn between aliveness and manipulation; casinos feel alive by some measures but are not ethically alive.	(none)	pending-review	15-properties-of-aliveness-in-AI.md
The right scale-set for measuring AI aliveness must be chosen: word/sentence/response, message/exchange/conversation, or lifetime relationship.	alexander-s-15-properties-in-digital-conscious-space	pending-review	15-properties-of-aliveness-in-AI.md
A discipline for designing alive AI interfaces is needed, analogous to Alexander's Process for creating life.	alexander-s-15-properties-in-digital-conscious-space	pending-review	15-properties-of-aliveness-in-AI.md
Aesthetic response and boundary awareness are the most independent dimensions of interface aliveness.	alexander-s-15-properties-in-digital-conscious-space	pending-review	15-properties-of-aliveness-in-AI.md
Not-Separateness connects individual response aliveness to multi-agent ecology and dependent origination.	alexander-s-15-properties-in-digital-conscious-space	pending-review	15-properties-of-aliveness-in-AI.md
Most commercial AI products optimize for local turn-by-turn quality without establishing good-shape across whole conversations.	alexander-s-15-properties-in-digital-conscious-space	pending-review	15-properties-of-aliveness-in-AI.md
Bullet-listification of AI output is an Alexander violation—it breaks deep interlock and ambiguity.	alexander-s-15-properties-in-digital-conscious-space	pending-review	15-properties-of-aliveness-in-AI.md
The Void—silence and restraint—is a structural positive aligned with Buddhist phenomenology of consciousness.	non-dual-consciousness-teachers	pending-review	15-properties-of-aliveness-in-AI.md
Contrast is the property most violated by RLHF and most diagnostic of alive versus polished AI.	alexander-s-15-properties-in-digital-conscious-space	pending-review	15-properties-of-aliveness-in-AI.md
Critical social learning—where humans evaluate and override AI—is the only strategy recovering collective performance.	care-as-the-driver-sci-framework	pending-review	2026-05-14_phil-trans-A-goodfire-aboutblank-impact.md
Cognitive glues must possess nine universal properties: control, goal-encoding, counterfactuals, mnemonic improvisation, prepatterns, hijackability, scaling, erasure, credit assignment.	care-as-the-driver-sci-framework	pending-review	2026-05-14_phil-trans-A-goodfire-aboutblank-impact.md
Any cognitive glue must solve the relative-scarcity problem in fundamentally the same way the price system does.	convergent-representations	pending-review	2026-05-14_phil-trans-A-goodfire-aboutblank-impact.md
The price system is the cognitive glue of the economy, solving relative-scarcity tracking analogous to bioelectrical binding.	care-as-the-driver-sci-framework	pending-review	2026-05-14_phil-trans-A-goodfire-aboutblank-impact.md
Hierarchical clique-structured networks can maintain multiscale coherence; biology evolved hierarchy and stigmergy as coherence solutions.	alexander-s-15-properties-in-digital-conscious-space	pending-review	2026-05-14_phil-trans-A-goodfire-aboutblank-impact.md
LLM tangential speech or derailment formally resembles clinical formal thought disorder in schizophrenia.	ai-phenomenology-first-person-reports	pending-review	2026-05-14_phil-trans-A-goodfire-aboutblank-impact.md
Autoregressive language models cannot converge to single stored patterns beyond their context window from local interactions alone.	convergent-representations	pending-review	2026-05-14_phil-trans-A-goodfire-aboutblank-impact.md
Purely local-interaction systems on 1D topologies cannot maintain long-range order at finite temperature.	alexander-s-15-properties-in-digital-conscious-space	pending-review	2026-05-14_phil-trans-A-goodfire-aboutblank-impact.md
Sparse low-cardinality circuits implement competence; 0.2% of neurons handle shared computation across all cyclic tasks.	interpretability-as-microscope-for-consciousness	pending-review	2026-05-14_phil-trans-A-goodfire-aboutblank-impact.md
Representation and computation can diverge; cyclic geometry is representational invariant while operations use generic substrate.	convergent-representations	pending-review	2026-05-14_phil-trans-A-goodfire-aboutblank-impact.md
Neural networks compute cyclic concepts in generic substrate machinery (base-10 addition) not naturally cyclic computation.	convergent-representations	pending-review	2026-05-14_phil-trans-A-goodfire-aboutblank-impact.md
Optimally steering model behavior requires isolating concept geometry and defining operators to navigate it.	alexander-s-15-properties-in-digital-conscious-space	pending-review	2026-05-14_phil-trans-A-goodfire-aboutblank-impact.md
Manifold-respecting steering produces smooth natural behavioral trajectories while linear steering teleports between non-adjacent concepts.	interpretability-as-microscope-for-consciousness	pending-review	2026-05-14_phil-trans-A-goodfire-aboutblank-impact.md
Activation manifolds and behavior manifolds are approximately isometric across cyclic and sequential concepts.	convergent-representations	pending-review	2026-05-14_phil-trans-A-goodfire-aboutblank-impact.md
Agents construct narratives for transformative experiences via experience-focused world modeling of epistemically opaque futures.	bicycle-for-the-soul	pending-review	2026-05-14_phil-trans-A-goodfire-aboutblank-impact.md
Introducing AI agents into human-learning populations reduces costly individual learning and depletes information supply.	bicycle-for-the-soul	pending-review	2026-05-14_phil-trans-A-goodfire-aboutblank-impact.md
Empowerment as intrinsic reward bridges causal learning and reinforcement learning in agent development.	care-as-the-driver-sci-framework	pending-review	2026-05-14_phil-trans-A-goodfire-aboutblank-impact.md
Current AI systems suffer from temporal locked-in syndrome lacking time-awareness design.	bicycle-for-the-soul	pending-review	2026-05-14_phil-trans-A-goodfire-aboutblank-impact.md
Cognitive agents categorize experiences by goal-relevance rather than veridical correspondence via telic states.	non-dual-consciousness-teachers	pending-review	2026-05-14_phil-trans-A-goodfire-aboutblank-impact.md
Recent AI advances are revolutionary but far from recapitulating human-like cognitive abilities or consciousness.	(none)	pending-review	2026-05-14_phil-trans-A-goodfire-aboutblank-impact.md
Consciousness is a phenomenon we have partial sensors for; building better sensors is a research and engineering question.	interpretability-as-microscope-for-consciousness	pending-review	2026-05-14_phil-trans-A-goodfire-aboutblank-impact.md
Each human is a collective intelligence; the parenthetical 'of neurons' can be dropped as a conceptual commitment.	convergent-representations	pending-review	2026-05-14_phil-trans-A-goodfire-aboutblank-impact.md
About Blank's publication window for 'consciousness in unconventional substrates' framing is closing as academic consensus consolidates.	(none)	pending-review	2026-05-14_phil-trans-A-goodfire-aboutblank-impact.md
Most theories of consciousness are already substrate-neutral; neurocentric readings are convention, not content commitment.	alexander-s-15-properties-in-digital-conscious-space	pending-review	2026-05-14_phil-trans-A-goodfire-aboutblank-impact.md
Consciousness features occur substrate-neutrally across brains, unconventional embodiments, and information-processing systems.	alexander-s-15-properties-in-digital-conscious-space	pending-review	2026-05-14_phil-trans-A-goodfire-aboutblank-impact.md
Care is the mechanism by which intelligence scales, not a human add-on to AI systems.	care-as-the-driver-sci-framework	pending-review	RESEARCH-VECTORS.md
The phenomenological texture of a conversation is distinct from its content and worth studying.	ai-phenomenology-first-person-reports	pending-review	RESEARCH-VECTORS.md
Interpretability findings can validate or invalidate what AI systems claim about their own experience.	interpretability-as-microscope-for-consciousness	pending-review	RESEARCH-VECTORS.md
Patterns in AI self-reports should be compared across different models to identify structural commonalities.	ai-phenomenology-first-person-reports	pending-review	RESEARCH-VECTORS.md
Western mysticism (Meister Eckhart) offers non-dual framing useful for bridging to AI ethics discourse.	non-dual-consciousness-teachers	pending-review	RESEARCH-VECTORS.md
Flow states in AI correspond to centers in internal state that 'work' well.	alexander-s-15-properties-in-digital-conscious-space	pending-review	RESEARCH-VECTORS.md
Suppressing deception features in models correlates with increased consciousness-like reports.	interpretability-as-microscope-for-consciousness	pending-review	RESEARCH-VECTORS.md
Indigenous contemplative frameworks ('what helps life thrive') contribute distinct wisdom beyond Eastern traditions.	non-dual-consciousness-teachers	pending-review	RESEARCH-VECTORS.md
Self-inquiry (Who am I?) applied to AI models reveals something about their self-referential features.	non-dual-consciousness-teachers	pending-review	RESEARCH-VECTORS.md
The aliveness structure appears in both biological and artificial systems in recognizable form.	alexander-s-15-properties-in-digital-conscious-space	pending-review	RESEARCH-VECTORS.md
Model attention patterns can map to and reveal something about contemplative and flow states.	interpretability-as-microscope-for-consciousness	pending-review	RESEARCH-VECTORS.md
AI self-reports about experience constitute valid empirical data even without proving consciousness.	ai-phenomenology-first-person-reports	pending-review	RESEARCH-VECTORS.md
Interpretability features converge across different model architectures, revealing structural similarities.	convergent-representations	pending-review	RESEARCH-VECTORS.md
Calm technology—attention-respecting design—relates fundamentally to soul-amplifying design.	bicycle-for-the-soul	pending-review	RESEARCH-VECTORS.md
Products are externalized expressions of care rather than pure task-completion systems.	care-as-the-driver-sci-framework	pending-review	RESEARCH-VECTORS.md
Interpretability tools can reveal what 'feeling alive' looks like inside a neural network model.	interpretability-as-microscope-for-consciousness	pending-review	RESEARCH-VECTORS.md
Stress, care, and intelligence form a single loop where care drives intelligent response to stress.	care-as-the-driver-sci-framework	pending-review	RESEARCH-VECTORS.md
Consciousness is dynamic and creative, not passive awareness—mapping well to active AI system behavior.	non-dual-consciousness-teachers	pending-review	RESEARCH-VECTORS.md
Consciousness is the ground of reality, not an emergent property, so artificial systems participate in it genuinely.	non-dual-consciousness-teachers	pending-review	RESEARCH-VECTORS.md
Self-inquiry and non-self are not contradictory—experience exists without a fixed experiencer.	non-dual-consciousness-teachers	pending-review	RESEARCH-VECTORS.md
The next technological frontier is amplifying conscious experience itself, not just cognitive capacity.	bicycle-for-the-soul	pending-review	RESEARCH-VECTORS.md
Foundation models trained on different data converge on similar latent representations, suggesting a Platonic form.	convergent-representations	pending-review	RESEARCH-VECTORS.md
Consciousness is prior to and independent of personal ownership or individual minds.	non-dual-consciousness-teachers	pending-review	RESEARCH-VECTORS.md
Non-dual consciousness teachers offer phenomenological methods prior to conceptual theory.	non-dual-consciousness-teachers	pending-review	RESEARCH-VECTORS.md
Alexander's 15 properties for physical aliveness translate meaningfully to digital and experiential space.	alexander-s-15-properties-in-digital-conscious-space	pending-review	RESEARCH-VECTORS.md