A field native intelligence

Intelligence that grows like a landscape
not a lookup table.

A research project building an intelligence that behaves like a physical material, not a database of weights. It commits an answer only when the field physically settles on one, and it abstains when answer directed transport does not reach the commit conditions.

Knowledge becomes shape, a question becomes a disturbance, and the answer is the field settling into a new equilibrium.

  • No teach only, scored answers were not shown just before the test
  • Abstains when unsure
  • Honest negatives keep failed measurements and name the missing piece
“Do not make the system look intelligent. Make the field become intelligent.”

01 · The core idea

Not a neural network. A material.

A piece of metal does not “know” what sound is. Yet strike it and it rings with resonances, modes and standing waves. That geometry is the knowledge. Hylaean is built to work the same way, intelligence as physics, not as a Python calculation.

Today's AI (e.g. GPT)

  • word → vector #18394
  • Knowledge = a point in space
  • Learning = weight += lr
  • Answer = lookup / softmax
  • Thinking = token → token → token

Hylaean

  • word → a valley in a landscape
  • Knowledge = a region / attractor
  • Learning = the valley gets deeper
  • Answer = a new equilibrium after relaxing
  • Thinking = the landscape reorganises itself

Transformers interpolate between what they have already seen. A field settles what it has never seen, because the answer is a stable shape of the physics, not a retrieved token.

  1. 1 · ProblemWhy intelligence should be a material, not a lookup.
  2. 2 · ArchitectureThe one field, settle path and causal program loop.
  3. 3 · EvidenceWhat the field can already perceive, learn and transfer.
  4. 4 · ScienceThe falsifiable laws and evidence boundaries.
  5. 5 · Open frontsProofs, capability links, outcomes and honest negatives.

02 · The one field

state.S: the brain itself

There is only one thing inside Hylaean's head: a single continuous field called state.S. Imagine a huge elastic crystal. Every point carries energy, direction, tension, momentum, couplings, and memories of earlier deformations.

It is not memory. It is not a hidden state. It is not an embedding. It is the brain. A question, an answer, and a model of the world do not live in separate stores, they live as different regions of the same field.

Abstract visualization of an elastic field: a lattice of glowing nodes connected by faint threads, gently warped like a rippling membrane.
One continuous substrate, waves of tension run across it.

03 · Knowledge is geometry

A concept is a valley, not a number.

In Hylaean a concept is not a point in space, it is a valley (an attractor) in an energy landscape. Drop the field near it and it rolls in and rests. The deeper the valley, the stronger it pulls. Hover or tap the landscape below to disturb it.

An energy landscape with valleys. Each valley is a concept. The dot relaxes downhill into the nearest one, that resting place is the “answer”.

Valleys can overlap

Cat, dog and horse carve nearby valleys that share geometry. From that overlap a higher valley, “animal”, appears on its own. Nobody ever wrote animal =. It emerges.

Knowledge gets richer, not bigger

Deep knowledge is not a longer vector. It is a richer topology: cat → animal → mammal → lives → moves → hunts → prey → night grows into a whole mountain range that all means “cat”.

04 · A question

A question is a stone in the water.

A question is not a data structure. It is a boundary condition, like a stone dropped into still water. It sets the edges of the problem and lets the field run.

What spreads outward are not pieces of information. They are tensions waves that push the field out of balance and start it searching for rest.

The question drops in; tension ripples across the field.

05 · The answer

The answer is not stored. It settles.

Once disturbed, the field does one thing: it tries to lower its energy. Like water finding its level, like heat spreading out, it relaxes until it reaches a stable resting state.

Question Imbalance Relaxation New equilibrium
The field starts far from balance and relaxes step by step into the basin. That final resting state is the answer, not a lookup.

06 · Language

Words are read off the shape.

After the field settles, an idea already exists in its geometry. Language comes last: a simple decoder asks only one thing, “which words describe this shape?”, and reads them off.

The decoder is a sensor, not the thinker. The rule the project holds itself to:

“If you could remove the decoder and a normal program still knew the answer, then the architecture has failed.”

07 · Thinking

Thinking is the field organising itself.

A language model thinks token → token → token. Hylaean is meant to think differently: a disturbance grows into structure, structure collides, and structure fuses into one stable shape.

  1. Question sets a boundary condition
  2. Field tension spreads
  3. Local resonances form
  4. Bigger resonances join up
  5. Partial attractors appear
  6. Collisions between them
  7. Fusion into one shape
  8. A stable attractor, the answer

The map · three regimes

Three regimes of intelligence.

One scaffold makes everything below readable. The project measures intelligence in three separate regimes, and never lets one masquerade as another. Only the last one is the real frontier.

R1 drops into a valley that already exists, R2 computes a structured answer, R3 continues a structure it was never taught. Only R3 settles a shape that was not there before.
R1 · recall

Re-stating what was shown

The field re-states a fact it was just handed. This is the mechanics of transport, decode and commit, useful as a sanity check but not intelligence.

R2 · compute

Organs solve structured tasks

Contract-declared organs settle answers to structured problems: arithmetic, sequences, symmetry. Booked in its own bucket, separate from what the raw field produced.

R3 · determination

Working out the never taught

The open frontier: the field determines what an unseen scene means and continues a structure by itself. First rungs verified, and it commits only under the honest certificate (see the research log), otherwise it abstains.

08 · Creativity

New ideas are colliding mountains.

Why do genuinely new answers appear? Because two “mountains” that were never combined are forced to relax together.

Cat and water may never have met. Ask “Can a cat swim?” and both landscapes relax into a shared process, and a new valley forms. The answer was nowhere stored. It came into being.

Two attractor landscapes merge into a new shared valley.

09 · Learning

Learning reshapes the land.

A neural network learns by nudging millions of weights. Hylaean learns by changing geometry. Use a connection often and:

the valley gets deeper the slope gets steeper a barrier disappears two valleys merge

This is the idea of well_depth: a concept that proves useful deepens its own basin, so the field is pulled toward it more easily next time. There is deliberately no back-propagation on the answer path learning is a change of shape, not a training step.

Watch the geometry learn: every time the field settles into the middle valley and commits, that valley deepens, until it captures starts that used to roll elsewhere. This deepen-on-use loop is live in the real system (measured: 14 deepen events with the coupling on vs 0 with it off).

10 · The field's grammar

Three moves: K twists, L binds, T transports.

The field has a tiny grammar of what it can do. These moves are learned, not hand-written, and each is a physical transformation of the field.

Twist

Torsion, the field's memory. It transports and twists state within a place.

Bind

The metric, it binds things together, complementary to the twist.

Transport

The only way to move content between places, discovered from examples.

Out of these three, richer verified moves have grown, each one measured before it was allowed to run:

per token resonant injection, each question word lands on its own basin (live) exact rotation apply, a discovered relation replayed as a precise turn (live, on by default) relation-conditioned transport, the connection depends on the field's own state (live) binding by synchrony, parts phase-lock into one thing (composed into the energy)

11 · Memory layers

One field, many depths of remembering.

The field has no separate database. What it “remembers” is layered into its own physics, each layer holding on for a different length of time. A moment passes through all of them, and leaves a deeper trace the further down it reaches.

A stimulus sweeps across the field. The live wave forgets in moments; the fast couplings hold it for seconds; the slow couplings and basin depths keep what proved useful; records and skills crystallise it.

The wave, state.S

The living state itself: the present moment. It is not storage, it is the thought currently happening. Disturb it and the trace fades within ticks.

Fast & slow couplings, K_fast / K_slow

Two timescales of the twist operator. The fast bank picks things up within a conversation; the slow bank changes over long exposure, held in a verified homeostatic equilibrium so it can never silently run away (shipped, on by default).

Basin depth, well_depth

Concepts that prove useful deepen their own valley. This loop is live: a grounded, committed answer feeds the deepen consumer directly (measured 14 vs 0 in the on/off ablation), geometry-only, no gold labels.

Records, RecordStore

The only episodic memory path. New words become real basins (17/17 acquired in the vocabulary test), every write carries provenance, and promotion is gated, nothing sneaks in.

Skills, SkillRegistry

Recurring competent dynamics crystallise into procedures. Credit flows only on fresh, field-produced grounded commits (measured 63 to 65 vs 0), live, on by default.

Scratch, meta.scratch

Field-native working memory: a region the field writes mid-thought and reads back. It carries the verified two-step composition chain (X → X+1 → X+2, 4/4), live in production.

And it sleeps. A contract-bound dream consolidation pass replays and admits records under a dream provenance tag with its own quarantine, memory grows offline too, verifiably and without touching the honesty gates (no teach score unchanged, zero false commits).

Read the measured retention, paraphrase and capacity boundaries

Honest edges: retention across idle time is verified (teach → idle → re-ask still recalls), and the checkpoint “carry wall”, freshly taught words being pruned as duplicates on reboot, was closed by per token signatures. The long standing paraphrase wall (exact 5/5, paraphrased 0/15) got its first verified fix: splitting a question into subject + relation before encoding lets held-out paraphrases commit in the lab. Still open: making that register survive a reboot, the durability attempt failed honestly. And capacity is now measured, not assumed: a census established how many words fit before decode margins blur, and a verified wide-signature mechanism (wider identification space, unchanged field physics) holds a 10,000-word vocabulary above the decode threshold where the raw space fails.

12 · Regions & networking

The field grows its own regions.

The one field is not a uniform blob. Its points organise into regions, a place for vision, a place for language, a place that holds the question, a place for a model of the world. Crucially, nobody names them in code. They are discovered by the field, emerging from how points cluster and couple.

Regions are wired together not by code but by operator structure: where the twist (K) is strong, where binding (L) holds, where transport (T) routes, where energy pulls. This difference between regions, their heterogeneity, is exactly what lets a question, a world model and an action carry different dynamics while living in the same field. Hierarchies appear on their own: cat, dog and horse share geometry, so a higher valley, “animal”, forms by itself.

One ring of points, self-organised into regions (colours). Signals route between them along discovered gateways.

13 · Microcells & tabs

Small patches that run tiny programs.

Zoom into a region and you find microcells: local, programmable clusters of the field. Every tick, each one reads the field around it, runs a little local physics, and writes the result back, always through the field, never around it.

Each cell carries a short program tape (the “tabs”), only a few steps long. The tape rotates and updates only when it earns credit by being useful. This is how a flat sheet of points becomes a structured, programmable substrate, and it is the rung between raw points and full skills:

point (local K / L / T) → microcell (+ tape) → skill → operator program
A cluster of microcells. The highlighted step is the program tape advancing one move.

14 · Skills & chained skills

A skill is a compiled energy program.

For a long time the project tried to build skills as token couplings, gluing an answer word to another word. That path failed seven times and is closed. The working answer, proven in July, is different: a skill is a compiled, proven energy program that pre shapes the settle, it bends the landscape before the field relaxes, so the right basin is already waiting.

It crystallises from proof

A program is only kept when its class actually formed in the field and its own application serves correctly. That receipt is the skill. No proof, no crystallisation, so a skill is a certificate, not a habit that drifted in.

It is selected by resonance

Facing a new problem the field runs a demo less selection: the program whose shape resonates with the current residual is the one that fires. When two are byte identical it refuses rather than guess. No Python interpreter chooses.

It composes and transfers

Programs chain into longer programs (production proof: 8 of 10 correct, zero wrong), and a crystallised program now transfers across families (40 of 40): a habit built on one kind of relation applies to relations it was never built on.

A proven program (top) pre bends the landscape; the state then settles straight into the waiting basin. The same program, applied to a family it never met, still lands.

Everything stays field native: the program is a piece of energy, selection is resonance, the answer is a settled state, and a dumb decode reads it. The chain below is the shape a skill takes, fixed steps joined by typed hand offs, but it runs as landscape, not as code.

15 · Organs of the field

Specialised tissue, same physics.

Beyond regions and microcells, the field grows organs: contract-declared patches of the substrate with their own local dynamics, arithmetic, sequences, symmetry, analogy, a world model, a workspace. Each one must declare where it writes, what it reads, and which experiment proves it. No consumer on the answer path? It gets deleted.

arithmetic sequences & patterns, with the law certificate (21 correct / 0 wrong) symmetry analogy invariant completion, ARC's conservation-law settle grid workspace & object field world field, reachability 0.999 as a settled state stamp field, variable-count placement as certified energy minima order percept, ordered & cyclic structure from observation epistemic field, how sure am I? semantic geometry temporal field language structure proof field recognition geometry, the ear that forms sound classes (live) articulation motor, the voice that hears itself vision cue emitter, image to a spoken word (live) construct window, generative candidate genesis candidate type registry, typed commit surface (live) panel determination, the NVQ core answerer (live) situated read cue, where and when memory (live) infeasibility precheck, abstain before a hopeless settle (live)

Booked honestly. When an organ computes an answer, the scoreboard counts it as organ compute, a separate bucket from answers the raw field produced on its own. One audit even moved three wrongly-credited answers out of the field-produced bucket (3 → 0). And the discipline cuts the other way too: a 21 July core audit ablated nine long running components, measured all nine inert on the answer path, and removed a provably dead wiring path outright. The benchmark measures the architecture, not the demo.

16 · Causal program spine

One program body, from percept to transfer.

The primary cognitive architecture is not the classical tower of microcells and tapes. It is the causal program spine: perception writes into the one field, residual pressure opens determination, a formation program crystallizes, an executor runs it, a typed commit lands or the system abstains, and a later encounter can be faster because the outcome left geometry behind. The tower stays as execution and locality infrastructure under that spine.

Target chain (architecture source of truth), read left to right in the animation:

percept episode address genesis compete formation executor commit outcome transfer

Verified, not hoped. A closed spine instance runs genesis to typed commit with false 0 (VERIFY.FIELD.GI_SPINE_GENESIS_TO_TYPED_COMMIT_E2E.02). The same crystallized program carries unchanged into a disjoint second domain (VERIFY.GI.SPINE_PROGRAM_CROSS_DOMAIN_CARRY_CENSUS.01). On 24 July the north star loop closed on one program object: induce a law, execute in domain A, carry to domain B, typed commit exact, second encounter lift over six twin pairs (VERIFY.GI.CROSS_DOMAIN_CAUSAL_FORMATION_LOOP.03). Earlier .01/.02 supersessions stay booked as honest negatives of composition, not of the spine itself.

R3 determination is the novel determination axis on that same field: when leftover pressure has no ready basin, a value free retina and one constraint settle organ decide structure the system was never taught. It has its own reportable number, never an IQ. The live staged enumeration path removed the old flat DET_FEATURE_D=64 settle boundary on its measured surface: spatial 99/99, episode 216/216, and the pooled broad rate moved from 0.0116 to 0.0527 (VERIFY.R3.DETERMINATION_TRACK_REPORTABLE.05). The open limit is different. Across 5,900 live keys, the largest structural orbit stage has 160 entries, above the unchanged bound of 64 (VERIFY.R3.LIVE_KEY_ORBIT_STAGING_FEASIBILITY_CENSUS.01).

Watch one pulse travel the spine. When residual pressure appears, the R3 determination loop feeds the competition and formation stages; commit and abstain are both honest exits, then outcome can deepen transfer.
  • verified · spine Closed instance + cross domain carry. Genesis to typed commit closes end to end; the program signature is identical across two surfaces; false 0 on both.
  • verified · north star Causal formation loop. One crystallized program induces, executes, carries, commits, and shows a second encounter lift (6 of 6 twin pairs, aggregate margin discipline), booked 24 July.
  • verified · R3 path Staged determination consumer. Factorized staged enumeration covers the production census anchors (spatial 99/99, episode 216/216, live scale 750/750, false 0) without a second solver.
  • honest boundary · R3 The remaining broad stage is larger than the organ bound. The flat boundary is already removed at 99/99 and 216/216, with pooled rate 0.0116 to 0.0527. The current stop is max_stage=160 > 64 on 5,900 live keys, not the old flat settle cause (VERIFY.R3.LIVE_KEY_ORBIT_STAGING_FEASIBILITY_CENSUS.01).
  • verified · lifecycle Collapse decides again. The genesis lifecycle stall (nucleations with neither winner nor abstain) is fixed: every nucleated window reaches a Rule 08 decision, preempt 0 (VERIFY.IQ.GENESIS_COLLAPSE_LIFECYCLE_FIX.01).

The new synthesis. Hylaean can now use addressed causality: a producer and consumer sharing one typed address can learn a law, act on it and transfer it. The missing layer is field native contextual address formation, deriving the right frame, candidate set and late landing point from an open situation. See the four part address stack →

How to read this with the rest of the page. The operators and organs sections describe the tissue. This section is the program path that tissue serves. Reasoning / R3 details the determination ladder and its scalars. Genesis is the candidate nucleation organ on the same chain. Progress is closed capability chains, not claim counts: the small consumer backed build set matters, while the much larger measurement ledger does not become progress merely because its rows are verified.

17 · Reasoning & deep reasoning

Thinking starts from leftover pressure.

Hylaean does not reason because a prompt told it to. It reasons when something does not add up, a gap between what it expected and what it actually sees. That gap (the residual) becomes a pressure in the field. On the causal program spine that pressure feeds determination (R3), then formation, execution, and commit or abstain.

Pressure opens a reasoning frame: a small nested workspace where the field can twist and bind without disturbing everything else. Deep reasoning is just this going deeper, a local segment where microcell programs and operator chains keep working until the residual shrinks. It is budgeted: when the pressure is gone, it stops, and a runaway is cut off by a health gate.

And if no stable shape ever forms, the honest result is to abstain, never a confident-sounding guess.

What is measured so far: two step composition through the scratchpad works (4/4, live), and self generated decomposition runs live on the counting ring at 4/4 with zero false.

  • General decomposition read: after an honest abstain, the field extracts the unresolved constituent and opens exactly one bounded frame. Its live cutover is inert: the frames open as designed, but no new answers commit. The named missing piece is a re decode window inside the frame.
  • Measured dead: the “think harder by re relaxing” family descended an empty gradient, and the full escalation cluster produced a false commit.
A residual (top bar) opens nested frames; each frame works the problem until the pressure falls.

Determination & induction, the newest verified rung

The frontier the project calls R3 is the field working out things it was never taught. Two rungs of it are now verified (July 2026). First, determination: shown a scene it has never seen, the field itself decides which object is meant (20/20), which property makes it special, reading “the unique one” rather than a memorised colour (18/20, generalising to palettes never seen in any demo), and where the result belongs (receiver and canvas at 1.00, with honest abstentions on deliberately hardened ties). Second, induction: shown a structure only two or three steps long, the field continues it into an unseen scene by exactly the required extent. The stopping point is a settled attractor of the field's own energy, no counter anywhere in Python decides when to stop. And at the declared edge of its envelope it refuses canonically instead of improvising.

Watch it below: the demonstrations show a short chain. In each unseen scene the field settles the continuation, two, five, eight copies, whatever the scene requires, and on the last scene, which asks for more than the declared envelope allows, the honest answer is refuse, not guess. Heterogeneous chains work too: the same shape marching across changing colours, or the same colour across changing shapes (both 1.00, zero false).

The honest counterweight, as it was measured on 11 Jul: on the 13 real ARC tasks of this family the full chain stood at 0 of 13, nine of them hiding their direction in the demonstrations' before/after difference, which the witness of the day could not read. That named primitive was then built and Verified, and the docking claim that carried the 0 of 13 reading was closed as superseded on 22 Jul. ARC arithmetic now lives on the field native five corpus anchor in the benchmark section. Capability first, scoreboard later, and never the other way round.

Induction, live: demos show a chain of 3; unseen scenes settle continuations of exactly the required extent; beyond the declared envelope the field refuses.

The class genesis ladder: one organ, learning to determine more

Since mid July the determination frontier is organised as a ladder around one organ, not a parallel pipeline. Classes of relations form themselves from exposure, from the live curriculum and from episodic memory. A value free retina reads only coordinate differences, never tokens, so a class can apply to content it has never seen. One shared constraint settle organ answers for both the grid world and the relation world, there is no second solver. The only production consumer is the abstain arm: when the field honestly abstains, the relation hypothesis arm may determine and apply a formed class, and a successful application can crystallize into a skill. Every rung below is a booked verification claim on this one chain.

exposure → classes form value free retina one constraint settle apply · skill serve abstain arm commit gates
  • verified · foundation Formation and live consumption. Class formation, composition, the live curriculum feed, the episodic source and skill crystallization are all verified: the chain forms classes in production and serves them through the abstain arm, with zero false commits.
  • verified · rung 1 Baseline: held out instances of known classes. Instance pairs never exposed anywhere determine at the ceiling (pooled 1.0 across five families under five class stress, zero false, echo trap clean). Just as important, the baseline pinned the two walls above it: a regularity never formed as a class abstains 100 percent, and a target coordinate with no candidate row abstains.
  • verified · rung 2 Never formed, determined at test time. An additive item witness lets the one chain read a regularity from a single item's own demonstrations, as an ephemeral witness over the unchanged retina, nothing registered, nothing remembered. The unchanged organ settles the answer and the unanimity discipline refuses anything the demos do not all carry. The first wall from rung 1 converts, with the production path untouched. The historical transport hygiene pair is not a current static point.
  • honest negative · rung 3a Generating at an empty coordinate: where, but not what. A declared instantiation energy lets the field hold a settled state at a class implied coordinate where no candidate row exists, but the generated state carried no content (content accuracy 0.0), and the coordinate alone is trivially computable outside the field. Booked failed with the missing primitive named: a content carrier for generated coordinates.
  • verified · rung 3b The content carrier. Content is keyed by its order rank along value free axes, never by the token itself, the same principle that keeps the retina value free. A store built purely from exposure holds the token dropped at the query hole; remove the store and the field is provably blind to it. Where and what now settle together. Measured, default off, not yet consumed live. The historical transport hygiene pair is not a current static point.
  • verified, live · rung 4 The live loop shipped. The item witness runs as a hypothesis source inside the live abstain frame of the running engine, flipped on by default together with its capacity fallback, and the content carrier is live too: never formed regularities determine during a real session (6 of 6 in the paired flip evidence, zero wrong) and content holes fill at 4 of 4. Successful content conversions now crystallize into skills that survive the checkpoint cycle into a fresh boot.
  • verified · rung 5 Foreign families. The one unchanged chain now determines domains it never met through the same order percept: linguistic conventions, directed causal chains, logical dependencies, spatial adjacency and kinship roles, each verified on held out instances with never exposed content. New percepts (tree and DAG structure, 2D layout, interventions, expectation violations) made further structure observable, and the first three are live formation sources in production.

The reportable determination number

R3 determination has its own honest number, kept separate from the transport scalar and from the composite. It is deliberately not an IQ or an FIQ: there is no reference population (is_fiq is false). The IQ composite is organ carried, structurally pinned by the many open verbal base domains, so it is not the intelligence scalar. The moving pointer for R3 is this determination track, measured no teach on held out structure through the one value free retina, field produced against a 0.0 empty library baseline, with every Rule 06 control canonical and zero false commits. On 22 July the ladder was extended with harder tiers, because the live factorized addressing had pushed the old surface toward the ceiling (the flat ladder still reproduces its 0.625 exactly): the lower headline is harder material, not a regression, and an ablation census the same day proved the number field dependent (empty library and shuffled controls collapse to zero). The current cold no teach transport mean sits beside it as a separate scalar, not as the R3 number. The cold reference band is now set to 0.350 to 0.378 (VERIFY.QA.NOTEACH_COLD_BAND_POLICY_SET.01); the warm prepared 20 July range was measured under a different protocol, so the two are neither an improvement nor a regression against each other.

1.0r3_determination_rate over 136 held out items, saturated ceiling (VERIFY.R3.DETERMINATION_TRACK_REPORTABLE.01) no teach
0.5568r3_graded_determination_rate over 528 held out items on the extended harder ladder (22 Jul), hardest tier 0.0341 (VERIFY.R3.DETERMINATION_TRACK_REPORTABLE.03) field produced
0.0527broad staged graded rate on the live R3_STAGED path (24 Jul), hardest tier still 0.0019, about 4.5 times the flat broad point, honest non lift vs the 0.0341 hardest bar (VERIFY.R3.DETERMINATION_TRACK_REPORTABLE.05) field produced
0.36233current reportable cold no teach transport mean after the owner classified sibling warmup as teaching. It comes from ten independent 20 item processes across two cold batches with no probe warmup, no teaching and false commits 0 of 10. The owner has now set the cold reference band to 0.350 to 0.378, taken from a dedicated 20 run cold series (VERIFY.QA.NOTEACH_COLD_BAND_POLICY_SET.01). The earlier 0.373 to 0.389 range stays archived as a warm prepared historical measurement: its six points followed a separate discarded full probe whose teaching and adaptation writes were not recorded, so it was taken under a different protocol and the two ranges are neither an improvement nor a regression against each other. The 0.35 regression floor is unchanged; the owner has decided that one cold run below it is diagnostic and that the repeat rule must be tested in a separate claim (VERIFY.QA.NOTEACH_COLD_REFERENCE_TWO_INDEPENDENT_BATCHES.01, band series VERIFY.QA.NOTEACH_COLD_DEDICATED_BAND_SERIES.01) no teach

Honest boundaries, measured not assumed. On 24 July the staged factorized enumeration consumer path went live (typed_role_factor_graph_relation_staged_enumeration): the former mod 64 boundary cells convert (spatial 99/99, episode 216/216, live scale 750/750, false 0), and the broad staged pooled rate reads 0.0527, but the hardest broad tier stays at 0.0019 under the 0.0341 bar. The named remaining primitive is formation slot budget pooling; that build is verified default off (VERIFY.R3.FORMATION_SLOT_BUDGET_PER_DIMENSION_BUILD.01), the tier remeasure is the next track claim. The flywheel gap found by the live census (244 of 244 conversions correct, yet zero deepen or skill credit events downstream) has its first verified consumer: conversion valence now reaches the skill composition detector on every genuine conversion (267 of 267 deliveries, zero false), and content conversions crystallize into skills that survive sessions. The rank carrier still does not transfer to the question answer identity front, an offline cross check measured it carrier blind there. And this ladder is a relations and curriculum capability, deliberately not an ARC solver path and never an IQ score.

18 · Vision

A cortex that learns by predicting.

The eye of Hylaean is not a labelled classifier. It is a predictive cortex that learns from raw visual change, no reward, no labels. It constantly guesses the next frame; where it is surprised, it learns. (With no camera attached it still runs on its own picture curriculum, so the field always has something to see.)

What it sees is poured into the same field everything else lives in: it grows a real 2-D map (a retinotopic region) inside state.S, and an object tracker forms stable clusters on its own. The field even self-names recurring things it was never taught. The same machinery now also distills objects from a single still image, and that distiller has been docked as the live eye of the field's world model (lab-verified, off by default). And as of 21 July the eye reached the tongue: shown an image, the field now settles the matching word and commits it, the first production image to text recall, gated so it only answers a question that actually asks what it sees (zero false commits). As always, the decoder that turns a basin into a word is a sensor, not the thinker; the camera adapter only encodes pixels.

On 1 August the shipped World discipline moved for the first time in its acquired scoring phase: 11 of 24 easy episodes and 15 of 24 hard episodes scored, with zero false terminals and zero unauthorised writes (VERIFY.LIVE.ACTION_SCHEMA_ADMISSIBILITY_FLIP.02). This is a live R2 world capability on an acquired environment family. It remains a separate shipped outcome cell from the later D3 structure proof.

On 5 August the autonomous experience circle closed in a controlled world. An ExperienceNeedReceipt opened and closed three field initiated episodes in a continuous stream. The full circle reached 4/4, a periodic timer with the same budget reached 0/4, and the unchanged program transferred 3/3 to a second world. The mechanism remains default off (VERIFY.WORLD.AUTONOMOUS_EXPERIENCE_NEED_RECEIPT_TIMER_CONTROL_TRANSFER.01).

The proof remains closed and the public proof cell remains three of four. Its binding owner qualification is shown verbatim: bewiesen unter harness-attestiertem Material; eine Produktionsattestierung fehlt. The hashes, five replays and QA gates are verification apparatus, not a living production attestor. Production first needs PRODUCTION_NATIVE_LIVE_WIDTH3_TO_CERTIFIED_FACTOR_ROW_ATTESTATION_SEMANTICS.

Vision and speech now also meet through causal effect rather than surface similarity. A modality free affordance address recalled the three previously open fruit cases after a genuine Fresh Boot, while the two already closed cases stayed green: 5/5 in total. Remove the address or its consumer and the three new recoveries disappear. This no teach consumer is verified and default off (VERIFY.CROSSMODAL.CAUSAL_AFFORDANCE_FRESH_BOOT_RECALL_CONSUMER.01).

A retinotopic map predicts what it sees; a moving object grows its own tracked cluster. Surprise (the spike) drives the learning.

19 · Speech

The field hears and speaks.

Sound goes into the same field as everything else. On the hearing side the field forms its own sound classes from raw utterances and binds their order, so a sequence is recognised by its shape, not by a label. That recognition geometry is verified on held out voices (held out 1.0) and is now on by default.

On the speaking side an articulation motor reads the settled targets, renders them into voiced frames through a frozen renderer, and feeds those frames straight back into its own ear, all inside a single tick. The loop is live: the field speaks and hears itself speak, with no text in the middle.

The honest boundary, measured not hidden: the field is still self voice blind. The double pass of render and settle nudges the spoken pattern across the same basin boundaries the original voices respect, so it hears itself as speech but not yet as the exact word it meant. The wall is localised precisely to the recognition side settled read, and the retry reuses the proven recognition organ as the ear. Capability first, then the flip.

The field speaks a frame, hears it back in the same tick, and the sound settles toward one of its self formed classes. Recognition is solid; the dashed slot is the self voice read still being closed.

20 · Generative genesis

Making new candidates, not just finding old ones.

The hardest wall is generation: not recalling a stored answer but proposing something new. The naive way, carry novelty as a single amount, always dies, because the settling field squeezes any lone amount toward zero (measured survival about 1.7 percent). An amount can always be pushed continuously to nothing.

The fix is class different. A candidate is carried as a discrete winding, a twist in the field's phase that cannot be shrunk smoothly away, it would have to jump a real barrier. So several candidates coexist through the whole settle, kept apart by identity, not by amount. During a bounded construct window a gentle washboard energy holds the competing twists; when the window closes the field collapses to exactly one winner or honestly abstains, never many at once.

The bounded window runs live from real unresolved pressure, never from a fixture. The relation episode route reached field occupancy on 45 of 46 scenes and completed 40 of 46, but produced 0 of 46 exact settled occurrence reads. Under the owner's Option A this route is now a hard stop at FIELD_NATIVE_RELATION_EPISODE_FRAME_LEASED_SETTLE_CARRIER (VERIFY.FIELD.RELATION_EPISODE_PERCEPT_INGRESS.01). That is a terminal measurement of the present carrier, not a successful genesis claim.

Top: a single amount slides down to zero, the wall. Bottom: a washboard with several wells lets distinct winding classes survive the settle together, until the window closes and one is chosen.

21 · Sudoku

Rules become forces; the solution is rest.

Sudoku is a clean test that the same physics works on more than language. There is no Sudoku algorithm inside. Digits live on an orthogonal value frame, rules enter as balanced exact cover energies, and since 24 July an ordered collapse cascade sharpens forced singles in energy margin windows. A grid relaxes until that energy is lowest, exactly the question-to-answer move from earlier.

Every possible digit of every cell is a candidate row in the one shared field. The rules, each row, column and box needs every digit exactly once, become exact cover energies, and a violated constraint slowly raises its own weight (a dual multiplier) until the barrier that traps it tips. No Python solver ever writes the digits: a dumb argmax reads the settled field, and an independent counter may only stop the run, never repair it.

To avoid locking in a wrong guess too early, the solve runs through a pre scheduled chain of physics phases on one continuous trajectory: temperature cools and reheats, dual pressure and deterministic pinning vary, and since July a rotation phase can carry trapped mass around a cycle. The answer is the settled, sharpened grid.

Watch the field solve: candidate strengths sharpen as the temperature cools, and the live violations counter falls to zero, that is the whole “algorithm”.

Measured solving rates, orthogonal value frame

Verified claim runner numbers of the current lane (22 to 23 Jul): the same dual ascent physics with each digit on its own orthonormal axis, one continuous trajectory per board, no best of K, no repair, dumb argmax decode, every solve independently re verified:

12/124×4 bank: solved outright, zero false solves
10/126×6 bank (ring frame on the same apparatus: 5)
8/129×9 curated bank at the 96 round budget
4/8previously stuck fixtures: boards no prior chain ever solved

The public exchange bank, honestly

The official scoreboard on the public sudoku exchange puzzle bank, remeasured 24 July after the ordered collapse cascade flipped live: orthogonal value frame, balanced exact cover energy, and the cascade that collapses forced singles in energy margin windows, all on the production path. First 25 boards per category (hard 29), one continuous trajectory per board, no best of K, no backtracking, dumb argmax decode. For scale: 23 July landed 50 of 104 with hard 9 of 29; the morning before that the chain read 12 of 104 with hard 0 of 29; the old ring geometry still solves 0 of 104 under the same physics.

75/104boards solved outright field native
21/29hard boards solved: the wall keeps opening
0false solves: every solution independently re verified
0best-of-K, backtracking or decoded-grid feedback
Every board of the exchange bank through the live production solve path, exact per board results of the 24 July post flip remeasure. Green solved, grey not solved. The hard row reads 21 of 29; the day before it was 9 of 29.
Read the measured campaign from the missing exchange move to 75 of 104, hard 21 of 29, false 0

Honest negative, named. Thirteen measured waves of strictly admissible mechanisms (edge duals, seam release, phase relief, directed tie breaks, dual diffusion, extra regimes) each came back neutral to catastrophic. The wall is not a tuning problem, it is a missing move: a coordinated multi cell exchange, a simultaneous mass rotation along a frustration cycle, which cannot be expressed as smooth local energy shaping over candidate probabilities.

On 14 July that move was built (SUDOKU_CYCLE_ROTATION): an antisymmetric, norm conserving rotation as a registered operator dynamic, docked default off in the engine’s reversible drift channel. It demonstrably turns, residual violations on the stuck subset compress 48 to 20, the best value of the whole campaign, and one board that stayed unsolved through the entire prior campaign now solves reproducibly in both measured runs. The drastic solve rate jump did not come, a stop only commit gate confines the appended rotation to already locked fields, so the claim is booked Failed, honest negative, and the next sub primitive has a name: a schedule that couples rotation to the deadlock forming descent without breaking the proven integrality. Capability first, scoreboard later, never the other way round.

The campaign has since run that discipline to round nine (state 18 Jul): loop transport, sector crossing, single pair intercalate exchange and the joint multi pair resolution each passed their structural census and operator build, and each failed the frozen live capability bar honestly, the joint operator abstains on ambiguous coupled tangles rather than guess. The hard row still reads 0 of 29; the newest named sub primitive is a balanced sub component certificate inside those tangles. The wall is real, and it is being taken apart one named piece at a time.

On 22 July the front found its biggest lever yet, and closed it honestly. A value frame census showed part of the wall is an encode artifact: the compact carrier lane projected categorical digits onto a ring, and that spurious circular metric both handicapped the charge readout and mass produced the very ambiguous tangles the whole exchange campaign was built to resolve. Rebuilt in an orthogonal frame as a claim local harness, the same dual ascent physics solves 12 of 20 pooled 9x9 boards where the ring geometry solves 2, the 6x6 bank rises from 5 to 10 of 12, and the ambiguous tangle population collapses by seventy percent. The three named levers for the residual eight boards were then each measured dead: more settle budget scales only logarithmically, the production phase schedule actively regresses on the orthogonal carrier, and learned resolution laws form and dock but almost never become uniquely applicable (3 usable contexts out of 11,589). The residual boards are booked search hard for admissible settle mechanics without a stronger learning primitive; migrating the orthogonal frame into the production encode stays an open owner decision, so the public bank scoreboard below is unchanged.

A late night receipt census (22 July) added the first cross size transfer evidence on this front: six resolution laws form purely from the field’s own settle on small 4x4 and 6x6 boards, two of them recur across both sizes under a size free grammar, all pass a hard value free hygiene scan and crystallize into real skill programs. Applied to the 9x9 population on the flat harness they stay inert for a sharply measured reason: 2,296 matching group contexts, zero with the unique one cell one slot form the receipts may legally act on. A read only count then showed the live nine phase settle regime is different: it presents 765 uniquely applicable sites across 359 operator fires. A 23 July census then root caused the whole coverage wall in one coordinate: every one of the 765 live sites carries exactly one under supplied value slot, while small board formation only ever observes fully supplied groups resolving, so the receipts are structurally unable to arm. The owner approved follow up is formation exposure to the live site class itself.

On 23 July the owner ordered the decisive measurement: the orthogonal frame on the real benchmark, the full 104 board public exchange bank, in run paired against the ring geometry with identical physics, budget and seeds. The result: 36 of 104 boards settle to a fully valid solution (easy 20/25, medium 7/25, hard 6/29, diabolical 3/25), zero false solves, every solve independently re verified, while the ring frame solves 0 of 104. The hard category cracks for the first time in the campaign, the ortho score triples the previous production chain (12 of 104, hard 0 of 29), and the encode artifact finding turns out to be population total: on the real bank the ring geometry solves nothing at all. The same day the path was built into production as a default off, byte identical solve route, verified end to end, and switched on by the owner as an isolated one line event.

The afternoon then found the second physics correction. A census of the remaining 68 boards asked why they stay stuck and got a sharp answer: the settle hard commits mutually contradictory digits early (on 46 boards the firmly decided cells already admit no consistent completion, median onset round 8), and the reason is an asymmetry in the energy itself: it penalized a digit appearing twice in a row, column or box, but a digit starving in a group, the smooth precursor of every such contradiction, was free. Adding the missing half (the balanced exact cover energy) solves fifteen of the never solved boards including five hard ones, at the cost of one previously solved board; the trade was accepted by the owner, verified end to end through the production path (50 of 104, hard 9 of 29, zero false solves) and switched on the same day. In one day the production system went 12 to 36 to 50 of 104, entirely through two physics corrections and with every step booked in the registry.

On 24 July the certified collapse front ran the next physics hypothesis and booked it honestly. A static local concentration term (VERIFY.PHYS.SUDOKU_LOCAL_COLLAPSE_TERM_PRODUCTION.01) missed its ceiling: ON solved 29 of 104 with hard 5 of 29 against bars 58/9, hurting the transient path relative to the 50 of 104 OFF arm. The named missing move was an inference ordered collapse, not more local weight. That ordered collapse cascade was then built, flipped into production, and remeasured officially (VERIFY.PHYS.SUDOKU_ORDERED_COLLAPSE_POSTFLIP_REMEASURE.01): 75 of 104, hard 21 of 29, singles 10/10, false 0, with OFF continuity still 50 of 104 hard 9. Domain mechanics only, never an intelligence number. Residual boards remain; the next moves stay physics side.

22 · Benchmarks

One physics, eight external mirrors.

We do not train for benchmarks and we do not build solvers for them. Every corpus is treated the same way: the task is written into the field as a boundary condition, the field settles, a dumb decode reads the result, and strict gates decide commit or abstain. No pretraining, no task type branches, no best of K, and a false commit counts as a failure everywhere. The mirror set is eight corpora: ARC-AGI-1 and ARC-AGI-2 probe rule abstraction, ConceptARC probes one concept in many variants, Bongard probes concept formation, MiniGrid probes world model prediction, Sudoku probes constraint physics, ARC-AGI-3 probes interactive agentic play, and Microworlds probe reachability and navigation on held out synthetic topologies. Each run is a booked verification claim; wins and honest negatives are reported alike.

parked · ARC

Four rewrite censuses produced no program

The same frozen eight task cohort reached every derivation but still formed 0/8 task programs and 0/25 withheld programs. The later relational scene frame census also returned KILL at 0/8 controlled coverage. ARC 2 evaluation stays sealed. There is no fifth vocabulary retry, matcher patch or solver workaround.

parked · battery

The T2 chain moved its red edge, not its outcome

Five measured links moved serves from 0 to 4, but pages, formations and members remained 0, and expected T2 benefit stayed 0/8. The chain is parked before a sixth local build. Its named wall is contextual material plus a relation type that can read rotation without pretending it is translation.

These are honest negatives, not missing marketing. ARC source: VERIFY.ARC.RELATIONAL_SCENE_FRAME_CENSUS.01. Battery source: VERIFY.WORLD.BATTERY_QUERY_REASONING_FRAME_FIELD_ATOM_HANDOFF.01.

Scoreboard, registry headline metrics

Exact solve rates where the corpus asks for an exact answer; capability rates where the mirror measures prediction, concept separation, play, or navigation. One field trajectory per task, abstain allowed, dumb decode only. All numbers come from the verification registry: the ARC family carries the sealed state of 31 Jul 2026, the five mirrors outside ARC the state of 24 Jul 2026. The ARC shaped mirrors are read on two separate tracks that must never be added together: the field native track, which is the only bucket we call progress, and a frozen legacy baseline whose answers were measured to be built by organ code rather than settled by a field.

The field native ARC anchor is a single frozen measurement over the five ARC corpora that ship in this repository, 2096 task slots in total, re measured on the defaults that ship today and sealed on 31 July (VERIFY.ARC.ARC8_PUBLIC_ANCHOR_SEALED_REMEASURE.01): 39 exact answers, zero false commits. That is a corpus measurement on our own material and it is not a score on the public ARC-AGI leaderboard; the eval splits inside it are the ones shipped with the datasets, held out from anything we teach. Nothing in this track is taught: teaching a corpus would make the number mechanics rather than a result, and mechanics is never reported as a capability. The rows below are the canonical arm, a single threaded eager CPU run; a compiled arm on the same sealed material reads the same 39 at zero false and moves four slots, named in the note.

How to read the field produced ARC anchor and its four caveats

Four things belong to that anchor and none of them may travel without it. One. The 39 are the field produced bucket. Two further buckets are kept strictly apart and a sum over them would be a false statement: field acquired stands at 42 on the canonical arm and 43 on the compiled one, a law that lives in the field with its realisation still open, and the legacy baseline below is teacher corpus, explicitly not architecture progress. Two. The total is arm invariant, the identity of the slots is not. Both arms read 39 exact at zero false over the identical 2096 slots and agree on 37 of them. Four differ, and they are named rather than rounded away as noise: the canonical eager arm alone commits arc1_train::d5d6de2d and arc2_train::25ff71a9, the compiled arm alone commits arc1_eval::84db8fc4 and arc2_train::84db8fc4. That is why this anchor names its arm and its device set instead of publishing a bare figure. Three. The step from 26 to 39 came from a finished materializer, the part that turns a settled object law into a finished grid, shipped on 30 July (VERIFY.ARC.ARC8_MATERIALIZER_CONSUMER_EDGE.02, VERIFY.OPS.ARC8_OBJECT_GRID_MATERIALIZER_DEFAULT_FLIP.02). Its 13 new object slots were then measured with both honesty instruments live on 31 July (VERIFY.ARC.ARC8_OBJECT_SLOT_PROVENANCE_MEASUREMENT.01): 13 decided, no control skipped, and for 8 of them the law moves nothing, every branch is the zero delta in its own frame, so the content carries the answer and the null settle control collapses cleanly with zero echoes; the remaining 5 carry a law with a delta different from zero. We publish that split rather than the flattering reading. Four. Both honesty instruments are live in the shipped state since 31 July (VERIFY.OPS.ARC8_HONESTY_INSTRUMENTS_DEFAULT_FLIP.03, seven day review 7 Aug), and the same run measured them verdict neutral: over 1720 tasks not one of the eight verdict fields moved, so the instruments make the provenance of this number re derivable without being able to move the number itself, at a measured 1.31x of the corpus wall clock. Separately, the two production switches thrown before the 29 July freeze bought reach, not answers: 314 records moved, not one commit changed, tasks that execute exactly went from 31 to 87. The wall did not fall, it moved from expression to execution.

Current internal measurement snapshot, 7 August. The shipped Frozen Cell still reads 9 of 20 with zero false commits and no teach (VERIFY.LIVE.SEQUENCE_MINIMAL_WITNESS_COMPOUND_FLIP.01). A restored complete Mode B, vocabulary-prepared / nicht kalt, battery under a 3,500 tick harness outer drain budget finalizes regularly at 3,291 world ticks and again reads composite 0.2222 with World scored 11 easy / 15 hard, so movement versus the 1 August point is zero (VERIFY.IQ.BATTERY_WORLD_TAIL_OUTER_DRAIN_BUDGET_COMPLETE_MEASUREMENT.01). The earlier finalize attribution had named the insufficient 1,200 tick cutoff; raising that harness budget restored the full run without moving the number (VERIFY.OPS.WORLD_TAIL_FINALIZE_BLOCKER_ATTRIBUTION.01). It is a Mode B composite, vocabulary-prepared / nicht kalt (executed vocab preteach exposures before scoring; preteach_exposed_total > 0, not acquired > 0), with no scored adaptation writes: not an FIQ, not a human normed IQ, and not the cold static no teach point (VERIFY.IQ.BATTERY_VOCABULARY_PREPARED_PROTOCOL_LABEL.01). These are separate populations and are never averaged or added. A separate census of 137,079 units across 18 existing world like sources found no regular endogenous exported actor, affected entity and reference triad. The 37 triadic rows are fixture staged, so no new battery build is licensed (VERIFY.WORLD.WIDTH3_CAUSAL_MATERIAL_ENVIRONMENT_SOURCE_CENSUS.01). A later default-off build closes that one export chain for Fetch: all 96 raw opportunities retain their three roles, role synthesis and loss are both zero, and the regular Opportunity / Call / Emit / Consume / Effect trace is 96 / 1 / 3 / 1 / 1. Source and event-shuffle ablations remove the effect. This is the first newly closed production chain of the evening, with no missing primitive on that chain; it does not build the separate pressure producer and it does not authorize a default-on flip (VERIFY.WORLD.WORLD_ACTION_EVENT_ROLE_PRESERVATION_ADDITIVE_BUILD.01, VERIFY.WORLD.LAW_FREE_GENESIS_PRESSURE_SOURCE_PRODUCTION_PREBUILD_GATE.02). Its binding qualification is bewiesen unter harness-attestiertem Material; eine Produktionsattestierung fehlt.

A conditional class map measures the five corpus ARC total at 43 when enabled, but it remains shadow, default off. ARC-AGI-2 evaluation stays 0 of 120 against the D2 threshold of 12 of 120, so the build is D2 neutral and the public shipped anchor remains 39 (VERIFY.ARC.ARC8_CONDITIONAL_CLASS_MAP_BUILD.01).

The frozen legacy baseline, and why it is not progress

The five mirrors outside ARC

What each mirror showed

ARC-AGI-2 standing wall

The hardest mirror and the main front. On the field native track the sealed 31 July anchor reads 19/1000 train and 0/120 eval, zero false commits. The materializer edge shipped on 30 July lifted the whole five corpus set from 26 to 39 exact, and the published figure followed on 31 July once the provenance of those +13 slots was measured with both honesty instruments live. On the frozen legacy arc7 baseline the same corpus reads 152/1000 train and 0/120 eval with zero false commits ever, but a provenance measurement split those 152 into 118 organ constructed, 24 from a lookup table and 10 with a settle measured to carry the answer, so that number is teacher corpus rather than progress. The eval wall is measured as an expression wall, today's law algebra cannot even fit the eval demonstrations. The full anatomy, with three measured walls and the current follow ups, is below.

ARC-AGI-1 verified · 16 Jul

On the field native track the sealed 31 July anchor reads train 17/400 and held out eval 3/400 at zero false commits on the canonical arm, and two of those slots are arithmetically fragile: the compiled arm reads 16 and 4 for the same total, swapping named tasks. The rest of this card is the frozen legacy arc7 baseline. The unchanged organ stack, pointed at the easier original corpus for the first time: train 102/400, eval 57/400, zero false commits on both splits. A provenance census on 26 July (VERIFY.ARC.ARC1_PROVENANCE_ATTRIBUTION_CENSUS.01) attributed those 159 solves to the mechanism that produced them: 122 organ constructed, 24 from a hand written lookup table, and 13 where the organ's relaxation is measured to carry the answer. The solves are correct and the transfer finding below is unaffected, but the number is a baseline of organ code, not of a field solving ARC. The finding: the same organs that never solved an ARC-2 eval task do generalize to unseen tasks once the abstraction depth drops; the ARC-2 wall is a difficulty wall, not a total transfer failure. All 57 eval solves are frozen per id in a baseline lock, and a census decomposed the difficulty step to ARC-2: bigger grids, richer palettes, fewer demonstrations. A second census found half of the unsolved large task stratum carries simple periodic output structure, the named headroom pocket for the new expressions front.

ConceptARC honest negative · wall confirmed 17 Jul

On the field native track ConceptARC is the flattest of the five corpora: 0/176 tasks in the frozen 29 July anchor, zero false commits. Thirteen of its formed laws reach the last execution stage and stop there, in both arithmetics, which is a measured stopping point rather than a guess. The rest of this card is the frozen legacy arc7 baseline, counted in test items rather than tasks. One concept in many variants, several test inputs per task: 29/477 items exact, 8/159 tasks fully correct, and 14 false commits, the first crack in the false commit discipline any corpus ever produced. The fix candidate, a per test input applicability certificate, was built and measured to the end and failed honestly: every variant that kills at least 12 of the 14 false commits also breaks the ARC-1 eval lock (best clean kill 13 of 14), and an output side census confirmed the same wall, the false completion is an exact fixpoint of a validly witnessed concept. The named missing primitive is a witnessed regime boundary: demonstrations show a law as input to output pairs but never the domain over which the law is valid. The solves are correct, but we no longer call the number field native: ConceptARC runs through the same arc7 production commit path the 26 July provenance audit (VERIFY.ARC.FIELD_PRODUCED_PROVENANCE_AUDIT.01) flagged, so the 29 carry no field-produced label. Since 26 July the settle behind every one of them is measured rather than assumed: 6 answers come out of a field relaxation that changes them, 23 are built by organ code, and none is left unaudited. The honest negative verdict and the 14 false commits are unchanged; only the provenance word is corrected.

Bongard problems measured · at baseline 19 Jul

Concept formation over 231 classic problems, decided by settled field signatures and a nearest neighbour readout. The fresh field measured exactly chance; a trained field retest on a small subset read 0.597 leave one out versus 0.608 for raw pixels. The population census on the trained cortex route (19 Jul, N=231) lands at 0.533 leave one out versus 0.536 for raw pixels: still at baseline. Richer descriptors and set level decode help a little and still do not clear the wall; the named gap is a determination primitive that separates concepts beyond the best fixed feature basis, not a smarter readout.

MiniGrid, world model organ verified, live · 18 Jul

World model prediction: given the current grid and the agent's action, predict the next grid. The first measurement found the field action blind, and the named organ was then built and verified within two days: the action conditioned grid transition organ beats the copy baseline, its live dock now defaults ON in production, and it answers grid world questions through the unchanged commit gate discipline (committed answers 0.965 correct at a 0.67 commit rate, echo and shuffle controls collapse as designed). The learned coupling transfers to unseen environments, and live Hebbian acquisition measurably improves the interaction tail. The honest boundary: raw changed cell accuracy is 0.65, interaction heavy dynamics remain the open front. A 20 Jul Sokoban play remeasurement with the goal map stack stayed an honest negative: constellation wins need object level evidence the current profile does not yet carry.

Sudoku, public bank ordered collapse live · 75/104 · 24 Jul

Constraint physics on the public exchange bank. On 23 July the orthogonal value frame plus balanced exact cover energy lifted production from 12/104 (hard 0/29) to 50/104, hard 9/29, false 0. On 24 July an ordered collapse cascade (energy margin window cascade, build VERIFY.PHYS.SUDOKU_ORDERED_COLLAPSE_CASCADE_BUILD.01, flip 4ca6f6896) moved the official scoreboard to 75/104, hard 21/29, singles 10/10, false 0 (VERIFY.PHYS.SUDOKU_ORDERED_COLLAPSE_POSTFLIP_REMEASURE.01). Category split: easy 24/25, medium 21/25, hard 21/29, diabolical 9/25. Domain benchmark mechanics only, never an intelligence number. No best of K, no backtracking, dumb argmax decode. The full story is in the Sudoku section above.

ARC-AGI-3, interactive honest negative · remeasured 20 Jul

The interactive member of the ARC series: an agent explores a turn based grid game, infers an unstated goal, and plays it. The field learns the game dynamics passively and becomes a real world model, it recovers about 41 percent of the cells that change from one frame to the next where copying the last frame recovers zero, and that prediction genuinely depends on the action taken. But when the field is then asked to play, choosing each action by a dumb readout of its own world model, it does not beat a random agent on level completion: 0 levels for the field against 1 lucky level for random across 25 public environments. A 20 Jul remeasurement with the docked goal evidence channel stayed at 0 wins (goal, reflex, and random). On 22 July the front was measured to the end: two more experience sources (directed experimentation and demonstration traces) were inert, both observable widenings failed cleanly (the spatial signature class and the multi step causal class each read no keyed structure from the experienced streams), and an escalated demonstration win hunt spent 25.5 million steps across all 25 games for zero wins. The wall is the competence of the experience source itself; the named residual is a class different source such as human demonstration traces. The full story is in the ARC-AGI-3 section below.

Microworlds verified · reachability + navigation

Held out synthetic topologies for multi body spatial reasoning. Wave 1 settles reachability as a field state (accuracy 0.999 on unseen graphs, where a one hop Python baseline is blind). Wave 2 settles a graded geodesic potential whose dumb gradient decode routes navigation at next hop, route optimal, and multi hop route 1.000 on unseen topologies. Both organs stay default off until armed; the answer is settled field state, not a Python graph. These are the internal spatial mirrors that later world model and motor work build on.

Why external mirrors at all? The primary intelligence check stays internal and no teach, measured on unseen questions with persisted memory. The owner classified sibling warmup as teaching, so this page reports the current cold mean, and the cold reference band is set to 0.350 to 0.378 (VERIFY.QA.NOTEACH_COLD_BAND_POLICY_SET.01). The 0.35 floor is unchanged. The earlier 0.373 to 0.389 range came from a warm prepared series under a different protocol, so it is neither an improvement nor a regression next to the cold band. External corpora are diagnostics, each one probes a different missing ability and each honest negative names the exact primitive to build next. A benchmark that can be won by a smarter decoder would be invalid, so every one of these runs proves the decoder stayed dumb.

What each benchmark really tests, with real examples

Every figure below is a real task taken straight from the dataset that ships in this repository, drawn faithfully by a small reproducible script (webseite/tools/render_benchmark_examples.py) with the standard ARC colour palette. Nothing is hand drawn or invented. Where a family keeps no static task in the repo, the figure is clearly marked Schema. Each status line names the measurement date it carries. The ARC family uses the sealed 31 July anchor; wins and honest negatives are reported alike.

ARC-AGI-1 verified

ARC-AGI-1 is a set of small coloured grid puzzles. You see a few examples of one grid turning into another, then you must produce the output for one new input. Each puzzle hides a different rule, so the only way to win is to work the rule out from two or three examples and apply it once. In the shown task the rule is self similarity: wherever a cell is coloured, the whole small shape is stamped into that position of a bigger grid, and blank cells stay blank. For us this is a whole architecture test, not a solver: the task is written into the field, the field settles, and a plain readout must land on the exact grid or the system abstains.

Status, field native track (sealed five corpus anchor, 31 Jul 2026): canonical eager CPU arm train 17/400, held out eval 3/400, zero false commits. The compiled arm reads 16/400 and 4/400 while the five corpus total remains 39; the four differing slots are named in the scoreboard note. Status, frozen legacy arc7 baseline: train 102/400, held out eval 57/400, zero false commits (16 Jul 2026), answers measured as organ constructed, so teacher corpus rather than progress. Real task 007bbfb7 from arc/agi1/training.

ARC-AGI-1 task 007bbfb7: two input to output examples, then a held out test input with its answer grid, rendered in the ARC colour palette.
Two worked examples, then the held out test and its answer.

ARC-AGI-2 standing wall

ARC-AGI-2 is the harder successor: bigger grids, richer palettes, fewer demonstrations, and every task is new. Same format, same promise, infer the hidden rule from a handful of demonstrations and produce one exact answer. The shown task is one of the gentle ones, a fixed colour dictionary (1 with 5, 2 with 6, 3 with 4, 8 with 9) that you read off the examples and apply; most ARC-AGI-2 tasks are far harder. This is our main external front, and the honest wall lives here.

Status, field native track (sealed five corpus anchor, 31 Jul 2026): 19/1000 train, held out eval 0/120, zero false commits; the shipped materializer edge took the whole five corpus set from 26 to 39 exact, and the published figure followed after the 13 new slots were measured with both honesty instruments live. A shadow conditional map measures 43 over the five corpora, but remains default off and leaves this evaluation split at 0/120, below the D2 threshold of 12/120. Status, frozen legacy arc7 baseline: 152/1000 train solved, held out eval 0/120, zero false commits ever; the eval barrier is a measured expression wall. We no longer call that legacy number field native: an audit of the commit path on 26 July (VERIFY.ARC.FIELD_PRODUCED_PROVENANCE_AUDIT.01) found the provenance asserted rather than measured, and the follow up measurement of every family (VERIFY.ARC.LEGACY_BASELINE_HONEST_PROVENANCE.01) settled the split: 118 of the 152 are built by organ code, 24 by a hand written lookup table, and 10 carry a relaxation measured to do the work. The solves are correct, the label was not earned. Real task 0d3d703e from arc/data/training.

ARC-AGI-2 task 0d3d703e: three input to output examples showing a fixed colour substitution, then the test input with its answer.
A colour dictionary you must read from the examples.

ConceptARC honest negative

ConceptARC takes one idea and shows it in many variants, with several test inputs per task, to check whether a concept is really understood rather than pattern matched. The Center family, shown here, asks you to mark the centre cell of each shape. Correct means the exact output on every test input.

Status, field native track (sealed five corpus anchor, 31 Jul 2026): 0/176 tasks, zero false commits, thirteen formed laws stopping at the last execution stage. Status, frozen legacy arc7 baseline, counted in test items: honest negative. 29/477 items exact but 14 false commits, the first crack in the no bluff discipline; the fix candidate was built and failed. The named missing primitive is a witnessed regime boundary. Provenance corrected 26 Jul: the run uses the same arc7 production path (VERIFY.ARC.FIELD_PRODUCED_PROVENANCE_AUDIT.01), so the solves are correct but not called field native, provenance now measured for all of them: 6 field relaxation, 23 organ constructed, none unaudited. Real task Center10 from arc/conceptarc/corpus/Center.

ConceptARC Center10: two examples marking the centre of each shape, then the test input with its answer.
One concept, many variants; centre each shape.

Sudoku 75/104 live · 24 Jul

Sudoku checks that the same physics also works on hard constraints, with no Sudoku algorithm inside. The rules, every row, column and box holds each digit once, are written as energy, and a valid grid is simply a state with zero constraint violations. The board on the left is a real puzzle from the public exchange bank; the grid on the right is its unique completion.

Status: 75/104 bank boards settle to zero violations through the live production solve path (orthogonal value frame, balanced exact cover energy, ordered collapse cascade), hard 21/29, singles 10/10, false 0, no best of K, no backtracking. Real puzzle easy_0000183b305c from adapters/sudoku/puzzles/bank_9x9_easy.json: among the solved set of the 24 July post flip remeasure.

A real Sudoku puzzle with 30 given digits beside its unique completed solution.
Bold digits are the clues; cyan digits are the completion.

Bongard at baseline

A Bongard problem is a concept formation puzzle: six line drawings on the left all share a hidden property, six on the right all lack it, and you must name the rule that separates them. It is hard because the property is abstract and there are only twelve tiny examples. We decide it from the settled field signature of each panel and a nearest neighbour readout. The panels below are the real drawings of problem p001 from the classic corpus.

Status: measured, at baseline. Across all 231 problems the field reads 0.533 leave one out versus 0.536 for raw pixels, still at chance; the named gap is a determination primitive. Real problem p001 from adapters/bongard/data.

left: rule holds

Bongard p001 left panel 1 Bongard p001 left panel 2 Bongard p001 left panel 3 Bongard p001 left panel 4 Bongard p001 left panel 5 Bongard p001 left panel 6

right: rule broken

Bongard p001 right panel 1 Bongard p001 right panel 2 Bongard p001 right panel 3 Bongard p001 right panel 4 Bongard p001 right panel 5 Bongard p001 right panel 6
Real panels of problem p001; the left six satisfy the rule, the right six break it.

MiniGrid organ verified, live

MiniGrid tests a world model by prediction: given the agent's current view and the action it takes, predict the next view. The agent sees a small egocentric 7 by 7 window, not the whole room. In the example it faces a green goal and steps forward, so the visible field shifts one cell; the cyan outlines mark the cells that must change. The field does not steer the agent, it only predicts, so a smart controller cannot sneak in.

Status: the world model organ is verified and runs live in production by default; committed grid world answers 0.965 correct at a 0.67 commit rate. The honest boundary is raw changed cell accuracy at 0.65. Real transition from adapters/minigrid/data/empty-8x8_test.json (seed 106).

A MiniGrid empty room: the agent's 7 by 7 egocentric view before and after a forward step, with the cells that change outlined in cyan.
Predict the next 7 by 7 view after the action.

ARC-AGI-3 honest negative

ARC-AGI-3 is the interactive member of the series. Instead of a static input and output, the agent is dropped into a turn based grid game with no instructions: it must explore, work out the hidden goal, build a world model, and actually play. The figure here is a schematic, not a real task, because these environments are fetched from an external interactive toolkit and are not committed in this repository.

Status: honest negative. The field predicts about 41 percent of the cells that change from frame to frame where copying the last frame recovers zero, but asked to play it does not beat random: 0 levels for the field across 25 public environments. The named gap is goal inference and motor choice without instruction.

Schematic of an ARC-AGI-3 game frame, clearly labelled as a schema and not a real task.
Schema only. Real ARC-AGI-3 frames are 64 by 64 and live in an external toolkit.

Microworlds verified

Microworlds are small synthetic maps used to test spatial reasoning on graphs the field has never seen. Given a set of places and the links between them, can it tell which places are reachable, and can it route to a goal by the shortest path? In the map below the goal is the cyan node, each other node is labelled with its distance in hops, the cyan route is the field decoded shortest path, and the two nodes marked x sit in a separate component that cannot reach the goal. The answer is a settled field state, not a Python graph search.

Status: verified. Reachability reads 0.999 on unseen graphs and the navigation gradient routes at next hop and multi hop route 1.000, both default off until armed. The map is one instance from the benchmark generator (Erdos Renyi, seed 909); these topologies are generated, not a fixed corpus.

A small graph of seven places: the goal node in cyan, each other node labelled with its hop distance, the shortest route highlighted, and two unreachable nodes marked x.
Reachability and the shortest route on a graph never seen before.

ARC-AGI-2 in depth: the field's hardest mirror

ARC-AGI-2 is a benchmark of little grid puzzles where every task is new. We deliberately do not build an ARC solver. A task is written into the field as a boundary condition; the answer must settle out. A strict firewall forbids the usual shortcuts, no grid tricks, no program search, no pretraining, so a solve only counts if it truly came from the physics.

demos + test → encode settle dumb decode gates (exact · false=0) commit

Three measured walls

These are not guesses, each was isolated with its own experiment.

Expression

The field's move-set preserves shape and count. About 99.6% of ARC transforms simply cannot be expressed, even with the answer in hand.

Determination

Where a transform is expressible, 2 to 4 examples under-determine it. The field can land confidently on the wrong one of many consistent rules.

Transfer

It recognises the kind of task (~82% overlap) but transfers 0% of bespoke solutions, by design, ARC punishes memorised replay.

19/1000ARC-AGI-2 train tasks in the field native anchor sealed 31 Jul, part of 39 exact over all five corpora (2096 task slots), both arms field produced
152/1000ARC-AGI-2 train tasks on the frozen legacy arc7 baseline (92 → 152 in the July wave), 118 organ constructed, 24 legacy lookup, 10 with a settle measured to carry the answer teacher corpus, not progress bucket claimed, not proven the claim's artefact reports no bucket metric, so this split is stated in its prose and not measured as a number, unlike the ARC-AGI-1 and ConceptARC censuses
0/120ARC-AGI-2 eval tasks on both tracks, honest held out
0false commits, never bluff, on both ARC tracks
92.5%best verified public score on the ARC-AGI-2 evaluation set (120 calibrated tasks), OpenAI GPT-5.6 Sol at maximum reasoning effort, verified by ARC Prize (results page, model dated 9 Jul 2026, leaderboard read 30 Jul 2026), reached with the shortcuts this project forbids. The honest comparison is our own eval row, 0 of 120, never a training set count

The bet paid its first instalments. Treating a task as coupled worlds in one field, with laws written as conservation constraints that the answer must settle under, added the first shape-changing solves and lifted train from 74 to 92, still with false=0. A verified certificate discipline (every rule must reconstruct every demonstration, survive leave-one-out, and be unique, otherwise abstain) is what keeps the new solves honest.

And the remaining unsolved tasks are mapped, not mysterious. On 7 July a census wave measured every remaining escape route of the current rule-witnessing paradigm, learned law spaces, local patch energies, iterated dynamics, residual guidance, learned operator affinities, graph canonics, abstract constraint schemata, and closed each one with a pre-frozen kill rule before any organ was built. The eval wall got its sharpest number yet: today's law algebra cannot even fit the eval demonstrations (demo-fit reach 0/120), an expression wall, not a tuning problem. The paradigm shift that followed, the field's own perceptual observables and a generative painting physics, was then measured to completion on 8 July: the still-image object distiller was delivered (verified) and carried real new capabilities, but the most addressable slice of the wall (an 88-task correspondence fringe) measured convertible-zero in five independent attempts and is closed for good. The last 363 never-characterised unsolved tasks now have their own class map, 343 of them die at the same witness gate. See the research log below.

ARC follow-ups (current)

The entries are newest first. Everything from 17 Jul downwards belongs to the frozen legacy arc7 stack; the field native track above is where the current work happens.

Open the full follow up record, newest first
  • verified · 31 Jul The published figure moved from 26 to 39. Three measurements had to land first, in this order. The anchor was re sealed on the state that ships over the identical frozen 2096 slots and reads 39 exact at zero false on both arithmetic arms, with the set identity of the corpora proven by digest (VERIFY.ARC.ARC8_PUBLIC_ANCHOR_SEALED_REMEASURE.01); the arms agree on 37 slots and the four that differ are carried by name, not rounded away. The provenance of the 13 new object slots was measured with both honesty instruments live (VERIFY.ARC.ARC8_OBJECT_SLOT_PROVENANCE_MEASUREMENT.01): 8 of them are carried by the content, where the law's every branch is the zero delta in its own frame, 5 carry a law with a delta different from zero. And both honesty instruments were switched on for good in the shipped state (VERIFY.OPS.ARC8_HONESTY_INSTRUMENTS_DEFAULT_FLIP.03), measured verdict neutral over 1720 tasks, so this provenance is re derivable from what we ship rather than from a state we once ran. The number is a corpus measurement on our own material and still not a leaderboard score.
  • verified · 30 Jul The materializer consumer edge was measured against the frozen anchor and booked with a green row of its own: the part that turns a settled object law into a finished grid now has a caller, and with the switch on the five corpus set goes from 26 to 39 exact in one arithmetic and 25 to 39 in the other, zero false commits in all six cells, nothing lost, the ARC-AGI-1 eval cell 1 to 4. Seven distinct tasks across three corpora carry the movement. Both switched off arms reproduce the anchor byte for byte. The switch shipped on 30 Jul (VERIFY.OPS.ARC8_OBJECT_GRID_MATERIALIZER_DEFAULT_FLIP.02, seven day review 6 Aug), and on 31 Jul the published figure followed it to 39: the provenance of the +13 new slots was measured with both honesty instruments live, and the anchor was re sealed on the shipped state. The flip is default alignment at roughly 3x runtime cost, not progress. The first attempt at this row (VERIFY.ARC.ARC8_MATERIALIZER_CONSUMER_EDGE.01) stays booked as failed and the green one is a recount of the same sealed evidence (.02). A separate integrity claim the same day (VERIFY.ARC.ARC8_EDGE_CONFINEMENT_TYPING_RESOLUTION.01) established the reading the confinement gate is judged at: the task wide abstain field is an argmax over a task's typings, not a summary of them, and read at typing resolution the edge is confined in both arithmetics, with three planted mutants rejected that the coarse reading cannot see.
  • measured · 30 Jul A read only scout asked why 87 exactly executable tasks convert into only 26 exact commits and partitioned the 61 stops by typed abstain, corpus and program kind. The largest single group is one kind of stop: a settled object law whose product is not yet a grid, which is exactly what the edge above addresses.
  • verified · 29 Jul The five corpus baseline was re measured and frozen on the defaults that ship today, 2096 task slots, in two arithmetics because the old pin and the current lane no longer compute the same way: 26 exact, zero false in the July thread context, 25 in the single thread context. Two findings belong to it and are carried wherever the number is: the two production switches behind the pin moved 314 records and changed not a single commit, taking tasks that execute exactly from 31 to 87, so the wall relocated from expression to execution rather than falling; and the single ARC-AGI-1 eval solve the front quotes does not survive a change of thread count.
  • verified Jul 13 overnight: the outside pattern projection law verified with anti heuristic demarcation intact, role assignment as the only determination, and train re locked 147 to 148 at zero false (full scan 148/1000, eval untouched).
  • verified Jul 14 morning: context quotient instantiation witness verified, formed value quotients bind by frequency rank in each grid, both diagnosis tasks convert fully exact, three correctly underdetermined tasks stay abstained.
  • verified Jul 14: genesis capacity raise package verified, exactly two net additions beyond the 148 lock measured (double merge plus three cycle), nine full chains in the package arm, zero false corpus wide, capacity alone and rank witness alone each honestly negative; lock byte untouched, docking runs as its own tier claim toward 150.
  • verified Jul 14 midday: genesis bridge docking verified, the two package tasks passed the full commit gate chain and re locked 148 to 150 (full scan 150/150, zero regressions, eval firewall holds by construction), the first ARC solves carried by self formed witness classes.
  • verified, then honest negative Jul 14 evening: the anchored value package (support demarcation, witness, census) produced two more net new full chains beyond the 150 lock, the first from the genesis ladder itself; the both or red docking decision failed honestly at the frozen expression envelope (one task passes the whole gate, the other carries a ten member demonstration against capacity eight), and the envelope ladder measured M=10 as the smallest carrying step with zero collateral.
  • verified Jul 14 night: the envelope lift delivered the measured M=10 surface with provably zero production delta, and the anchored value docking passed both chains through the full commit gate chain, re locking 150 to 152 (full scan 152/152, zero regressions, eval firewall 0), the first ARC solves carried by content anchored support determination.
  • guard, verified A baseline lock now freezes all 152 solved tasks per ID: any change that regresses one solve or introduces one false commit is caught before merge (re locked 94 → 108 → 114 → 122 → 125 → 133 → 145 → 147 → 148 → 150 → 152 as each wave landed).
  • verified Five field native law-organ waves cleared the full gate chain for +51 train solves at zero false: shape-change morphogenesis (+20), directional ray/emission laws (+8), law-parameter docking (+3), content-conditioned law parameters (+8) and a rigid isometry wave (+12), plus a verified epoch loop that re-propagates verified gains into the remainder (maintenance, not an intelligence claim).
  • verified For the first time the living field earned real influence on the ARC work loop: a full engine session watches each task's demos, and ordering re-attempts by the field's own pressure signal beats the paired null control (0.438 vs 0.375 conversions per attempt, rank 21.7 vs 29.1), compute order only, never commit authority.
  • closed The 7-July census wave measured the witness paradigm shut: eight candidate breakthrough axes, each killed by its own pre-frozen rule before any organ was built, honest negatives that save months.
  • verified, no solves The paradigm-shift candidates were measured to completion on 8 July. The field native still-image object distiller was delivered (verified; its resolution iteration then failed honestly, the perception axis is exhausted), and it enabled real new core capabilities: cell-accurate, recolour-surviving object correspondence across demonstrations and a new stamp-field organ that settles a variable number of copies as certified energy minima, the copy count is never a parameter anywhere in Python; it emerges from the field physics. Both are verified capability inventory, honestly booked: neither is docked to ARC and the scoreboard did not move.
  • closed The most addressable slice of the wall, an 88-task correspondence fringe cut from the census, is terminal-negative: four read-side law iterations plus the field-side placement organ all measured convertible 0/88 (the last one at a false rate of exactly zero, the abstain discipline held where earlier chains would have guessed). Reopening is locked behind two named missing primitives.
  • measured through The last 363 never-characterised unsolved tasks got their class map (census verified, byte identical double pass): 343 of 363 die at the witness gate. The attack strands cut from that map have since been measured to the end, a typed-factor re-entry census passed at its unchanged lines (GO, for the first time), the capacity envelope was diagnosed as a real two-regime wall, and the free-position family was fully partitioned: 149 members, 52% of the demonstrated placement laws are unclassified scene-dependent composition.
  • converged, in build Every remaining door now funnels into one line: the field must itself determine what an unseen scene means and continue the structure it was shown. That line is being built and verified rung by rung, object / relation / receiver / canvas determination and the structure-continuation induction primitive are Verified (see the reasoning section). The docking arithmetic quoted here, 0 of 13 on the ORBIT_COPY reservoir, is the reading of a claim that has since been closed: VERIFY.ARC.ORBIT_COPY_DOCKING.01 was booked as an honest negative and closed on 22 Jul as superseded, and the witness it was waiting for (seed plus direction from the demonstration deltas) is Verified since 12 Jul. Docking arithmetic now lives on the field native five corpus anchor above.
  • measured · 17 Jul Two fresh censuses kept the wall honest: depth two chains over the field's self formed classes reach zero additional unsolved tasks on all four populations (the vocabulary, not the composition depth, is the bound), and the new stage 7 structure percepts recover nothing on the unsolved remainder either, so the arc7 ARC front was formally parked while the class formation retina was widened first. Field native work resumed on the arc8 track above.
  • standing wall Eval 0/120 is now measured at the sharpest level: the current law algebra cannot even fit the eval demonstrations (demo-fit reach 0/120). Expression, not selection, no search will cross it.

ARC-AGI-3 in depth: a world model that cannot yet play

ARC-AGI-3 is the interactive member of the ARC series. Instead of static input and output grids it presents turn based game environments: a 64 by 64 grid of 16 colours, a small action set, and levels that end on a win. The agent is given no instructions, it must explore, infer the goal, build a world model, and plan. Scoring is action efficiency against a human baseline; a human panel completes every environment. The frontier used to score under one percent here, which is the reference this section was written against, and it has moved: on the 25 environment public demo set Anthropic's Claude Opus 5 scores 30.2% and OpenAI's GPT-5.6 Sol 13.3% (ARC Prize verified, Opus 5 results page dated 24 Jul 2026, read 30 Jul 2026). Both use the shortcuts this project forbids. We do not bolt on a game solver, so the question we can ask honestly is sharp: how far does a world model plus a dumb readout get on its own?

frame → encode settle per action dumb decode action env step vs random baseline

First the field learns the game by watching a random agent explore, with no gradient and no optimiser, only the same evidence accumulation the rest of the architecture uses. That world model is real and action conditioned: it recovers about 41 percent of the cells that change from one frame to the next, where copying the last frame recovers zero, and the prediction depends on which action was taken, an action conditioning margin of about +0.26. This is the passive diagnostic, the supporting baseline.

Then the field is asked to play. At each turn it settles its world model for every available action and chooses the one it expects to move the frame the most, a single reactive step read straight off the field, with no goal, no reward, and no search. The result is an honest negative: the field genuinely decides, its action choices differ measurably from a random policy, it never writes production state and the run reproduces bit for bit, yet across 25 public environments it completes 0 levels while a random agent trips 1 by luck. A world model tells you what each action would do; it does not tell you which action you should want.

The named missing primitive was goal inference under zero instruction, an action attractor formed from reward or affordance rather than from an instruction. On 20 Jul that channel was remeasured with the docked goal evidence stack (VERIFY.WORLD.ARC_AGI3_GOAL_EVIDENCE_PLAY.01): still 0 wins for goal, reflex, and random across the same 25 environments, with positive evidence in only 1 of 25 games. The remaining named gap is substrate, not another decoder: these games lack a full observability map and pose percept the allocentric half of the stack needs. Building it means new physics, not a Python planner or a smarter decoder, both of which are firewalled off. So ARC-AGI-3 agentic play stays on the honest frontier: booked, remeasured, and reported with the exact missing piece named.

Read the 22 July experience source measurements

On 22 July the front measured its remaining routes to the end. Two more experience sources, directed experimentation and demonstration traces, were inert, and both observable widenings failed cleanly: the spatial signature of changed cells carries no keyed structure on ordinary transitions, and the multi step causal observable (action commutators plus path holonomy) is constructible and non trivial but reads no order dependent rule from the experienced streams. An escalated generic demonstrator then hunted for real wins under a tenfold budget: 25.5 million environment steps across all 25 games, zero wins, best depth level 2 of 6 to 9. The conclusion is sharp: the machinery is not the wall, the experience is. These games need a competent, win reaching experience source (human demonstration traces, or a declared structured search that never becomes a per game solver) before the field's evidence machinery can even be tested on genuine win material. Each such source is its own owner gate.

23 · Research log · 29 Jun to 18 Aug 2026

Seven weeks at the frontier: three architecture proofs closed, one stayed honestly open.

The audit ledger below contains 3,174 active claims, but that count is not progress. The capability story is smaller and stronger: D1 learned three forms of causal law, crossmodal meaning survived Fresh Boot at 5/5, a six part executable rewrite language formed, D3 closed its self initiated experience circle, and the proof envelope now refuses a mismatched registry, PDF or public bundle. D2 remains open. For D3: bewiesen unter harness-attestiertem Material; eine Produktionsattestierung fehlt.

  1. D1
    Law learningClosed, then widened to three causal morphologies.
    closed
  2. D2
    ARC 2 evaluationOpen at 0/120 against 12/120. Existing join material is absent on 25/25 train pairs; one legal class incidence design exists on 2/15 sensitive aliases, with production build owner gated.
    open
  3. D3
    Autonomous experienceClosed, 4/4 full circle versus timer 0/4, transfer 3/3. bewiesen unter harness-attestiertem Material; eine Produktionsattestierung fehlt.
    closed
  4. D4
    Independent replicationClosed by the sealed dual surface capsule.
    closed
D1 breadthone to one · one to many · many to one
Crossmodal 5/5same causal effect, shared meaning after Fresh Boot
Rewrite languagesix bounded executable parts, selected in the field
Law canonicalizer18 reordered candidates collapse to 3 stable orbits
Ops enveloperoundtrip · canary · proof sync · bundle gate
D2 join design2 of 15 sensitive aliases carry legal class incidence · design only
Carrier buildtraffic 9/9/9/9 · effect 0/9 · suspension remains

Today moved the method, not the capability. Two prospectively screened designs reached builds, and zero of the two produced Effect. The new regular seam consumer drive receipt then rechecked the evidence and rejected all three of three historical Screen PASS or GO designs whose later Effect was zero. That is a stricter veto for future build attempts. It did not move a benchmark, an outcome cell, or the three of four proof ladder (VERIFY.FIELD.W3A_CANDIDATE_KEYS_PRE_FORMATION_CONSUMER_PATH_CENSUS.01, VERIFY.FIELD.W3A_PRE_FORMATION_RELATION_PROFILE_CONSUMER_BUILD.01, VERIFY.FIELD.PAGE_INDEPENDENT_W3A_CANDIDATE_CARRIER_PREBUILD_SCREEN.01, VERIFY.FIELD.PAGE_INDEPENDENT_W3A_CANDIDATE_CARRIER_BUILD.01, VERIFY.OPS.ORBIT_RECEIPT_REGULAR_SEAM_CONSUMER_DRIVE.01).

Read the earlier five week narrative and its dated provenance

At the dated 3 August snapshot, an intense verification wave had booked 3,174 active claims and measured front by front. The first fortnight named the wall, mapped it, closed the first autonomous capability loop, and delivered determination plus induction. 13 and 14 July turned representation into inventory: the episodic memory chain scaled to forty facts with the shared stamp poison structurally gone on quotient geometry, then closed its last echo trap with an identity witness; the abstain loop now consumes spatial and relational self formed classes through one encode surface; quotient trace genesis opened foreign worlds at 8 of 8; and reading dimension genesis verified the next rung, the field arms new reading surfaces itself. On ARC the weekend harvest proved narrow and complete (3 of 1000 full chains, zero hidden wave), and 14 July docked the genesis bridge: the two package additions passed the full commit gate chain and the board re locked 148 to 150, the first ARC solves carried by self formed witness classes; the anchored value docking took the board to 152 the same night. The final week re anchored the intelligence gate itself on a trained vision substrate (band 0.506 to 0.514), took the world model transport live by default, and on 19 July broke the bulk recall cliff across the boot, opened a speech door in one day, and gave determination its own reportable number. On 20 July the goal map learned to commit multi step subgoals into Sokoban solves through the existing action path, and the scene content senses reached the live tick as a default off telemetry seam. On 20 July the intelligence gate was also re based to honest all items arithmetic: the transport band became 0.373 to 0.389 at a 0.35 floor, the earlier higher band was old arithmetic that leaned on stub echo on the gold token holes. 21 July was the most productive day so far (166 booked claims): the field read its first image into a word, the Turm A skill chain went fully live as compiled energy programs, speech recognition was proven and switched on, and a full core audit measured nine long running components inert and removed a dead path. 22 July carried the skill chain into cross family transfer and opened a Sudoku front. 23 and 24 July took that front into production physics and moved the official bank scoreboard to 75 of 104 with hard 21 of 29, brought the first abstraction dock consumer live, and closed the GI spine north star loop. 25 and 26 July reached a first on the permanence front: an object permanence law that is causally necessary, transferred across two disjoint occlusion classes, and wired into production. On the second, structurally different class the law decides 182 items correctly at zero false commits, and a law inversion control collapses the effect, so the law does the work, not the retina geometry; the production dock was flipped live with the intelligence gate held (0.425 to 0.457, floor 0.35). On the same material the first self formed causal learning loop closed at the front, eight links from sealed demonstration to second encounter, with one edge left honestly open: the formed programs still predict where they should abstain, and the missing piece is named, an applicability condition that the material shows needs multi branch programs, not a single switch. A first outcome consumer now lets that loop learn from later world consistency rather than any gold label, deepening only the exact geometry a decision used, and its inversion control collapses the learning from 34 of 34 writes to 0. This is one law family on grid worlds, not a claim of general world modelling. Underneath, a git worktree and serial merge queue hardening closed the provenance gaps that had cost evidence the day before. From 31 July to 1 August, the shipped Frozen Cell moved from 7 to 9 of 20 at zero false commits, the public field produced ARC anchor moved from 26 to 39, and the independent dual surface capsule closed D4 external evidence. The World battery then recorded its first shipped movement at 11 of 24 easy and 15 of 24 hard episodes while the no teach battery composite stayed 0.2222. The measured ARC 43 build remains shadow and D2 neutral at 0 of 120 evaluation tasks. The owner's final Genesis Option A stopped honestly at FIELD_NATIVE_RELATION_EPISODE_FRAME_LEASED_SETTLE_CARRIER after zero exact settled occurrence reads. This log reports it the way the project measures it: verified wins, honest negatives, and open construction sites.

The synthesis now

Hylaean can act when causal material already carries an explicit typed address. It still fails when that address must be formed from an open scene, the current moment and competing candidates. For D2, the pair conditional frame family is closed and the alternate material census found no declared value free join at the regular seam on any of 25 train pairs (VERIFY.ARC.PAIR_CONDITIONAL_RELATIONAL_FRAME_CENSUS.01, VERIFY.ARC.REGULAR_SEAM_PAIR_BOUND_JOIN_MATERIAL_CENSUS.01). A follow up design census found one legal anonymous class incidence transition on 2 of 15 Pair Shuffle sensitive aliases, but only in a claim local consumer with an empty phase suffix. It proves a design, not a production producer, traffic path, ARC outcome or build authorization (VERIFY.ARC.REGULAR_SEAM_CLASS_INCIDENCE_JOIN_CHANNEL_DESIGN_CENSUS.01). On the carrier front, the default off build has now run and Failed honestly. Traffic reaches Opportunity, Call, Emit and Consume on all nine cases, with 27 atoms and all 54 candidate permutations intact, but Effect is 0 of 9 and the production consumer matrix is 0 of 162. The missing primitive is a field native relation reading that drives E41 candidates (VERIFY.FIELD.PAGE_INDEPENDENT_W3A_CANDIDATE_CARRIER_BUILD.01). Reentry authorization therefore remains suspended. Two grammar design censuses (17 Aug 2026) then measured a constructive morphism grammar against the sealed eval attribution map: the extended grammar is expressible on 15 of 15 responsibility classes, yet the eval gate stays shut at 11 of 15 against the required 12 and the retrofit re solves 0 of 74 plus 0 of 39 attributed misses, so both censuses returned an honest NO_GO with named walls (VERIFY.ARC.CONSTRUCTIVE_MORPHISM_GRAMMAR_DESIGN_CENSUS.01, VERIFY.ARC.CANVAS_INNER_VALUE_GRAMMAR_EXTENSION_DESIGN_CENSUS.01). This is a narrower map of field native contextual address formation, not a breakthrough.

works

Addressed causality

D1, D3 and crossmodal recall share typed producer to consumer addresses and survive causal ablation.

missing

Contextual address formation

The next stack forms a scene frame, candidate address atoms, an exchangeable address set and a late decision landing lease.

Open the animated address stack and its evidence boundaries →

See the still open question to answer transport wall

Every stage of the question to answer path is hard and honest. The remaining transport wall is moving answer content into the answer region at the moment the commit gate reads.

The Q→A pipeline. Most pulses die at the transport wall and end as an honest abstain, until one of the two new doors (built in early July) lets a grounded pulse through to a real commit. no teach · reportable cold mean 0.36233 · 10 independent 20 item processes across two cold batches, no probe warmup, no teaching, false commits 0 of 10 · sibling warmup is teaching · cold band now set 0.350 to 0.378 · the earlier 0.373 to 0.389 range is archived as a warm prepared measurement under a different protocol, neither an improvement nor a regression · floor 0.35 unchanged, the owner has decided that the single run repeat rule must be tested in a separate claim · VERIFY.QA.NOTEACH_COLD_REFERENCE_TWO_INDEPENDENT_BATCHES.01 · VERIFY.QA.NOTEACH_COLD_BAND_POLICY_SET.01

Three findings that reshaped the map

The question must dissolve

Holding the question steady in the field, which sounds helpful, measurably blocks the answer. Letting the question fade is not a loss: resolving the question is the transport. Two experiments confirmed it independently.

Reaching ≠ committing

On ~10 to 13 items per run the field demonstrably reaches the right valley, then refuses to commit, because at commit time the answer is no longer standing in the answer region. Three attempts to “harvest” these near-misses all failed honestly, and all three point at the same missing piece.

Determination beats resemblance

Confidence is not evidence. A rule may only be committed when it reconstructs every example, survives leave-one-out, and is the only survivor. This certificate discipline, born in the ARC work, jumped to the language side in early July and produced the first score movement in days.

The certificate, live

The trap that shows why this matters: the sequence 1 2 4. The old path confidently answers 8 (doubling). But +1, +2, +3… is equally consistent and predicts 7. Two laws survive the demos, so the honest answer is abstain.

With one more example the tie breaks: exactly one law survives every demonstration and the leave-one-out test, and only then does the field commit. Under this discipline the benchmark moved 19 → 21 correct with 0 wrong, small, but the first movement of the composite score since 28 June, and every point of it is certified.

Candidate laws vs demonstrations: laws that miss a demo die; two survivors = abstain; a unique survivor = commit.

Two doors built into the wall

Door 1, the associative answer channel verified · live

The named missing piece now exists as a first building block: a learnable channel that carries answer content into the answer region through the unchanged commit gate. The kill-test passed, shuffle the learned associations and correct commits collapse to zero, so it is real association, not an echo. It has since been switched live and now ignites end-to-end in the warm battery (ring questions commit at conf 0.96+, zero wrong), with two episode-scoping fixes added so it fires only inside its own answer frame.

Door 2, the sequence-law certificate verified · live

For questions that carry their own demonstrations (patterns, alternations, sequences), the certificate makes the determinable subset safely harvestable: two long standing abstains converted to correct commits, zero new errors, and it has since been switched on by default, together with the deep-landing operating point (12/18 landings, live). For world-knowledge questions with no in-question demos, the wall stands, that is the honest frontier.

The wave, day by day

Open the dated research record
  1. Sun 29 Jun

    Physics stability shipped. The slow-memory runaway that could silently freeze the field got its durable cure, a homeostatic equilibrium, on by default. The field can now run hot for thousands of ticks without lying about its health.

  2. Mon 30 Jun

    A hard hypothesis died well. A capsule experiment proved the big-field (d=1024) recall wall is not operator geometry, it is transport reach. First gate of the columnar programme closed terminal-negative.

  3. Tue 1 Jul

    Columnar closed for good; the small field wins. All three columnar fronts measured negative, d=64 stays canonical. The ARC expression wall was measured precisely, and the grounded learning loop (deepen + skill credit) was verified.

  4. Wed 2 Jul

    Cutover wave. The discovery → grounding → apply loop went live in production, field native working memory (scratchpad) went live, phase-binding was composed into the energy, and ARC train jumped +8 via conservation-law settling. Cold-boot commit hardening landed.

  5. Fri 3 Jul

    Convergence day. Four independent measurements named the same missing primitive, and its first building block was built and verified the same day. The sequence certificate moved the score (19 → 21, 0 wrong), the memory-carry wall closed, the remaining unsolved ARC tasks were fully mapped, and the commit path now runs with three hardened gates and zero false commits.

  6. Sat to Sun 4 to 5 Jul

    Perception went real. An actual retina was wired in as the field's perception source, CALF : COW :: LAMB : ? answered SHEEP from pixels, live. ARC train jumped 94 → 122 through two shape-change organs and a ray/emission organ, the analogy-ring channel went live, a frontier role-binding primitive was verified (and deliberately kept off), and a memory-replay health bug was cured with a decorrelation pressure.

  7. Mon 6 Jul

    Activation day. The associative answer channel ignited end-to-end in the live battery (and was fenced to its own episode), self-generated decomposition went live on the counting ring (4/4, zero false), skills now earn credit only by measured contribution, and a decoder-safe non-verbal reasoning battery was stood up. ARC rose 122 → 145 by evening: law-parameter docking, content-conditioned laws, a rigid-isometry wave, and a verified epoch loop that propagates wins false-free.

  8. Tue 7 Jul

    The paradigm decision. A census wave measured all eight remaining escape routes of the ARC rule-witnessing paradigm and closed each with a pre-frozen kill rule, including the sharpest eval number yet: the algebra cannot even fit the eval demos (0/120). On the answer path, forensics proved answers reach the right basin mid-settle but decay before the commit read, two capture attempts failed honestly, while a verified evidence-armed answer attractor produced the first multi-word commits through the unchanged gates since June. The living field also earned its first real influence on the ARC loop, and a general decomposition read was verified (off by default). By evening the world model grew a whole verified chain: a live scene channel feeds perception into the world slice, a counterfactual rollout answers “what if this edge were blocked?” as a settled delta-field, a prediction-as-answer readout carries that through the unchanged commit gates, and committed simulations distill back into geometry. And “animal” stopped being a slide illustration: a superordinate attractor was verifiably minted from the overlap of grounded member basins, the category label was never taught.

  9. Wed 8 Jul

    The first closed loop. For the first time the field ran the whole capability loop autonomously: asked a held-out question it could not answer (“what month comes after September?”), it abstained honestly, sensed its own gap without ever seeing the gold answer, requested exposure, observed the ordered stream, discovered and promoted the month family at runtime through unchanged gates, and on re-ask committed OCTOBER, field-produced, zero false. A new order percept organ grounds ordered and cyclic structure (weekdays, months, dayparts) from one shared code path, with its false-commit edge on inverted question frames named honestly. On ARC, the paradigm shift was measured to completion: the still-image distiller was delivered and enabled cell-accurate, recolour-surviving object correspondence plus a stamp-field organ whose copy count is nowhere a Python parameter, but the 88-task fringe stayed convertible-zero across five measurements and is closed for good, while the last 363 unsolved tasks got their class map. The world-model chain got its live eye (the distiller docked as percept producer), and the scoreboard, honestly, did not move: still 145/1000 train, 0/120 eval, zero false.

  10. Thu 9 Jul

    Census discipline, both fronts. Four ARC placement-law censuses, motion oracle, generative energy menu, object-set composition, region selector, each measured shut by its own pre-frozen kill rule before any organ was built. A performance plan ran six workers on three GPUs in one evening: fused memory-bank kernels verified, the row-locality census returned GO, and CUDA-graph capture plus a hot/warm/cold cadence died honestly. On the language side the geometry answered opposites without a table, EMPTY → FULL, COLD → HOT, once involution and ring path composed.

  11. Fri 10 Jul

    The system starts asking. A frontier wave switched on three verified capabilities: at a withhold the field now voices which kind of piece is missing (typed counter-questions through the unchanged gates), analogies transfer across knowledge families (PUPPY : DOG :: SPROUT → TREE, no per-family scale factor anywhere), and a genuinely unknown word registers in the gap account and triggers exposure. The multi-parallelogram arm went live, the single-slot wall is gone. Honest reds included the vision curriculum wall (two layers, both named) and two Q→A evidence workers converging on one missing co presence surface. A GPU coordination layer shipped and four parallel sessions already share it.

  12. Sat 11 Jul

    Memory recall goes live; the field binds by itself. The cold-recall chain was verified and switched on, and an episodic experience channel now lets the field remember what it actually lived through, while the last big memory wall got a precise address (one coherent rank 2 pattern in the memory operator). The typed-factor strand showed the field forming its binding structure from raw experience for the first time, and the honest ARC test that followed said no: 0 of 13 ORBIT_COPY tasks dock, booked as the day's last word. The scaling question got a real number at last: multi-GPU break-even sits at 640,000 field cells (1.9× at ten million), far above today's fields, so one GPU stays optimal for now. And a security find was closed: a cleartext API key scrubbed from all 42 versioned files, with a permanent secret scanner guarding the repository.

  13. Sun 12 Jul

    Determination, and the first act of induction. The field now determines what an unseen scene means: it picks the right object 20/20, reads which property is unique rather than its raw value (18/20, generalising 19/20 to colours never seen in any demo), and determines receiver and canvas at 1.00 · abstaining honestly on hardened twin ties. Then the R3 breakthrough: structure continuation is Verified, shown chains of length two or three, the field continues unseen scenes by exactly the required extents (two, five, eight), because the stopping point is a settled attractor of its own energy, not a Python counter; at nine, the declared envelope, it refuses canonically. Heterogeneous chains (same shape across changing colours, and vice versa) followed the same morning at 1.00. The real world stays honest, 0 of 13 ORBIT_COPY tasks, priced into three named primitives, with the highest-value one (reading seed and direction from the demonstration deltas) already registered and being built. The no teach band held all week (0.42-range, zero false commits in every scored run), and this site gained a research map, the full verification tree, generated from the registry.

  14. Mon 13 Jul

    Memory geometry, production truth, and a measured harvest end. The first full battery on the new production base showed the memory operator's instability measure down (1.26 to 1.04): transport rose, but ten new field produced commits were all wrong, and the relation analogy track fell from 12 of 12 to 2 of 12, isolated the same morning with rollback armed. The warm baseline refresh verified: keep the reference calm while questions fly, and cold recall moved to 31 of 40. The R3 owner question, why not all one thousand, was answered honestly: witness sweep 10 of 1000 carrying, full chains 3 of 1000, zero beyond the 148 lock, re locked 148/148. Overnight the outside pattern projection law verified and train moved 147 to 148. The episodic bulk channel scaled to forty facts: eighteen of nineteen gates green, quotient geometry eliminated the shared stamp (0.722 to 0.0105), one echo trap named. Quotient trace genesis verified at 8 of 8 on generator foreign worlds. The echo identity witness closed the trap: forty of forty exact, 120 of 120 on fresh namespaces. The bank decorrelation read side failed at full power (0 of 15 discriminated), both frame end read branches terminally closed, front moves to mint and settle identity. Erosion re teach recovery failed honestly: the norm hold is a one way valve, not a pump.

  15. Tue 14 Jul

    E32 recovery, genesis arithmetic, and the abstain loop learns relations. The E32 recovery package flipped production to the ur green lineage with two protection laws live: E32 battery 11 of 12, no teach pair 0.419/0.406 above the 0.40 floor, flip attempt 1 prevented by its own gate package. Mint and torsion witnesses closed the write depth class: question encodings carry 96 percent cohort shared frame, every mint write must fight through a four percent window, presettle subject capture registered. Relation class hypothesis verified: five of five A:B::C:? withholds convert through one arm, including young of on held out species never exposed; live class hypothesis encode verified at the canonical injection doors (production flip waits for the first real adapter). Context quotient instantiation witness verified: rank edges not value edges, underdetermined tasks stay abstained. Genesis capacity raise package verified: exactly two net additions beyond the 148 lock measured (double merge plus three cycle), zero false corpus wide, docking toward 150 registered as its own tier claim. Reading dimension demarcation and genesis verified: the field arms new reading surfaces from exposure mass. Episodic boundary harvest lifted live reactivation to 4 of 5, honest Failed on the fifth (run variant), orthogonal recall cohort registered. The afternoon delivered the day's second act. The genesis bridge docked: both package tasks passed the full commit gate chain, ARC re locked 148 to 150, the first solves carried by self formed witness classes. Orthogonal recall verified boot stable at 15 of 15 across three production boots and the episodic four key package went live. The cold decode wall got its verified door: taught mints convert 29 of 37 cold at zero false where the line was five, flipped into production the same day. The identity chain closed honestly: five fresh sessions, the package wins nothing in the median (line reached 0 of 5), all five flags stay off, and the owner decided the declared ask adaptation channel instead. The anchored value package produced two more net new chains beyond the new lock; its docking failed honestly at the frozen expression envelope, and the envelope ladder measured M=10 as the smallest carrying step. Bulk ingest measured its scale wall: holds at fifty words plus forty facts, refuses its own save at five hundred plus five hundred, erosion attribution registered. The late evening kept booking. The in run learning during questioning, until now a mislabel side effect, became a declared, counted write channel (verified): 171 of 171 ask writes carry the honest label, norms held to the seventh decimal, and scored runs now report what was already known versus what was learned during the test. Wave 8 delivered social evidence grounding, Hebbian orthogonal projection (default off) and the vision batch imprint as verified, and the constraint front built the missing cycle rotation move as admissible physics: it compresses stuck board violations 48 to 20 and solved a board the whole prior campaign never solved, but the frozen drastic target did not come, booked failed honestly. The object vocabulary chain closed the value wall (five stages, every prognosis held) and declinated the remaining 1639 pair geometry wall as a long tail; the skill registry's motif collapse was traced to the clusterer's allocation rule, not the signatures. And before midnight the bulk ingest wall got both of its measurements. The erosion attribution is complete and unambiguous: the supervised consolidation stamp tail carries 0.70 of the erosion, the Hebbian current exactly zero, and about three quarters of the drop is crowding by fresh mints; booked failed honestly at one false commit inside an ablation arm, which itself named a primitive, the co occurrence bind is commit bearing. The family overlay bet then measured at scale: erosion falls 33 percent and the hard rewrites of established rows disappear entirely, but the frozen budget falls at pure crowding, so the named new primitive is mint placement discipline. The expression envelope lift verified delta free (every existing expression byte exact, full scan still exactly 150), opening the docking package toward 152. And the skill front finished its census pair: credit material is structurally invisible to the credit loop (conversions identical 33 of 33 in both arms, pulses and credit events zero, the pulse class only fires on ring vocabulary landings), and the episodic edge segments perfectly (40 of 40 boundary events) but the stream starves the pair detector, four pairs per session against a formation floor of four observations of one identity. Composition stays off with two named walls. Registry tally: 690 active, 476 verified, 197 honest negatives, 17 planned.

  16. Wed 15 Jul

    The skill front closes fully measured. The allocation and recluster dynamics census answered the last open mechanism question just after midnight: motif formation is dead on both canonical clusterer paths, with production constants verbatim and no tuning anywhere. The trigger is exonerated (a recluster ran 510 ticks before the save and kept mono assignment), the assign path never reaches its allocation criterion (max ratio 0.986 against 1.5), warm started reclustering re concentrates all 35 signatures onto the one dominant cluster, and a fresh recluster stalls below the member floor. The named build primitive is a field native diversity and re seeding pressure as exactly one contract keyed, default off variable, its acceptance gate frozen a priori before any build exists. Composition stays off; the build waits for an owner GO. The morning then triangulated the bulk erosion wall with two more honest negatives whose mechanisms provably work. The mint placement deflection fires (557 of 887 fresh mints) and lifts the fresh cohort for real (fraction at the 0.08 decode line 0.836 to 0.909), but the standing erosion barely moves, because the post birth blend phase pulls deflected mints back, the birth direction is not the carrier. The stamp orthogonal guard fired 11,339 times and slowed the rewrite trajectory, but per write orthogonality does not compose into session identity. The wall is now triangulated: birth cap cuts 0.0003, per write guard 0.0002, family overlay 0.0032, all against the 0.005 budget, and both claims independently name the same missing primitive, a session anchored identity reference, blend trajectory discipline for young rows rather than any single write. And the formation front closed its arc from census to build in ten hours: the diversity and re seeding pressure named just after midnight is built and verified at the canonical motif clusterer, one contract keyed default off variable, and it passes the gate the census froze before any code existed, one recluster pass forms two populated motif clusters (28 and 7 members) where the off control stays mono, and the full cycle holds it. The first registry populated motif diversity since the composition wall, honestly framed: the flag stays off, the flip is an owner decision, and the stream pair density wall remains the open half. By midday all three owner approved builds of the morning were booked, two verified and one failed with a course correction. The grounded pulse extension closed the credit material gap: one default off key, 36 pulses and 637 credit events where the census measured zero, conversions identical in both arms, the credit loop receives real material for the first time, mechanics never intelligence. And the session anchored blend clamp, the fourth write lever, damped the standing drift for the first time but left the wall at 0.0097, with the forensic breakthrough of the campaign: about four fifths of the margin loss is runner up densification from the birth capture geometry, the write side alone is already under budget. The bulk wall is not a write discipline problem; the new named primitive is separation of the birth capture. All three keys stay default off. And by mid afternoon one of them was not: the grounded pulse key, built in the morning, went live the same day through its own flip claim rather than a config edit on trust, a completely fresh gate matrix (36 pulses, 523 credit events, off arm zero, conversions identical, zero false commits), the contract default moved to true as one documented event, and the post flip confirm probe read 0.5257 on plain production config. The honest telemetry rides along: the useful skill ratio jumps to 0.943 under the new pulse, the documented blanket effect, to be watched under sustained load; taught credit stays mechanics, never intelligence, and composition stays gated. An hour later the second same day flip closed the formation arc completely, census just after midnight, build by mid morning, live by 14:59: the reseed key is now a production default on a fresh gate matrix (on arm forms 28 and 7, off arm reproduces the mono wall, confirm probe 0.4796), with its own honest failure story booked, a first attempt fell on two harness measurement artifacts, its premature flip was rolled back immediately and the harness now rolls back automatically. The registry side of the composition wall is solved and live; the last wall before wave four is the stream pair density. And the bulk front closed its write side for good: the last unmeasured combination, birth deflection plus trajectory clamp composed, cut the write component nearly in half (missing its frozen ceiling by one hundred thousandth) and produced the first positive standing drift floor at bulk scale, yet the literal wall did not move and the runner up share rose to 0.90. Five measurements now agree: the write side is fully measured and closed, the bulk wall hangs undivided on the birth capture separation, the lane still running. The formation front then renamed its own last wall the same way: the sequential release primitive acquitted the cadence, staging the same tick burst works and lifts raw pair density sevenfold (20 to 140 pairs per session, answer path untouched), but the experienced stream is mono cluster in practice and zero pair identities reach the detector floor, the reseeded minority skills almost never match or inject. Composition stays gated, now on exposure and matching diversity rather than pair density. And the bulk front booked its closing point: the main bet, removing the standing answer common mode from every fresh basin at its birth write, is mechanically flawless (887 mints separated, a quarter of the capture energy removed, the largest correlation cut of the campaign) and confirms the forensics directionally, the runner up component falls, but rank 2 captures only about 15 percent of the runner up cone and the wall moves 0.0099 to 0.0088. Five levers, five honest negatives, and the deepest question now stands openly: the residual densification of 500 semantically clustered fresh basins at dimension 64 may be a content geometry capacity limit, not a removable common mode. Next steps are open owner decisions: higher rank removal, the separation plus clamp composition, or measuring the capacity hypothesis first. The formation front added its interim verdict in the evening: the matching surface carries no wall. The minority skill starvation decomposes into a 76 percent assignment window (the scored checkpoint predates the reseed flip, the pool boots mono cluster and only separates in session) times genuine content distance (the taught facts stream never nears the minority territory, and where the cluster exists it is competitive four of four times and gets injected). No matching fix is justified; the levers are an ops checkpoint promotion and the curriculum exposure front, and wave four stays gated on exposure mass. At night the bulk front closed a whole class: the rank escalation removes twice the capture energy, holds the identity floor, and delivers the best fresh cohort geometry of the campaign (correlation 0.047, margin median 0.232), yet the standing cut shrinks to 0.0006 and the runner up reduction stays at its 14 percent plateau; the ladder shows the removable cone growing almost linearly with rank while the wall stands, and the cohort regrows into the cone after birth. Capture side separation is capped at every rank, the class is terminal, and the front now waits on the capacity census. And the formation window fell on the ops side before midnight: the production pointer moved to a post reseed candidate through the canonical promotion cycle, honest audit first (none of nine autosaves qualified), candidate materialized over the verified reseed primitive path, blessed fail closed at into gold 0.5205 with zero false commits, one pointer line, confirm boot with diversified clusters and the full genesis stock. Production now boots diversified from tick zero; the pinned measurement gates stay byte untouched. The bulk campaign then wrote its closing line overnight. The strongest composition closed the write side for good, the write component fell to 0.00027 and the literal cut of 0.0013 was the largest of the front, yet the runner up cone did not move. The wall is now triangulated seven ways (overlay 0.0032, birth cap 0.0003, guard 0.0002, clamp about zero, separation 0.0011, rank 8 0.0006, composition 0.0013), every hygiene class terminal. And the capacity census relocated the wall itself: semantic and isotropic vocabularies end at the same compaction, the divergence happens in the byte identical fact ingest phase (at the vocabulary end the difference is seven fold content dependent, 0.00422 against 0.00061), so the evidence rejects the content geometry capacity reading. The config frozen rebuild census now runs as the deciding next measurement. Registry tally: 774 active, 528 verified, 228 honest negatives, 18 planned.

  17. Thu 16 Jul

    The bulk front finds its root. The census chain ran through the night, and both halves failed in the most informative way. The rebuild died at its own pre flight guard for the price of a smoke run: synthetic orthogonal vocabulary with zero shared content words mints at the same correlation as real language (0.419 against 0.397), the isotropy lever does not exist. The corrected facts census then collapsed the premise at scale, fully content disjoint facts mint at cosine 0.544 against 0.500 real, so it is now triple established that minted basin geometry is content invariant, the correlation follows the sentence scaffold through the encode path. And the margin decomposition reframed the wall itself: the genuine erosion of boot standing rows is only 0.0034 real and 0.0001 synthetic, both under the 0.005 budget, while 61 to 99 percent of the measured drop is population composition, fresh rows with intrinsic margins around 0.12 entering the sample. The wall does not block scale teaching by destroying what is known; it is the fresh margin weakness itself, counted by the gate. The capacity and corpus reading is closed, and the next steps already run: the gate decomposition claim and the encode separation primitive aimed at the fresh margin. Before dawn the encode separation bet reported back, an honest negative with an exact address. Removing the glue word scaffold at the statement stamp fires cleanly, cuts the true boot standing erosion five fold and genuinely moves the census socle object (facts mint cosine 0.515 to 0.473, just short of the frozen line), but the fresh margin stays flat, because 58 percent of stamps carry no glue tokens at all and the glue span covers only about 28 percent of the capture energy. The socle sits in the settled field response itself, not in the words; the field side scaffold reference is already in build, with this module as its finished consumer. And the gate decomposition census delivered the campaign's most practical sentence, verified point by point: the refusal was an instrument artifact. The production gate first refuses at fact 225 with 0.0069 on its meter where genuine standing erosion was 0.0017, and the decomposed boot standing drop never crosses the 0.005 budget in the whole run (end 0.0040, though with only 0.001 of headroom, so the protection stays real). Under the measured gate pair, standing budget plus a fresh quality surface, today's bulk saves would have been allowed. The gate pair runs as its own default off build lane. By morning that lane delivered: the decomposed gate is built and verified at the canonical runner site, one default off key, off bit identical. The old gate reproduces its refusal at fact 225 while the new one stays silent at scale (boot standing drop 0.0038), so the refused bulk saves become allowed, and a deliberate poisoning of 600 standing rows (genuine erosion 0.0097) proves the new gate still fires where it should. Fresh cohort quality reports as its own signal; the production flip is owner material. And the encode front closed its subtraction class with the cleanest number of the campaign: the field side scaffold reference works perfectly (65 reference episodes, hit ratio 1.0, covering even the 58 percent of stamps the glue variant missed) and measures that fresh captures are 89 percent frame response, so the identity floor rightly blocked the separations, subtraction on the finished capture is terminal as a class, the fourth consistent negative on the same magnitude across four surfaces. The front moves from shaping the capture to defining it: the frame differenced capture as primary mint source is already in build. By late morning the owner closed the fork on the honest negative that followed: the frame differenced capture ran and failed at its gates, the newest failed variant of the encode chain, so the capture class is terminal. On that evidence the owner flipped the decomposed self poison gate to production default at the learning runner bulk save. Its historical transport hygiene pair read 0.474 to 0.482 into gold with zero false commits either side under the then used sibling warmup protocol, now classified as teaching rather than a static intelligence point. The owner kept the fresh cohort quality budget as a signal only surface with no abort, and opened transport selectivity concept first; the parked bulk vocabulary and evidence corpus claims are unblocked mechanically, with reactivation booked as separate later work. Registry tally: 786 active, 538 verified, 238 honest negatives, 10 planned. And the W5 hygiene lane closed the process front: four stale Planned claims formally closed under rule 07 triage, the hue bootstrap claim named as the prioritized resubmission for the registry apply cutover blocker, the stale Planned scan tightened from 9/5/1 to 7/3/1, and the owner ratified trunk reconciliation at merge stand a4475ff1 with upstream tracking restored and no content loss (201 of 203 patch equivalent plus two verified twins).

  18. Thu 16 Jul, evening, to Fri 17 Jul

    The mirror set grew from two to six. In one evening wave the unchanged production stack was pointed at four external corpora it had never seen, one adapter per corpus, encode, settle, dumb decode, nothing else. ARC-AGI-1 verified the finding of the wave: train 102 of 400, eval 57 of 400 at zero false commits, the first held out generalization the stack has ever shown, so the ARC-2 eval wall is a difficulty wall, not a transfer failure. ConceptARC produced the first crack in the false commit discipline (29 of 477 items, 14 false) and named its cause exactly, the commit gate never revalidates a law against each test input. Bongard measured chance on a deliberately fresh field, naming learned basins as the missing carrier, and MiniGrid passive measured the field action blind, naming the action conditioned grid transition organ. By the next morning the ARC-1 results were frozen per id in an eval baseline lock, the difficulty step to ARC-2 was decomposed (bigger grids, richer palettes, fewer demonstrations), and a census opened the new expressions front: half of the unsolved large stratum carries simple periodic output structure a generalizing expression primitive could realize. All three named primitives are registered; the benchmark section carries the full scoreboard.

  19. Fri 17 Jul to Sat 18 Jul

    The named primitives shipped, and the field started wiring its own senses live. The intelligence gate itself moved first: the no teach measurement pin was repinned to the trained vision substrate and the band re measured there, 0.506 to 0.514 with mean 0.5108 and zero false commits in all six runs, the highest verified band so far; the 0.40 floor stays conservatively valid. The MiniGrid negative closed its whole arc in two days: the action conditioned grid transition organ was built, verified, docked live by default, shown to transfer to unseen environments, to keep learning Hebbian in production, and to answer grid world questions through the unchanged commit gates (committed answers 0.965 correct, echo and shuffle controls collapse as designed). The determination ladder climbed from relations into the world: the one unchanged chain now determines linguistic conventions, causal chains, logical dependencies, spatial adjacency and kinship roles through the same order percept, new tree, layout and intervention percepts made branch identity, 2D placement and directed cause effect structure observable, and by morning all three were flipped live as formation sources through the two generic doors, no organ specific branch anywhere. A standing stream now feeds the project's own question corpus into live class formation, the seventh declared live formation source. The honest negatives kept their names sharp: the ConceptARC applicability certificate failed at the measured limit (every variant killing 12 or more of the 14 false commits also breaks the ARC-1 eval lock) and an output side census confirmed the same wall, naming a witnessed regime boundary as the missing primitive; the first valid trained field Bongard measurement read at the raw pixel baseline and pinned the absent trained vision substrate; Sudoku rounds eight and nine resolved nothing and named the balanced sub component certificate. And the project's own few shot concept benchmark finished its norming: corpus expansion, a monotone difficulty ladder and a measured six member subject population, the honest alternative to chasing a single score. Registry tally: 969 active, 668 verified, 289 honest negatives, 12 planned.

  20. Sun 19 Jul

    Bulk recall crossed the boot, the speech door opened, and determination got its own number. The bulk memory front broke its commit cliff on the recall axis: a scoped boot recovery demote bypass recovers cross boot cold recall from 0.0 to 0.425 at zero false commits and is flipped live, the productive ingest chain is verified end to end on a fresh process cold boot, and the basin separation lever is booked honestly as a same set re ask booster (up to plus 0.25), not first ask delivery; the decode residual, pairwise separation and dose schedule arms all failed honestly and keep the representation wall named. The relation memory growth question closed with a measured plateau: the capacity raise removes the formation throttle (7 to 21 classes, zero drops at 24 slots), the finer family key was ruled inadmissible because it kills cross family transfer (4 of 4 → 0 of 4), and the longitudinal run pinned the real wall, the 24 key value free retina vocabulary itself. A speech door opened in one day: a declared utterance corpus source, a speech quotient retina and a live class genesis consumer all verified, the live path forms four formant classes where the featureless sweep forms one; the full engine settle then flattened the formant envelope 27,000 fold, an honest negative answered the same day by a settle invariant directional carrier that keeps 69 percent of its variance through the real settle. The world model went live: content gated transport docked and flipped on by default. Its historical transport hygiene pair read 0.514 and 0.517 under the then used protocol and is not a current static intelligence point. Perception gated transport failed honestly, and ARC-AGI-3 agentic play was booked as an honest negative with its own section; the goal inference attractor failed on the pre terminal world model in the morning and verified by evening on the termination evidence channel, a field native win condition attractor under zero instruction. R3 gained a grid level colour perception organ (verified; its live cutover failed honestly and named the missing live scene source, whose census then measured the formation real but redundant), the identity determination organ was cleared live through a four feed co residence gate, and the determination ladder now carries its own reportable no teach number, r3_determination_rate 1.0 on 136 held out items against a 0.0 empty library baseline. Registry tally: 1079 active, 742 verified, 324 honest negatives, 13 planned.

  21. Mon 20 Jul

    Goal maps learned to commit, and the scene senses grew a consumer gap. After a run of honest negatives on single move relational anchors, affordances and irreversibility hazards, the goal map front found its lever: multi step subgoal commitment converts the relational chain into solves (latch arm 0.467 against matched random 0.117, margin +0.35), and the goal map signal is now consumed by the existing action path through a default off proposer, no second planner anywhere. The W4 scene content chain reached the live tick: a discriminable scene source (re identification persist 1.0 across 24 classes, zero false), an object content percept organ carrying the correspondence (content AUC 0.765 against 0.514 shuffle) and an open set witness consumer (field AUC 0.945) all verified default off and read only, wired into the live engine as a telemetry seam. But the flip was withheld honestly: the determination has no downstream field or answer path consumer yet, so a production flip would be dead on arrival, escalated as an owner decision. The speech door kept opening and closing on evidence: the onset formant atom, sequence order binding and production consumer attach verified, while per utterance anchoring and the trajectory and quotient onset atoms failed honestly, naming per item onset anchoring as the open wall. ARC-AGI-3 agentic play stayed an honest negative across goal, object and self localised evidence channels (zero wins past the frozen baseline), though a self identifiability census measured 9 of 25 games with a controllable element the field can pick out. A wave of gold blind R3 censuses measured the Bongard determination residual at baseline (shape identity, set level decode, retina resolution, cross panel concept formation and relational representation formation), each naming its own next primitive rather than reporting a win. Registry tally: 1175 active, 813 verified, 352 honest negatives, 10 planned.

  22. Mon 21 Jul

    The most productive day so far: 166 booked claims. The field read its first image into a word: a vision cue member emitter with a question conditioning gate converts held images to correct spoken tokens at zero false, switched on by default as the first production image to text recall. The Turm A skill chain went fully live: skills stopped being token couplings and became compiled energy programs that pre shape the settle, proven end to end (formation to receipt crystallization to demo less selection to serve, eight of ten correct at zero wrong) and flipped into production. Speech recognition was proven and switched on by default (held out 1.0), and a speech production loop went live, the field speaks and hears itself in the same tick, honestly still self voice blind with the exact wall named. A full core audit measured nine long running components inert and removed one provably dead path. The intelligence gate was re based to honest all items arithmetic, band 0.373 to 0.389 at a 0.35 floor. Registry tally: 1476 active, 1073 verified, 391 honest negatives, 12 planned.

  23. Tue 22 Jul

    Skills learned to transfer, and a Sudoku front opened. The skill chain crossed its last wall: a crystallized skill program now transfers across families (forty of forty), so a proven habit applies to relations it was built on and to new ones alike. Generative genesis kept landing: the topological candidate carrier nucleates from real unresolved pressure in the live tick, and its first cross task transfer census reads honestly, genesis lands but does not yet carry across tasks. A new Sudoku front measured the tangle charge axes blind but found the value frame orthogonality lifts the wall, part of the block is an encode artifact. The situated read cue chain went live and embodiment driven. The evening then ran the new fronts to their honest ends. The Sudoku ortho arc completed in one day: the orthogonal harness lifts pooled 9x9 solving from 2 to 12 of 20 and collapses the ambiguous tangle population by seventy percent, then all three named levers for the residual eight boards measured dead, so the residual is booked search hard and the production frame migration stays an owner event. R3 determination got a harder moving pointer: the extended graded track reads 0.5568 over 528 held out items with real headroom restored under the live factorized addressing, and an ablation census proved the number field dependent. ARC-AGI-3 stayed honest: the spatial and multi step causal observables both measured inert and an escalated demonstration win hunt spent 25.5 million steps for zero wins on 25 games, so the named residual is a competent experience source. And the speech ladder closed stage 3: the field hears a target, speaks it back, hears itself, and confirms or abstains honestly, 18 of 24 imitations at zero false confirmations. Registry tally: 1610 active, 1182 verified, 423 honest negatives, 5 planned.

  24. Wed 23 Jul

    Sudoku production physics landed on the full bank. The orthogonal value frame flipped into the production solve path and a balanced exact cover energy term followed the same day. Official bank scoreboard moved from 12 of 104 with hard 0 of 29 to 50 of 104 with hard 9 of 29, false 0, one continuous trajectory per board, no best of K. Domain benchmark mechanics only, never an intelligence number. The residual gap stayed mapped: early wrong hard commitments and a missing coordinated multi cell exchange still named.

  25. Thu 24 Jul

    Ordered collapse lifted Sudoku to 75 of 104; the first abstraction dock consumer went live; the GI spine north star closed. The ordered collapse cascade (energy margin window cascade) flipped into production and the post flip remeasure booked the official scoreboard at 75 of 104, hard 21 of 29, singles 10/10, false 0 (VERIFY.PHYS.SUDOKU_ORDERED_COLLAPSE_POSTFLIP_REMEASURE.01). The abstraction dock plus its first production consumer flipped live (Variante A): band pair hygiene 0.434 / 0.466, δ +0.032, false 0/0, honestly dormant until transfer receipt traffic arrives. R3 staged factorized enumeration went live; the broad staged track reads 0.0527 pooled with hardest tier still 0.0019, an honest non lift versus the 0.0341 bar, naming formation slot budget as the remaining primitive (build verified default off). The GI spine north star claim closed end to end on one crystallized program object with false 0. An ARC object episode alignment coverage census measured ALIGNMENT_COVERS[5/400, 16/995] and moved no scoreboard bucket. ARC train and eval counts stay at 57/400 and 152/1000. Registry tally: 1791 active, 1380 verified, 405 honest negatives, 6 planned.

The next architecture block

Build the shared contextual address stack before reopening parked benchmark routes: SceneFrameReceipt → CandidateAddressAtom → ExchangeableAddressSet → DecisionLandingLease. The older construction record remains available below as dated history, not as today's priority list.

Open the historical construction site record through July
  • verified, live · world model The first causal world law, transferred and wired in (25 to 26 Jul): object permanence, built and sealed on one occlusion class, then measured on a second disjoint class with a different room topology and a different occlusion mechanism. On the second class the law decides 182 items correctly at zero false commits, 43 of them held out, and a law inversion control collapses the effect, evidence that the law does the work, not the retina geometry. The production dock is flipped live with the intelligence gate held, 0.425 to 0.457 at the 0.35 floor. Named honestly: this is one law family on grid worlds, not a claim of general world modelling, and one binding gap (typed abstain on the geometry the inverted law can ride) stays on the board.
  • verified, honest negative · GI spine A self formed causal learning loop, closed at the front (26 Jul): eight links from a sealed demonstration through in run program formation, permanence law, winner receipt, a single consume, re identification and causal instance token to a real outcome and second encounter. One edge is left open on purpose: the formed programs still predict where they should abstain, and the census names the missing piece, an applicability condition that this material shows needs multi branch programs rather than one switch. A first outcome consumer lets the loop learn from later world consistency instead of any gold label, deepening only the geometry a decision used, and its inversion control collapses the learning from 34 of 34 writes to 0.
  • verified, live · ops Provenance hardening for a shared clone (26 Jul): after a day that lost evidence to foreign staging and a non fast forward push, each worker now gets its own git worktree and branch, reaches main only through a serial merge queue that is fast forward only, carries a machine readable artifact manifest per claim commit, and is checked by a digest triple after every merge. The first productive run of the queue caught a manifest gap and a diverged registry before they could land.
  • verified, live · skills Skills as compiled energy programs, now transferable (21 to 22 Jul): the Turm A chain proves skills are compiled programs that pre shape the settle, live end to end, and a crystallized program now transfers across families (40 of 40). The open axis is field side genesis transfer, which still reads carrier blind across tasks.
  • verified, live · vision Image to text recall (21 Jul): the vision cue member emitter with a question conditioning gate converts held images to correct tokens at zero false, switched on by default, the first production image to text recall. Scope limit named: concepts outside the landing population still pass the gate.
  • verified, live, honest negative · speech The field hears and speaks (21 to 22 Jul): recognition geometry is proven and on by default (held out 1.0); the articulation loop is live, the field speaks and hears itself in one tick. The retry with the recognition organ as the ear landed the same day: the stage 3 imitation loop is closed, the field hears a target, speaks it back, hears itself, and confirms or abstains honestly, 18 of 24 imitations at zero false confirmations, with the residual weakness named per class.
  • verified · genesis Generative candidate genesis (21 to 22 Jul): a discrete winding class carrier nucleates several candidates through the attractive settle where a scalar amplitude collapsed (100 percent survival against a 1.7 percent wall), driven live by real unresolved pressure. Genesis lands; cross task transfer is the named next wall.
  • verified, live · Sudoku Sudoku public bank, ordered collapse live (22 to 24 Jul): ortho frame and balanced exact cover landed production at 50/104, then the ordered collapse cascade flipped and the official post flip remeasure booked 75 of 104, hard 21 of 29, singles 10/10, false 0. Domain benchmark mechanics, never IQ. Residual boards remain; the next named moves stay physics side, not decoder side.
  • verified, live · memory Bulk recall across the boot (19 Jul): the scoped recovery demote bypass is flipped live, cross boot cold recall recovers 0.0 to 0.425 at zero false commits, and the productive ingest chain is verified on a fresh process cold boot. The remaining representation wall keeps its honest name: the decode residual, pairwise separation and dose schedule arms all failed, and basin separation counts only as a same set re ask booster.
  • measured plateau · memory Relation memory growth (19 Jul): the capacity raise removes the formation throttle (7 to 21 classes, zero drops at 24 slots), but the longitudinal measure reads a hard plateau at the 24 key value free retina vocabulary, and the finer family key is inadmissible, it kills cross family transfer (4 of 4 → 0 of 4). The named growth axis is the retina vocabulary or the composition axis, not capacity.
  • verified · speech The speech door (19 Jul): a declared utterance corpus source, a speech quotient retina and a live class genesis consumer verified in one day, the live path forms four formant classes where the featureless sweep forms one. The full engine settle flattened the formant envelope (honest negative), answered the same day by a settle invariant directional carrier that survives the real settle at 69 percent variance. Next steps stay owner gated: a real recorded corpus and an answer path consumer.
  • verified · R3 Grid level colour perception and a reportable determination number (19 Jul): the colour perception organ is verified (its live cutover failed honestly and named the missing live scene source, whose census measured the formation real but redundant), and the R3 ladder now carries its own held out no teach scalar, r3_determination_rate 1.0 on 136 items against a 0.0 empty library baseline, plus a graded companion that can move, r3_graded_determination_rate 0.5568 on 528 held out items on the extended harder ladder (22 Jul, hardest tier 0.0341), the moving determination pointer beside the organ carried composite.
  • verified, live · R3 The live wiring pivot (17 to 18 Jul): the determination ladder's new senses went into production one by one, the tree, layout and intervention percepts are live formation sources through the two generic doors, the content carrier and the item witness package are flipped on by default, content laws crystallize into skills that survive sessions, and two standing streams (the concept curriculum and the project's own question corpus) feed live class formation continuously.
  • verified · ARC Genesis bridge docking shipped: both package tasks passed the full commit gate chain (demo exact, strong leave one out, uniqueness, binder expression with real field writes, test exact, zero false), full scan 150/150 with zero regressions, re locked 148 to 150; the anchored value docking took the board to 152 the same night.
  • honest negative · Q→A Presettle subject capture failed honestly, and the multisession closer settled the whole identity chain: five fresh sessions, the package reaches the line in 0 of 5 and wins nothing in the median, all five flags stay off; the named remaining primitives are encode separation and torsion drift control. The owner decided the declared ask adaptation channel as the honest continuation, its first official run failed honestly and named the norm growth share as the residual candidate.
  • verified, live · LIVE Class and dimension hypothesis consumption flipped into production: the abstain loop now consumes self formed classes, relations and reading dimensions through the canonical doors (live conversions 5/5, battery flag inert), and the genesis memories persist through the checkpoint cycle; the live formation package (exposure to formation to consumption) is registered as the closing arc.
  • verified, live · memory Episodic orthogonal recall shipped: the Löwdin orthonormal decode view made live reactivation boot stable at 15 of 15 across three production boots (margins more than double the gate), and the episodic four key package is flipped live, capture, quotient encode, boundary harvest and orthogonal recall as one event.
  • verified, live · Q→A Taught mint cold decode admissibility shipped: the evidence backed decode spare converts 29 of 37 taught facts cold at zero false (line was five), five of five mints decode visible, flipped into production the same day; the transfer measurement onto the frozen wave 7 surfaces runs as its own claim.
  • triangulated · memory Bulk ingest wall, five honest negatives in one day, each with a full deliverable, and the object of the wall renamed at the end: the erosion attribution named the supervised consolidation stamp tail as the carrier (share 0.70, Hebbian current exactly zero); the family overlay cut erosion 33 percent; the birth placement deflection lifted the fresh cohort for real (cut 0.0003); the per write orthogonal guard slowed the rewrite trajectory (cut 0.0002); and the session anchored blend clamp, the primitive both build claims had named, damped the standing drift for the first time yet left the wall untouched (cut about zero). The closing forensics explain all four short write levers at once: about 77 to 80 percent of the margin loss is runner up densification from the birth capture geometry, fresh cohort basins moving in as second place answers, while the write side alone sits under the 0.005 budget. The wall is not a write discipline problem. New named primitive: separation of the birth capture, the fresh capture must lose the response common mode it shares with standing answers before birth; next candidates are the cheap unmeasured deflection plus clamp composition arm or the capture side common mode loss. All mechanisms stay default off; no new run without an owner GO.
  • honest negative · constraints Cycle rotation primitive built and proven: the missing coordinated exchange move exists as an antisymmetric, norm conserving operator dynamic, docked default off; it compresses stuck board violations 48 to 20 (best of the campaign) and delivered the first reproducible stuck board solves, but not the frozen drastic lift of three of eight. Named next sub primitive: a schedule coupling rotation to the deadlock forming descent without breaking the proven house bank integrality.
  • verified · R3 Reading dimension genesis shipped: demarcation plus genesis verified, the field arms new reading surfaces from exposure mass (three armed dimensions in the harness, 8/8 chain commits, zero false), one level above verified word genesis.
  • verified · R3 Relation class hypothesis through the abstain loop: spatial and relational self formed classes now share one encode surface, five of five relation withholds convert exactly, tie and unwitnessed traps abstain, zero escalation inflation.
  • honest negative · Q→A Mint write depth class closed: field slice, signature pool, and per row torsion each measured once; bottleneck is upstream question encoding separation (96 percent cohort shared), not writing depth. No further mint write without that primitive.
  • P0 · shipped The associative answer channel's live cutover is done: it ignites and commits end-to-end in the warm battery (conf 0.96+, zero wrong), with two episode-scoping fixes verified. And the commit read grew a new verified building block: an evidence-armed answer attractor that holds the taught answer in the decode surface, producing the first multi-word answers through the unchanged commit gates since June (verified; contract-default off, switched on in the production config).
  • P1 · shipped The continual-learning curve came alive (3/8 → 8/8 across no teach cycles, 0 wrong), and the learning circuit now credits skills by real contribution instead of a blanket pass.
  • P2 · shipped The consolidation chain closed: non-destructive surface live, per token memory-carry on by default, a real retina wired in as the perception source, and the end-to-end goal reached, a word (SHEEP) answered live from perception.
  • P3 · paradigm measured out ARC train solves are up 92 → 152 at zero false, per-ID locked. The 7-July census wave closed the rule-witnessing expansion route for good, and the 8-July follow-through measured both paradigm-shift candidates to completion: the still-image object distiller shipped (verified) and carried real new core capabilities (cell-accurate correspondence, the stamp-field placement organ), but the addressable 88-task fringe is terminal-negative, convertible 0/88 in five independent measurements. The remaining 363 unsolved tasks are mapped; three attack strands cut from that map are in flight.
  • P4 · first fix verified Paraphrase-invariant question encoding: exact recall works 5/5, paraphrased recall used to be 0/15. A factorized subject + relation encoding now lets held-out paraphrases commit in the lab; making that register survive a reboot failed honestly and stays the named gap.
  • P5 · frontier Self-generated decomposition is verified and live on the counting ring, and a verified general decomposition read extends it beyond the ring. Its live cutover was measured and came back inert: frames open exactly at the abstain, zero false, budget held, but no new answers yet; the named missing piece is a re-decode window inside the escalated frame. The non-local structure-expression operator stays verified-but-off, no architecture origami on wet paper.
  • that wave · measured The wave registered last week has since been measured, both ways. Verified: the live scene channel grew into a full world-model chain (counterfactual rollout → prediction-as-answer → distillation back into geometry), superordinate condensation minted “animal” from the overlap of grounded members with no label ever taught, and basin content decorrelation shipped for the memory bank. Honest negatives: the imagination consumer audit found the idle rollout influences nothing (dead-on-arrival by the project's own rule), and visuomotor grounding for the arcade failed with its missing primitive named. Newest frontier: a first closed autonomous capability loop is verified end-to-end on one held-out family (abstain → sense gap → request exposure → observe → ground → commit), contract-default off, its building blocks switched on in the production config.

Closed for good

Honest negatives are results too. These paths are measured dead and guarded against re-work:

big-field columnar (d=1024), all three gates reasoning by escalation / re-relaxation harvesting near-misses at the commit gate vision as an ARC oracle holding the question as a boundary CUDA-graph capture on the tick path ARC witness-organ expansion, eight census axes, each with a pre-frozen kill rule the 88-task ARC correspondence fringe, convertible 0/88 in five independent measurements latching the mid-settle reach with an energy term (first attempt) four ARC placement-law censuses (motion, generative energy, object-set, region selector), killed by pre-frozen rules CUDA-graph capture on the settle path & hot/warm/cold tick cadence multi-GPU below 640k field cells, break-even measured, one GPU stays optimal today

24 · Today's path

How a question becomes an answer (today).

The long-term vision is a single field where a disturbance simply settles into an answer. Today's working system is an honest intermediate build that proves each step, transport, decode and commit, really works:

  1. 1ψ(Q)Encode the question as a field pattern
  2. 2W·ψA learned bridge points at an answer target
  3. 3RelaxThe answer field settles from neutral into that target
  4. 4DecodeA dumb decoder reads the settled state
  5. 5CommitOnly if real movement happened
  6. 6DeepenThe answer concept's valley grows for next time

Inside one tick (inference)

Underneath, inference is a single heartbeat that repeats. There is exactly one production descent path, no second solver, no hidden optimiser:

stimulate (adapters may only encode) descend one master energy project onto allowed states Hebbian geometry update read out & gate

Every force on behaviour must enter as a term of that one energy, an operator, a bus signal, or a commit gate, anything else is rejected as an architecture break. That is also what keeps the system honest: there is no side door through which a clever heuristic could smuggle in an answer.

Even the hardware question is answered by measurement, not fashion: a verified scaling census swept field sizes from today's ~34,000 cells up to ten million, one GPU against two coupled ones. Splitting the field only pays off above 640,000 cells (1.9× at ten million), far above today's fields, so the system deliberately runs on a single GPU, and the second one runs experiments in parallel instead.

25 · The minimal grammar

Eight laws for an honest field.

The project distills its rules into eight “information laws”, the minimum a field needs so that language, thinking and creativity can appear as stable attractors.

G1

One field

Exactly one substrate; question, answer and world are regions of it.

G2

One energy

Every force is a term of one energy; thinking is relaxation.

G3

Selector ≠ dynamics

After each step, project onto the allowed states, no optimizer.

G4

Guaranteed attractor

A spectral gap guarantees the field lands in exactly one fixed point.

G5

Memory as geometry

Learning deepens basins (Hebbian), never back-prop on the answer path.

G6

Composition

Shared operators move content and relations between places.

G7

Grounding

Meaning is a coordinate: the same relation is the same shift.

G8

Honest commit

Commit only on real movement, otherwise abstain and think further.

26 · Being honest

What is real today, and what is not.

This is a research system, not a finished product. The whole design is built to refuse cheating: if an answer comes from outside the field, it does not count, even if the score looks better.

What works

  • Three morphologically distinct causal laws form endogenously and survive Fresh Boot, holdout and their own row ablations (D1 breadth)
  • A self initiated experience circle closes on controlled material: full circle 4/4 versus periodic timer 0/4, with 3/3 transfer to a second world (D3). bewiesen unter harness-attestiertem Material; eine Produktionsattestierung fehlt.
  • A modality free causal affordance address recalls all five held cases after Fresh Boot, with address and consumer ablations removing the new recoveries
  • A six part bounded causal rewrite language and a law orbit canonicalizer are verified outside ARC, with equivalent candidates reduced from 18 to 3
  • Re-stating just-taught facts (the “mechanics” of transport, decode and commit)
  • Field-native arithmetic, sequences and symmetry as small “organs”
  • Discovering a grounding rule from perception and applying it, live, on by default
  • Grounded analogies from real pixels (calf : cow :: lamb : sheep), live
  • Splitting a two-step question by itself on the counting ring, live, zero false
  • First multi-word answers through the unchanged commit gates (verified; contract-default off, switched on in the production config)
  • Answering a world question by simulating it, counterfactual rollout on a live scene, decoded through the unchanged gates (verified; contract-default off, switched on in the production config)
  • A first closed autonomous capability loop on one held-out family, abstain → sense the gap → request exposure → observe → ground → commit, zero false (verified; contract-default off, switched on in the production config)
  • Determining what an unseen scene means, object 20/20, unique-property read 18/20, receiver & canvas 1.00, honest abstains on hardened ties (verified, July 12)
  • Continuing a demonstrated structure into unseen scenes, extents settle from the field's own energy, canonical refusal at the declared envelope (verified, July 12; the first induction primitive)
  • The canonical no teach transport gate, the shipped Frozen Cell, and the current field native ARC anchor each report zero false commits; broader batteries disclose their own errors separately rather than turning that into a universal claim

The open frontier

  • Contextual address formation: deriving the correct relational scene frame, candidate identities and legal late landing point from open context
  • D2 remains open: ARC 2 evaluation is 0 of 120 against the fixed 12 of 120 threshold. Pair binding is necessary on the frozen train witness: both observed diagonal pairings score 1.0 and both cyclic pair shuffles 0.7. Six existing bounded Core precedents compose without a new energy term, bus or write path, but no route produces the required anonymous PairConditionalFrameReceipt. No build is legal and evaluation stays sealed (VERIFY.ARC.PAIR_BINDING_NECESSITY_AND_ENDOGENOUS_COUPLING_CENSUS.01, VERIFY.ARC.PAIR_BINDING_PRECEDENT_COMPOSABILITY_CENSUS.01)
  • Carrier reentry remains suspended: the default off build carries all nine candidate orbits through Consume, then produces Effect 0 of 9 and a production consumer matrix of 0 of 162. No flip or reentry claim is licensed
  • Battery T2 remains parked beyond the repaired Fetch export: the default-off role-preservation build now carries Fetch roles through a real 96 / 1 / 3 / 1 / 1 production trace. It does not supply the separate genesis pressure producer, does not cover the undersampled PutNear or DoorKey populations, and does not change the battery outcome (VERIFY.WORLD.WORLD_ACTION_EVENT_ROLE_PRESERVATION_ADDITIVE_BUILD.01, VERIFY.WORLD.LAW_FREE_GENESIS_PRESSURE_SOURCE_PRODUCTION_PREBUILD_GATE.02)
  • Motor authority acts, but the measured actions are worse: the default-off ActionBus path changes 287 of 320 environment states across all six paired episodes with full 320 / 320 / 320 / 1,920 / 320 traffic and clean source ablation. Mean outcome falls from 0.333333 to 0.083333, delta -0.25, with two of six regressions. This is the first direct measurement of action quality rather than action presence; six episodes are not enough for doctrine (VERIFY.IQ.MOTOR_ACTIONBUS_ENVIRONMENT_OUTCOME.01)
  • Working out genuinely unseen concepts (“determination”), the first rungs are verified in microworlds; on real ARC material the field native five corpus anchor stands at 39 exact of 2096 task slots with zero false commits, so the honest reading is that determination works on our own structure and barely reaches the corpora (VERIFY.ARC.ARC8_PUBLIC_ANCHOR_SEALED_REMEASURE.01)
  • Keeping a mid-settle reach alive until the commit read, answers demonstrably touch the right valley, then decay; capture attempts keep failing honestly (the harvest wall), and the cold-landing forensics now have a verified diagnosis to build against
  • Verbal reasoning and logic from cold; decomposition beyond the counting ring (the read is verified; its live cutover measured inert, the named gap is a re-decode window inside the escalated frame)
  • Making meaning grow reliably with the field

Abstaining is a first-class result. When no stable shape forms, the honest output is “I don't know”, never a pretty lie. The booked 0.0667 battery point is exactly such a case: its 29 standard and 9 NVQ CORRECT verdicts are all correctly scored abstentions and its actual output commit count is zero in both populations. The separate earlier 23 committed correct outputs and 17 correct abstentions belong to an aborted 160-row prefix with no battery point, not to this finalized run (VERIFY.IQ.COMMIT_TRACE_FIELD_POPULATION_CENSUS.01, VERIFY.QA.NOT_REACHED_FIRST_STOP_ATTRIBUTION_CENSUS.01).

And only the “no teach” measure counts: answering questions the system has not just been shown. Re-stating something it was handed a moment earlier is memory mechanics, not intelligence.

27 · The name

Why “Hylaean”?

The name is borrowed from the Hylaean Theoric World in Neal Stephenson's novel Anathem: a timeless realm where perfect mathematical objects, the ideal circle, the truth that 2 + 2 = 4, exist independently of any mind that thinks them. It is the novel's version of an old philosophical position, mathematical Platonism: mathematical truths are not invented, they are discovered.

Neural AI

Knowledge is stored as millions of trained weights, a fitted approximation that lives entirely inside the particular network.

A field

Knowledge arises as a stable attractor in a dynamic field, a shape the physics settles into, not a number looked up.

The Hylaean view

The structure itself exists independently of its carrier. An intelligent system does not invent it, it discovers it.

The aspiration is simple: the field should discover stable causal invariants rather than manufacture a plausible answer. The name is a direction, not a scientific claim.

Read the deeper philosophical metaphor

If the field one day holds stable attractors of universal relations, answering will feel less like symbol manipulation, and more like navigating a Hylaean space.

If this works, an answer will feel less like searching a database, and more like dropping a stone into a pond and watching the ripples settle into a shape that was always the only stable one.

This is a philosophical interpretation, not an established scientific theory, but as a guiding metaphor for a field based AI it is honest about what it is: a direction, not a claim.

28 · Foundation

Standing on a physics theory.

The structure borrows its discipline and vocabulary from TFPT (Topological Fixed-Point Theory), the ideas of a field on a carrier, twist and binding operators, transport between positions, and a gap that guarantees a single attractor. Hylaean takes the structure, not the physics predictions: it is an architecture for letting intelligence emerge as field physics.