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🧪 Research Corner · public research record · updated 27 September 2026

Not just results —
but what they are entitled to mean

The Research Corner collects documented findings, rejections, open questions and historical development tracks from M.E.M., M.E.M.I. and ETOS. A status always applies only within the declared test, version and access to reality.

The same relational method has been used across domains. The domains are not identical, and a result does not transfer automatically between them. The purpose is to ask whether the structure can meet resistance without being rescued afterwards.

M.E.M.I. → Simulation Lab → Explore the M.E.M. Universe →
100.000+
historical runtime iterations
v0.8
v1.9
latest integrated freeze
hardware pending
30/30
historical open-world test
v0.8 scope
6
canonised ACCESS operators
v0.3
Δ
reality must constrain the next state
Research principle

Open evidence — responsible access

Knowledge becomes stronger when test conditions, countercases, negative results and conclusion boundaries can be inspected and challenged.

Openness does not mean releasing operational beta architectures without the constitutional and relational conditions governing their use. M.E.M.I.'s complete runtime, the minimum structure and reconstructable implementation details remain protected.

The boundary

The evidence must be open to inspection. The operational core is not released without the conditions that make responsible use possible.

Evidence status

Shared evidence key

OBSERVED

An outcome is recorded; an explanation is not established.

PLAUSIBLE

Supported, but insufficiently discriminated or replicated.

EARNED

Survived the declared frozen discriminator — only within its scope.

FROZEN

Version, question or test conditions are locked. It does not mean ‘true’.

REJECTED

The frozen test did not pass. The outcome is retained.

NOT CHALLENGED

The test did not reach the claim and therefore cannot count as a pass.

UNDERDETERMINED

The available basis cannot distinguish the outcomes.

HISTORICAL

Retained as provenance, but not current runtime or current evidence status.

M.E.M. · theory and method

The methodological spine of M.E.M.

THREE LAYERS · RECURSIVE

Condition → transition → manifestation

A potential field or necessary conditions must be present; a relation or transition carries a difference; a manifestation becomes observable. The manifestation then changes the conditions of the next course.

RETURNED DIFFERENCE

Reality must be able to answer back

When a manifestation meets what is actually there, a residual Δ appears. If that difference cannot constrain the next state, a system can remain internally coherent while drifting away from reality.

DELAY

Correction acts on a state that has already moved

Registration and integration may be delayed. Drift can accumulate between event, observation and correction. Timing must not be mistaken for mechanism.

STATUS MOVES BOTH WAYS

Promotion, demotion and withdrawal

Observed may become plausible and earned, but a finding may also be suspended, demoted or withdrawn when new discriminators or countercases require it.

Frozen working rules

NON-NEGOTIABLE

IDK

Preserves the boundary between what the system knows, lacks, or is not entitled to infer.

NON-NEGOTIABLE

CDP

Governs when a decision may continue, stop, abstain or require human review.

NON-NEGOTIABLE

CORPUS

Preserves meaning, provenance, history and use boundaries over time. It is a condition of use, not an optional appendix.

CLASSIFICATION

ADAPTIVE SYSTEM CLASS K1–K4

K1 function; K2 attractor/recovery; K3 history; K4 active response revision based on history.

Technical lineage

M.E.M.I. — documented lineage, not one blended version

HISTORICAL · v0.8 · MAY 2026

Documented runtime baseline

100,000+ iterations, 14 sessions, 30/30 in the declared open-world stress test and no recorded governance breach within the stated tests. This is a historical result — not a claim of universal robustness.

FROZEN · LAPTOP ORGANISM v1.9

Latest integrated frozen organism

Persistent runtime, memory, continuity bridges, governed language, sensors and external-memory ports. Classification: V19_LAPTOP_BODY_EXTERNAL_MEMORY_PORT_PASS_TARGET_HARDWARE_PENDING.

DEVELOPMENT · v23.0–v24.3

Later cognitive modules

World interaction, causal structure, counterfactual planning, goals, self-model, identity, values, emergent concepts and transfer learning exist as a later development line. They are not documented as integrated and re-frozen into v1.9.

BOUNDED OBSERVATION

Temporal organisation

In the v0.8 run, recovery_clustering_cv = 0.000: recovery occurred in contiguous episodes. This is consistent with measured continuity being carried by temporal organisation; it does not by itself establish identity or consciousness.

Claim ceiling

M.E.M.I. is not documented as AGI. The results show bounded architectural properties under declared tests.

Testing the tests

Current test programmes

BETA · NOT A FROZEN BENCHMARK

D_H_T 100 Situation Test v0.2

A/B design using the same local language model alone and through M.E.M.I. S0 → answer → Δ → S1 → revised answer. Pilot 01 produced no functional discrimination: both arms had 20/20 decision_match=false and 0 lookup calls. The pilot therefore tested the language access floor and the test itself first.

FROZEN BEFORE AUTHORITATIVE RUN

Language Carrier Gate 02

Tests LANGUAGE_IN and LANGUAGE_OUT as two stateless one-way lanes. No result claim is allowed before the authoritative run. A pass would speak only to language carriage in the frozen micro-benchmark.

REJECTED · NEGATIVE RESULT

World Model v0.18

All seven technical gates passed, but central substantive gates failed. Frozen classification: NO_CALIBRATED_BOUNDED_READ. The model was not rescued through new thresholds or post-run reinterpretation.

FROZEN BRIDGE TEST · CONSTRUCTED

GENESIS / DTRH

The core 2×2 logic could be routed through the Access Map, while the graded partial-access curve produced schema stress. Strict answer: NO; the result shows constructed mechanistic sufficiency and is not a physical measurement or universal proof.

RPS · BATCH 00–05

Operator extraction before manifestation

The mathematical audit separates state spaces from operators: μ organises potential, π manifests, G returns consequence as new potential, and χ makes access history-dependent. Batch 05 retains C-COND as a candidate family; its boundary with C-STR remains open.

CANONICAL ACCESS FAMILY · v0.3

Six access operators

AO-01 EXTEND_WINDOW, AO-02 DENSIFY_ACCESS, AO-03 REPOSITION_ACCESS, AO-04 ENABLE_CONTINUATION, AO-05 SELECT_ACCESS and AO-06 MEDIATE_ACCESS. AO-05 and AO-06 were canonised after independent replication; evidence maturity differs across the six.

PHYSICAL WITNESS + PROSPECTIVE FREEZE

AO-04 changes continuation conditions

P1 was retrospectively classified CONTINUATION_PRESERVED. P2 is frozen before a qualifying long-term MESOLAND outcome and may resolve positive, negative, reverse or ABSTAIN. Prospective confirmation does not yet exist.

PARAMETER-DEPENDENT FINDING

Operator order depends on scope and persistence

Composition Test 01 found non-commutativity for SELECT↔REPOSITION and MEDIATE↔DENSIFY. The P3 rerun found EXTEND↔DENSIFY non-commutative under current-window semantics but commutative as a persistent acquisition policy.

Method findings

Frozen and open method findings

METHOD OBSERVATION

The generation pattern

O4 produces structure; countercases produce discrimination; discrimination enables promotion from plausible to earned.

FORMAL DEFINITION

Recoverability Specification v1.0

Recoverability concerns not only return, but which relations, options and historical conditions can still be carried after disturbance.

EARNED · CLASSIFICATION

H2b

Promoted after Audit 01 as a classification principle — not as a causal mechanism. Representation and integration remain separate.

RESOLVED WITHIN THE HIERARCHY

H_DEVELOPMENT

K70–K74 pointed to state-dependent override and Level 3. The status does not transfer to a universal developmental mechanism without a new discriminator.

PRELIMINARY CROSS-DOMAIN FINDING

Discrimination rather than an averaged answer

Energy, health and education yielded different mismatch types. This is consistent with a generative rather than generic structure, but external replication is missing.

FROZEN PROVENANCE

Development and uplift chains

Timestamped document chains preserve which questions, stop rules and boundaries arose before later tests. Provenance is evidence of sequence — not automatically of theoretical truth.

Domains

External domains and resistance

BEFORE MANIFESTATION · LAYERS 1–2 → LAYER 3

The Relational Periodic System (RPS)

RPS is not an alternative arrangement of manifested elements. It examines the conditions, operators and transitions before a periodic system of elements can appear in Layer 3. The established table remains the description of manifested form.

11/11 GATES · SCOPE-BOUNDED

Chemical-spectroscopic bridge test

Bridge Test 03 showed that Access Map v0.1.2 could reconstruct the frozen chemical discriminators without schema change or rewriting source outcomes. It does not identify the unknown carrier or replace a prospective Population 04 test.

FROZEN BEFORE RUN

Population 04 · chemical access

Five generic chemical cases are identity-frozen around threshold, selectivity/cross-reactivity, interface compatibility, calibration history and valid negative readout. A final population result has not yet been located.

NEGATIVE FINDING RETAINED

DNA · relation between relations

The frozen 0010110 motif and derived 011101 were tested in human mtDNA, yeast and E. coli. The E. coli candidate survived simple nulls but was explained by local sequence structure at Markov order 5. No universal DNA code was established.

KC-01a v0.4 · MIXED RESULT

Cosmic complexity

SFRD and BHAR co-peak near z≈2. The preregistered VESPA direction falsified H1, while the Firefly signal was stable but sensitive to SSP-library choice. The Firefly MaStar probe remains the decisive open next step.

FIVE REJECTED · ONE OPEN

3I-ATLAS

Pre-registered audit framework. Five tracks were rejected; periodicity ambiguity remains open and may reflect measurement method rather than physical change.

PROSPECTIVE · FROZEN

Dark matter / MOND

Prediction registered against future DESI data. No outcome exists yet.

NO POSITIVE MATCH

The 5.113 μm feature

Seven registrations produced no positive quantitative match. Five specific laboratory gaps were identified; the feature identity remains open.

CONDITIONAL · KEEP CASES SEPARATE

Geological boundaries

The Burren/Magnesian track shows a signal near selected boundaries, while the South Clare candidate was rejected because the proposed zone was not a discrete transition. Category is not function.

STRUCTURE, NOT DECIPHERMENT

The Phaistos Disk

A/B asymmetry was 0/50,000 in the declared shuffle test and structural elements were identified. This does not establish a linguistic translation.

PLAUSIBLE CROSS-DOMAIN TRACK

Relational energy

The Windfarm simulator supports recoverability under hard knockout, but early breadth did not predict generativity. Generalisation beyond the simulator remains open.

CASE-BASED · NOT CLINICALLY VALIDATED

Relational pathology

HER2, KRAS, PD-L1 and Alzheimer's are used as cases for recoverability and discrimination. The framework is a research hypothesis, not a diagnostic or clinical tool.

REJECTED SPRINTS RETAINED

GEO-OBS

Sprint 1 and 2A were rejected. Their outcomes were retained and contributed to the distinction between Recoverability v1 and v2. Completed does not mean passed.

Exploration

Open exploratory tracks

TRACK 2 · BASELINE V1

AGI-BABY · development, collapse and recovery

An environment-sensitive developmental system with three regimes: Stable, Unstable and Overload. Key finding: “Stabilisation is not the same as recovery.” The system does not choose strategies yet; recovery is mechanical, not agentic. Read about AGI-BABY →

CANDIDATE · RESEARCH AUDIT V0.1 · 27 AUG 2026

Relational medicine audit

Medicine examined through the relation between substance, the female body, internal exposure, hormones, life phase, history, time and recoverability. Methodological backbone: substance ≠ exposure · proxy ≠ function · transition ≠ stable state · absence ≠ sameness. Not treatment or discontinuation guidance. Open the audit → · DOI 10.5281/zenodo.22129841

OPEN EXPLORATION

Pantheon, uplift and sacred geometry

Relations among light, opening, bearing, landscape and geometry are examined as operator questions — not as established intention or universal code.

OPEN COMPARISON

Rigveda, Zarathustra and early writing systems

Relational mediators, ṛta/aša and administrative substrates are compared with pre-registered control arms. Meaning and historical function must not be conflated.

OPEN FIELD DIRECTION

Children's Universe and learning environments

The theory shapes conditions in which children can try, be wrong, meet resistance and revise. Pedagogical effects require real readers, teachers and learning trials.

OPEN LOCAL INVESTIGATION

Bornholm, Lolland and monument landscapes

Round churches, folklore, the Dodekalitten and other sites are examined as relational spaces. Pattern is not automatically historical cause.

A finding becomes useful only when its boundary can also be seen.

Contact about independent testing →Go to Simulation Lab →