STAGE 01 · PRIORS WITHOUT OBJECTS
Presemantic scaffold
What is gained
What is not yet earned
A living map of unfinished ideas
How might a mind
hold itself together?
Explore the attempts to connect local representations, global availability, active sensing, action selection, embodiment, and machine intelligence. Similarity is not ownership. Overlap is the landscape.
related ≠ identical
01 DRFA names the dynamical biological and general hypothesis.
02 CoDRFA names the engineered cooperative family.
03 CompetitiveRFA survives as the predecessor—not the center.
01 / From signal to world
How a frame earns reality
Move through a cumulative visual hypothesis: fleeting electrical differences acquire coherence, survive transformation, connect to learned topology, and eventually participate in a single navigable reality-model.
Presemantic structure is active before it has names.
EXPERIENCED Activation Frames
→SITUATED Connected Activation Frames
→REUSABLE Reference Frames
→ADDRESSABLE Symbolically anchored frames
02 / Relational accretion
Nothing stops
to “learn.”
Experience keeps forming superframes. Repeated overlap makes shared routes easier to reach, until object identity, properties, words, and abstractions appear as reusable topology. No internal analyst extracts them.
floorhand●motiontouch
/red/
/ball/
●●●
▰◆
RED
BALL
COLORsubstitutable role
A recurring whole is situated before it is named.
STAGE 01 · OBJECT TOKEN
This persistent thing
Brightness, contour, motion, eye position, touch, reaching, floor, and caregiver recur together. Transformation and reappearance connect them into a situated object-token frame—without “red,” “ball,” or even “object.”
Persistence is earned through transformation, not bestowed by a label.
PERCEPTIONPotential traverses topology now.
MEMORYTraversal changes later conductivity.
“LEARNING”Repeated changes accumulate over time.
ABSTRACTIONMany superframes reuse the same substructure.
03 / Three implementation paths
Same vocabulary.
Different minds.
These are not three maturity stages of one product. They place cognition in different machinery. Select a path to see what thinks, what changes durably, and whether “broadcast” is a mechanism, an interface, or merely an observable consequence.
state+graph context→LLM→action
PATH 01 · DRFA-INSPIRED ORCHESTRATION
An LLM harness that simulates DRFA
The pretrained model remains the primary cognitive engine. The graph supplies memory, situation, constraints, and addresses; Enki assembles context, calls specialists, and routes results.
- Cognition lives in
- The LLM’s learned weights and inference process.
- The graph does
- Retrieval, continuity, provenance, constraint, and session memory.
- Learning means
- Mostly offline model training, plus durable external memory and corrected substrate.
- GWT means
- A literal software broadcast: a useful coordination event carrying selected context to tools and specialists.
Boundary test If removing or changing the LLM destroys the intelligence while the graph remains, this is a harness.
visionlanguageactivation
fieldplannertool
fieldplannertool
PATH 02 · CODRFA AS COGNITIVE SUBSTRATE
A CoDRFA organism that uses models as organs
The transient, budgeted activation field over the learned Holoplane determines the system state. LLMs or smaller specialists contribute perception, language, prediction, or planning without owning the whole mind.
- Cognition lives in
- Propagation, competition, convergence, inhibition, and stabilization across the graph.
- The models do
- Produce bounded local evidence or transformations when recruited by the active field.
- Learning means
- Changing topology, edge costs, priors, thresholds, and reusable transformation paths.
- GWT means
- An engineered readout and routing interface—not the cause of the field, and not required as the human mechanism.
Boundary test Hold the organs constant; if changing origin, energy budget, and topology changes the answer, the CoDRFA substrate is doing cognitive work.
senses→plastic
field→action↺ world
field→action↺ world
PATH 03 · DEVELOPMENT WITHOUT A PRETRAINED SEMANTIC CENTER
A learning brain with no LLM backend
The system begins with sensory and motor channels, finite energy, local plasticity, spontaneous activity, and homeostatic drives. It must earn objects, invariants, reference frames, symbols, and eventually language through embodied experience.
- Cognition lives in
- The entire closed perception–activation–action–learning loop.
- Enki becomes
- The organism-level regulator and continuity process, no longer an agent sitting between graph and models.
- Learning means
- Development: forming useful topology from transformation, prediction error, action, consequence, and energy economics.
- GWT means
- At most a description of widespread accessibility after convergence. No central broadcaster is assumed.
Open problem The hard part is no longer retrieval. It is how stable frames, grounded value, credit assignment, and safe developmental curricula arise at all.
| Question | LLM harness | Model-assisted CoDRFA | Native DRFA |
|---|---|---|---|
| Primary thinker | Pretrained model | Activation field over learned topology | Developing closed-loop organism |
| LLM role | Central reasoner | Optional specialist organ | None |
| Graph role | Memory and context | Cognitive state and constraint | Both developing memory and active mind |
| GWT role | Explicit routing pattern | Optional interface to the field | Possible emergent accessibility |
| Scientific risk | Lowest; familiar components | Does graph dynamics add capability? | Can intelligence develop from the proposed laws? |
The decisive question is not whether an LLM is present. It is whether the model supplies the cognition, or supplies evidence to a cognitive process that exists outside it.
04 / Visual synthesis
Four views of the same unfinished mechanism
These plates compress the canonical paper into manipulable relationships. They are explanatory models, not recordings of neural tissue. Each plate names what it explains—and what it still cannot.
DRFA DEFINITION
The frame is a contour through state—not a stored coordinate box.
The Holoplane is relatively durable relational topology. The Holoframe is the organism’s current state over it. The operational Reference Frame is the portion above a declared contour; adjacent subthreshold structure contains immediately reachable alternatives.
- Explains
- Fuzzy boundaries, context sensitivity, multimodal convergence, and state-dependent entry.
- Does not yet explain
- The complete local formation law or the biological coarse-graining from cells to a field variable.
FACEvisual detail
VOICEauditory detail
EPISODEsituated memory
AFFECTinteroceptive relation
MOMidentity-sufficient basin
CONTEXTrecruits needed detail
Identity accesshigh
Detailed realizationmoderate
Candidate spreadmoderate
CONDITIONAL PREDICTION
Familiarity may reorganize ordinary access without destroying detail.
Repeated use can make an identity-sufficient basin cheaper to enter than any one detailed sensory realization. A precise episodic cue can still recruit detail. Human evidence is mixed because familiarity improves some identity and working-memory tasks while sometimes impairing recall of one exact image.
Boundary: This qualitative toy model is economical convergence, not a calibrated measurement, proven erasure, mandatory “compression,” or a universal familiarity penalty.
RELATIONAL PHASEq₁ · entry
FUNCTIONAL PLACEHOLDER
One scene, one continuing identity, many ordered relations.
A Kinematic Relational Superframe prevents three different objects from being collapsed: the scene’s configuration space, one path through that space, and the transient neural realization of that path. It names what a model must represent; it does not identify the brain’s storage or playback mechanism.
- Established neighbors
- Population trajectories, sequence learning, hippocampal replay, and temporal coding.
- Still open
- How direction, timing, pose, occlusion, and detail are learned and faithfully reinstated.
FORMATIONlocal topology change
OPEN DEPENDENCY GRAPH
Formation remains the load-bearing gap.
DRFA can describe traversal over existing topology more readily than it can explain how unlabeled sensorimotor activation creates persistent objects, relations, and abstractions without a hidden teacher.
- Closure condition
- A local, deterministic update law must form reusable invariants from raw streams and beat simpler controls.
- Priority
- Central dependency: progress here constrains nearly every other DRFA claim.
Boundary: Phenomenal awareness is intentionally not declared solved by access, recurrence, or global availability.
05 / Relationship space
The theory constellation
Drag the field. Scroll to zoom. Select a node to inspect its contribution, its neighbors, and what it leaves unresolved.
wheel = zoom · drag = pan · double-click = reset
06 / Overlapping profiles
Put ideas on the same web
These scores are editorial wayfinding—not scientific measurements. They make conceptual coverage visible so you can ask better questions.
SELECT UP TO THREE
07 / Evidence terrain
From explanation to execution
Horizontal position tracks biological explanation → engineered artifact. Vertical position tracks local representation → global coordination. Bubble size reflects an editorial maturity rating—not a measured scientific quantity.
BIOLOGICAL EXPLANATION
ENGINEERED ARTIFACT
GLOBAL COORDINATION
LOCAL REPRESENTATION
08 / The fertile gap
The white space is not “nobody thought of this.”
It is the precise, testable bridge between structured reference frames, cooperative machine cognition, active evidence gathering, and bounded local compute.
What information must a frame carry so that cooperation produces a capability no existing workspace, blackboard, or multi-agent system can?
09 / Source catalog
Twenty-seven doors into the literature
Filterable, source-linked, and intentionally honest about whether an entry is a theory, synthesis, cognitive architecture, or your own provisional work.
10 / Neighborhood energetics
Spend the gradient. Watch the neighborhood answer.
This educational toy model follows one causal loop: synaptic drive opens channels, ionic gradients discharge, extracellular K⁺ and transmitter alter neighboring excitability, astrocytes clear and redistribute the aftermath, and ATP-powered pumps restore the gradients. It is mechanistic, not quantitatively calibrated.
Extracellular K⁺3.2 mM
Gradient reserve94%
Pump ATP demand18%
Stable gradients support moderate signaling while astrocytes keep extracellular coupling local.
STORED STATEElectrochemical gradients are potential energy, not watts.
dUgradient/dt=Ppumps−Pchannels + leaks
POWER RELATIONNear steady state, ATP-driven restoration approximately balances gradient dissipation while other cellular work adds to total brain power.
FIELD ANATOMY
Excitation is a coupled result, not one substance.
A dwindling thought can fail for several physically different reasons. The route may remain ready while its sensory drive, recurrent flow, or ambient support falls away.
Sensory Drive Field
Presemantic receptor-derived drive entering the declared neural boundary.
Intragraph Excitability
Provisional name for readiness already carried by neuronal nodes and edges.
Active Propagation
Provisional name for activity presently traversing recurrent and directed pathways.
Ambient Excitability
The changing ionic, glial, metabolic, modulatory, and weak-field conditions surrounding and permeating the graph.
EFₜ = Φ(Hₜ, SDFₜ, IEFₜ, AEFₜ, APFₜ)The realized Excitation Field is their nonlinear interaction over the Holoplane—not their arithmetic sum.
01Timing + voltage
Local pre/post activity creates a physically specific coincidence.
02Localized chemistry
Calcium and molecular reactions outlast the initiating electrical event.
03Conditional plasticity
Available factors act differently at the altered site; no semantic tag is created.
−Stabilizing opposition
LTD, inhibition, scaling, adaptation, pruning, and ionic restoration prevent runaway growth.
Specificity lives locally. AEF deformation can make a neighborhood more or less excitable and plastic, but it cannot say which relationship “deserves” to persist. Dendritic compartmentalization, timing, voltage, and molecular state provide the address through deterministic causality.
11 / Composition + entry order
The route in changes
what can stabilize.
Use the same two named ingredients in a different order. This observation-shaped DRFA model separates a stable scaffold, a reusable identity address, and the relations that must close between them.
Entry-order field composition model
Mother-first entry settles into a canonical mother-at-sink composite. Kitchen-first entry preserves the kitchen while several incomplete mother-location bindings become active in succession.
NMMOM ADDRESSidentity remains reachable
STABLE COMPOSITENM → K → Bsink
MOTHER-FIRST ENTRY
One deep basin closes the scene.
The MOM entry field recruits a strongly overlearned mother-at-sink continuation before the kitchen is added. That entry may be a developmental Monad, an economical adult basin, or both; the report alone cannot decide. The kitchen then reinforces rather than relocates the composite.
STABLEIdentity, location, pose, and room relation
UNRESOLVEDWhether the fixed scene reflects entry order, one canonical episode, or both
No internal mover is proposed. In the alternate route, apparent movement is modeled as successive partial completion: a stable MOM entry field repeatedly recruits different descriptive and relational subsets, while no single mother-in-kitchen composite receives enough recurrent support to persist. That entry could be a Monadic Excitation Frame formed before rich imagery, a later economical basin, or both; the observation does not distinguish them.
SUPPORT
How reliably a region or address can be recruited.
STABILITY
How long one mutually reinforcing coalition remains above the contour.
COMPLETENESS
How much descriptive and relational structure is realized at once.
TEST
Counterbalance cue order while holding final information, wording, demands, and imagery traits constant.
SENSORY REGULARITY
Repeated low-dimensional input establishes a reproducible entry topology.
MEF / MONAD
Its contour closes before the frontier recruits rich context.
CEP ROLE
Later physical couplings let the Monad participate in richer realization.
BOUNDARY
No selector, stored address, mandatory bodily loop, or established caregiver circuit is claimed.
Status · open hypothesis. The family observation motivates the mechanism; it does not validate it. Whole-episode switching, incomplete imagery, canonical scenes, and demand effects remain alternatives.
12 / Cortical implementation
Columns contain the Holoframe API
A column is not normally the box in which a complete reference frame lives. It is a repeated local place where differently organized flows can meet, change one another, and continue.
Columns organize where and how activation is transformed. Frames describe what distributed activation has temporarily become.
INPUTS
Sensory drive, lateral activity, feedback, motor-related signals, and neuromodulation.
LOCAL STATE
Membrane and dendritic state, inhibition, synaptic efficacy, timing, and recent activity.
OPERATIONS
Integrate, normalize, inhibit, amplify, transform, and propagate.
OUTPUTS
Changed local reachability and activity sent vertically, laterally, long-range, or toward action systems.
MINICOLUMN / LOCAL PATCH
→
A repeated translaminar operator: one possible origin of propagation, not a little thinker.
MACROCOLUMN
→
Possibly developmental packaging or a coupled neighborhood of compatible operators, not necessarily a new cognitive primitive.
HOLOFRAME
The runtime field composed across whichever local and distant circuitry presently participates.
Boundary: A small RF, AF, or EF could contingently fit inside one column. That does not make the column its standard container. The API is the repeated machinery; the frame is the transient result.
The genome builds interoperable cortical machinery. Experience builds the Holoframe. Electrochemical activity executes it. Reference frames are runtime results.
13 / Animated field notes
Watch each idea move
Every diagram is an interpretive mechanism sketch, not a claim that the theory literally contains these three boxes. Open a card for a documented explanation, its conceptual contribution, unresolved question, and primary source.
local process
selection or transformation
resulting coordination
14 / Scientific claim audit
What survives contact with evidence?
This is the atlas’s compact honesty ledger. The first column is established constraint; the second is the DRFA-compatible interpretation; the third is the boundary that remains in force.
Established constraintDRFA interpretationRetained boundary
Electrical signaling
Established
Ion gradients, conductances, graded potentials, spikes, and synapses.
DRFA use
Compatible physical substrate for state-conditioned propagation.
Boundary
Graph Potential is not membrane voltage, joules, firing rate, or EEG amplitude.
Extracellular state
Established
K⁺, glia, diffusion, vascular state, and ephaptic effects alter excitability.
DRFA use
AEF is a decomposable modeling umbrella for slower neighborhood conditions.
Boundary
No diffuse field assigns semantic meaning or synaptic credit.
Plasticity
Established
Coincidence, calcium, eligibility, depression, homeostasis, and structural change.
DRFA use
Ingredients exist for local deterministic update rules.
Boundary
NMDA is not a complete formation law or a free timescale bridge.
Familiarity + early caregiver coupling
Established
Identity, perceptual detail, conceptual access, and task effects can dissociate. Maternal speech and sound can elicit early responsivity, differentiation, and plasticity under distinct experimental designs.
DRFA use
Economical convergence and Monadic Excitation Frame formation are separate testable hypotheses.
Boundary
No universal imagery penalty, mandatory compression, proven erasure, or demonstrated MEF anatomy.
Motion + sequence
Established
Population trajectories, sequence learning, replay, and temporal codes occur.
DRFA use
KRS names the functional representational problem.
Boundary
The storage and faithful realization mechanism remains unknown.
Cortical columns
Established
Vertical motifs coexist with lateral and long-range connectivity.
DRFA use
The Holoframe API is a proposed local-operator crosswalk.
Boundary
Columns are not established canonical containers of whole Reference Frames.
Global availability
Established
Distributed recurrent access correlates with report and cross-system influence.
DRFA use
GWT remains useful as an access description and software coordination pattern.
Boundary
Availability and reportability do not explain phenomenal awareness.
Energy
Established
Metabolic power restores gradients and supports signaling and maintenance.
DRFA use
Resource constraints are architecturally load-bearing.
Boundary
The roughly 20 W brain is not summed electrochemical potential.
Graph mathematics
Established
Neural fields, graph signals, attractors, and network control supply formal tools.
DRFA use
Typed state, delays, resources, inhibition, and reachability can be explicit.
Boundary
A useful equation is not evidence that biological tissue computes it.
Software organism
Established
A deterministic local simulation can expose every state and intervention.
DRFA use
DRFA-0 is a falsifiable construction program.
Boundary
Engineering usefulness cannot establish biological truth.
REVIEW VERDICT
The atlas is scientifically usable as a labeled map of a working hypothesis. Its biological ingredients are mostly constraint-compatible; its synthesis, coarse-graining, formation law, temporal mechanism, value system, and consciousness claims remain unvalidated.
15 / Dictionary + encyclopedia
The DRFA field manual
A tagged reference that keeps measured biology, mathematical neighbors, DRFA definitions, crosswalks, and open hypotheses visibly distinct. Search a word; open an entry for mechanism, scale, caveat, and source.
Established science
Formal neighbor
DRFA-defined
Proposed crosswalk
Open hypothesis
16 / The whole argument
Open the canonical scientific monograph.
The paper explains, demonstrates, formalizes, challenges, and operationalizes DRFA—from electrochemical constraints and graph mathematics through explicit gaps, DRFA-0, an encyclopedia, and the full reference trail.