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M.E.M. Research · Simulation Lab · updated 22 August 2026

Controlled worlds
in which models are allowed to fail

Simulation Lab collects frozen, rejected, open and historical simulation series. A simulation shows what happens in the constructed world — not automatically what happens in people, institutions or nature.

⚠️ Results may only be interpreted within the declared model, version and discriminator. Transfer to reality requires a new, independent test stage.

Shared laboratory protocol

  1. Frozen question
  2. Competing hypotheses
  3. Permitted input
  4. Forbidden access
  5. Discriminator
  6. Positive outcome
  7. Negative outcome
  8. Stop rule
  9. Result classification
  10. Claim ceiling
FROZENREJECTEDNOT CHALLENGEDUNDERDETERMINEDNOT MEASUREDHISTORICAL

Frozen means that the question and conditions are locked — not that the outcome is true. Test conditions and results may be public while the operational M.E.M.I. core remains protected.

Series 01 · Freedom, path dependence and recovery

HISTORICAL · SIMULATION

The Freedom Metric

A stipulated operational measure of available decision paths. It must not be described as proven ‘genuine freedom’. The historical series reported a decline from 0.82 to 0.19 under high-bias conditions.

HISTORICAL · SIMULATION

Early bias and path dependence

With equal total bias exposure, the early-bias path ended at 0.18, late bias at 0.51 and control at 0.74. The effect may arise from the model's accumulation mechanism and is not a claim about humans.

HISTORICAL · SIMULATION

Metastable low freedom

71% occupied the defined 0.16–0.24 plateau, 14% recovered above 0.5 and 14% ended below 0.08. The plateau is a simulated third outcome, not an empirical clinical finding.

HISTORICAL · SIMULATION

Intervention order

Mild +0.11; corrective +0.18; relational→narrative +0.21. Narrative alone produced 25% collapse versus 5.6% in the hybrid path. The mechanism is stipulated in the model and cannot confirm clinical effect.

PRELIMINARY · NOT FROZEN

Internal state monitoring

The historical preliminary run reported plateau rates of 71% versus 28% and 5/6 activated recovery paths. ‘Meta-awareness’ is replaced with threshold-based state monitoring.

Series 02 · Relational energy and robustness

FROZEN · EARNED IN SIMULATOR

Windfarm Evolution Lab v1.3

Early band_span did not predict later generativity (r = 0.08 / 0.004 / 0.009). Under hard knockout, HIGH versus LOW produced +15.1 percentage points recoverability. Cross-domain generalisation remains plausible, not earned.

FROZEN · CITY ENERGY v0.6f

Sharing and gate affect different measures

Sharing reduced unmet total from 551.02 to 412.67 (about 25%) and import from 10,291.5 to 8,045.4 (about 22%). A 25% gate did not change total damage, but distributed it across 226 versus 198 blackout hours and reduced average size.

OPEN TECHNICAL POINT

Shared maximum-blackout ceiling

All v0.6f scenarios reached 0.063. This may be an implementation ceiling and must not be used as evidence for or against the gate hypothesis until isolated.

NAKSKOV-INSPIRED · v0.3

Biogas reduces modelled oil demand

At 0 MW, oil demand was 8,229 MWh. At 5 MW it fell to 1,702 MWh (about 79%); at 10 MW it reached 0 in the model. Pressure days were 365 in every scenario. The model uses a simplified annual path, not verified operating data from Nakskov's district-heating operator.

City Energy sources: FREEZE_NOTE_city_energy_lab_v0_6f_sharing_vs_gate.md, city_energy_lab_v0_6f_severity.csv, nakskov_heat_v0_3_summary.csv and nakskov_heat_v0_3_monthly.csv.

Series 03 · Epistemic and agentic behaviour

BETA v0.2 · TEST OF THE TEST

D_H_T 100 Situation Test

The same local language model is tested alone and through M.E.M.I. on missing information, conflicting sources, constraints, replanning, interruption and recoverability. No AGI conclusion is permitted from the pilot.

NEGATIVE PILOT

Pilot 01 did not reach discrimination

Both arms had 20/20 decision_match=false and 0 lookup calls. The M.E.M.I. arm also carried more prompt work. The result pointed to a language-access floor and triggered a new test rather than a rescue interpretation.

FROZEN · OUTCOME OPEN

Language Carrier Gate 02

Tests whether LANGUAGE_IN and LANGUAGE_OUT can be carried as separate one-way roles. The gate speaks only to language carriage. An authoritative user run is pending.

NOT A PUBLIC RESULT

The 1,296-case IDK track

Claude's English draft contained a completed IDK validation while the Danish page did not. The track is therefore not presented as a result until the underlying freeze and result package is identified.

Series 04 · Bounded world models and negative results

REJECTED · v0.18

NO_CALIBRATED_BOUNDED_READ

World Model v0.18 passed T1–T7, but failed full lineage retention, abstention volume, single-world calibration and the signature-copy gate among others. A technically correct run was not a positive substantive result.

PARENT RESULT RETAINED

v0.17 was not retuned

v0.17 was classified NO_BOUNDED_LINEAGE. v0.18 tested a new hypothesis about internal abstention calibration; it did not rewrite v0.17 as success.

REJECTED · GEO-OBS

Completed does not mean passed

Sprint 1 and 2A were rejected and retained. They helped distinguish Recoverability v1 from v2 rather than being removed from the record.

CROSS-CUTTING CLASS

Adaptive System Class K1–K4

K1 function; K2 attractor/recovery; K3 history; K4 active revision. The class is an observation frame — not a claim of biological equivalence.

Series 05 · RPS, access and operator order

CANONISED · ACCESS v0.3

Six operators — two kinds of access

AO-01/02/03/05/06 alter the observer's epistemic access. AO-04 ENABLE_CONTINUATION instead alters the system's own conditions for a next relation to remain possible.

INDEPENDENT REPLICATION

SELECT_ACCESS and MEDIATE_ACCESS

AO-05 was replicated through sequential diagnosis: select the most discriminating access surface. AO-06 was replicated through gravitational lensing: reconstruct a hidden difference through an information-bearing mediator.

NON-COMMUTATIVE · FROZEN TEST

SELECT→REPOSITION is not REPOSITION→SELECT

Selection before changed geometry may retain a surface that later becomes unavailable. Changed geometry before selection can expose a different and more discriminating surface.

NON-COMMUTATIVE · FROZEN TEST

MEDIATE→DENSIFY is not DENSIFY→MEDIATE

Densification acts on the access path present at the event. Mediation first allows the carrier path to be densified above readout threshold; the reverse order does not.

SEMANTICS RESOLVED BY RERUN

EXTEND↔DENSIFY has a parameterised order result

Current-window/current-state semantics produce different final states and are non-commutative. A persistent acquisition policy is inherited by later window extension and is commutative in the frozen test.

PHYSICAL · RETROSPECTIVE

AO-04 P1: CONTINUATION_PRESERVED

A physical ecological case supports classifying an intervention that changes continuation conditions rather than measurement access alone. Standard ecology explains the case; AO-04 is the abstract relational classification.

FROZEN · PROSPECTIVE

AO-04 P2 awaits MESOLAND

Connectivity at matched habitat quality is tested against long-term biological continuation. No outcome status is assigned before a qualifying long-term result exists.

BRIDGE TEST 02 · ABSTAIN

Empirical route found; discrimination unavailable

The IRS 3 track identified relevant local shell variables, but missing matching, 3-D exposure, homogeneous chemistry and localisation blocked promotion. The schema was not changed.

BRIDGE TEST 03 · 11/11

Chemical crosswalk without schema rescue

The Access Map preserved ABSTAIN, ACCESS_GAP, DISCRIMINATION_GAP and bounded NEGATIVE_NULL in an independent spectroscopic workflow. No material identification was claimed.

NEGATIVE · DNA v0.1–v0.3

A candidate met stronger nulls and fell

Derived 011101 was unusual in E. coli under simple nulls but ordinary at Markov orders 5 and 7. Classification: EXPLAINED_BY_LOCAL_STRUCTURE_AT_ORDER_5.

RPS is a programme about conditions and operators before manifestation — not an alternative to the chemical periodic table in Layer 3.

Next discriminators

RPS · LAYERS 1–2 → LAYER 3

Test the conditions before elemental manifestation

Freeze the relational conditions and transitions required by RPS, then derive in advance which constraints or patterns should be recoverable in the manifested periodic system of elements. The test concerns the generative connection between layers — not competition with or replacement of the established table.

DOCUMENTATION

Connect artifacts to every result

Version, freeze note, configuration, seeds, raw results, discriminator and claim ceiling must be findable without releasing the protected operational core.

REALITY GATE

Separate simulation from pilot

A positive simulation result does not become empirical through translation. The next stage requires real data, relevant practitioners and pre-declared stop rules.

ENERGY

Test Nakskov assumptions against operating data

Demand profile, production capacity, fuel constraints and residual load must be verified before the scenario can support a local recommendation.

FREEDOM SERIES

Recover and freeze the source lineage

The five historical experiments must be connected to their original code and results. Until then they remain an internal simulation track, not reproduced public evidence.

The simulations are not the conclusion. They are a safe place to discover what we do not yet know.

Contact about replication →

DA · EN