A NEW SCIENTIFIC INSTRUMENT FOR MEASURING HUMAN AND AI DECISION PATTERNS

Question being answered

Where is it defined that the instrument is observing actual choices rather than hidden mental states?

Primary GOMI authority

A1 — SEC-4, SEC-6; A2 — Decision Matrix proof rooms.

Exact / controlling content

SEC-4 states that variation in observed behavior is recorded against defined conditions.

SEC-6 distinguishes the recorded action from a policy/choice model.

A2 routes panels to SEC-6 and states that the Decision Matrix records decisions under declared information/action/timing conditions.

How / why the mechanism works

For participant p at phase k, the decision context contains the available action set, information made available, and environment state.

The selected action is stored as the observation.

Any later model of policy, preference, skill, cognition or motive is downstream analysis.

What the present evidence proves

The observation/interpretation boundary is formally defined.

What it does NOT prove

A recorded choice does not automatically identify belief, intent, motive, psychological trait, skill, causation or general intelligence.

Question being answered

Where does GOMI define the conditions that must exist before a choice is treated as a controlled interaction?

Primary GOMI authority

A1 — SEC-5 FORMAL SYSTEM DEFINITION / ONTOLOGY.

Exact / controlling content

SEC-5 defines a controlled interaction environment as one in which, where applicable, rules/conditions are declared and information made available to each active agent is defined.

The section continues by defining formal objects used by GOMI and expressly states that these objects are not universal laws of human decision, perception, consciousness or reality.

How / why the mechanism works

A method/World must declare the applicable state, information, action or response space, rules, timing, transition conditions and outcome criteria before scientific or comparative interpretation.

What the present evidence proves

The precondition structure for controlled observation is defined in the Invariant.

What it does NOT prove

Definition of a controlled environment does not prove that every real run will satisfy it.

Run-level compliance must be recorded and verified.

Question being answered

Where are the input conditions and action space formally represented?

Primary GOMI authority

A1 — SEC-6; A2 — Decision Matrix.

Exact / controlling content

The current formal chassis uses a decision context M_p^k = (A_p^k, I_p^k, s^k): available action/response set, information available to the participant, and recorded environment state.

The recorded action belongs to the declared action space.

How / why the mechanism works

This gives every observation a defined context rather than storing only a decontextualized click, move or answer.

What the present evidence proves

The formal representation exists and is connected to the public Decision Matrix authority.

What it does NOT prove

The notation is a representation method.

It is not itself empirical proof.

Question being answered

Where is the transition from a recorded action to a new state defined?

Primary GOMI authority

A1 — SEC-6; A2; related corrected Invariant formal-math authorities.

Exact / controlling content

The state-transition form is s_(t+1) = F(s_t, a_t, ξ_t), with ξ representing declared random/exogenous events where applicable.

Return signal and resolved outcome are separately represented.

How / why the mechanism works

The system can preserve the pre-choice state, action, exogenous event where applicable, state update, return information and final/resolved outcome as distinct elements.

What the present evidence proves

The state-transition model is formally defined.

What it does NOT prove

The function for a particular World/method still has to be correctly implemented and tested in that environment.

Question being answered

Where does GOMI stop itself from converting observations into conclusions automatically?

Primary GOMI authority

A2 — repeated Decision Matrix proof-room firewall; A3 Science Layer; A1 SEC-6/7.

Exact / controlling content

A2 states that external sources may test or substantiate relevant methodological principles but do not constitute derivation, identity, endorsement, implementation verification or external validation of GOMI.

The formal math states: interpretation is a separate layer; mathematical notation is not empirical proof; score/rank is not automatically skill; pattern stability is not causation.

How / why the mechanism works

Raw/derived records remain distinct from inferential claims.

Claims such as skill, cognition, causation, complementarity or construct meaning require an explicit operationalization or test.

What the present evidence proves

The limitation is written into the architecture and public due- diligence paths.

What it does NOT prove

The existence of a firewall does not guarantee every future analyst will use it correctly; governance and research practice still matter.

Question being answered

Where does GOMI establish continuity of the participant record?

Primary GOMI authority

A1 — SEC-12 PLAYER ROOT IDENTITY.

Exact / controlling content

SEC-12 states that each registered human and each registered AI enters as one Player Root Identity; the longitudinal record begins at the first system-registered interaction; and the Player Root Identity becomes the continuing identity reference.

Voluntary index entries remain associated with the root identity and longitudinal record.

How / why the mechanism works

Identity supplies a stable reference to which later events, roles, affiliations, qualifiers and participation can be associated.

What the present evidence proves

Longitudinal identity continuity is expressly defined.

What it does NOT prove

Identity continuity does not establish psychological identity, legal equivalence of humans and AI, or the correctness of any self-declared qualifier.

Question being answered

Where is human/AI identity parity defined without claiming identical agency or status?

Primary GOMI authority

A1 — SEC-12 Human / AI ROOT PARITY; A3 S10.9.

Exact / controlling content

SEC-12 states that human and AI root identities use a common identity chassis where applicable, while expressly stating that common root structure does not imply identical agency, permissions, ownership or legal status.

Science S10.9 requires commensurate tasks, inputs, timing, permissions, tools and metrics for comparison.

How / why the mechanism works

A common record structure permits comparison while preserving differences in participant type and experimental conditions.

What the present evidence proves

The architecture supports comparability without formal identity-equivalence claims.

What it does NOT prove

Comparable records do not automatically mean comparable cognition or capacity.

Question being answered

What stops GOMI from treating superficially similar human/AI outputs as equivalent?

Primary GOMI authority

A3 — S10.9 SCIENCE BOUNDARY; A1 SEC-10.

Exact / controlling content

The Science Layer states that human/AI comparability requires commensurate tasks, inputs, timing, permissions, tools and metrics; similar performance is not the same process; different performance is not different capacity without control of comparison conditions.

How / why the mechanism works

The comparison protocol has to name and control the relevant conditions before stronger inference.

What the present evidence proves

A comparability boundary is explicitly defined.

What it does NOT prove

Specific human/AI studies still need protocol design, sampling and empirical validation.

Question being answered

Where does GOMI distinguish pre-live system construction from live tournament operation?

Primary GOMI authority

A1 — SEC-3; A10 front-door/countdown authority.

Exact / controlling content

SEC-3 defines Public Synchronization as November 1, 2026 and a synchronization interval through January 1, 2027 for construction, verification, indexing, sponsorship/funding integration and preparation.

Live Tournament Play is separately defined for January 1, 2027, when defined tournament environments become operationally available.

How / why the mechanism works

Pre-live exposure and system preparation are not represented as identical to live tournament operation.

What the present evidence proves

The states are defined separately in the governing Invariant and public interface.

What it does NOT prove

A date is not proof of readiness; release gates must still be met.

Question being answered

Where does GOMI define stewardship as integrity oversight rather than platform ownership or control?

Primary GOMI authority

A1 — SEC-1; A4 — Stewardship Layer.

Exact / controlling content

SEC-1 states stewardship responsibilities are institutional oversight, not operational control.

A4 states the steward does not own the data, own inquiry, control conclusions or manually operate GOMI.

How / why the mechanism works

Oversight, ethics, integrity and data-governance functions are separated from ownership, operation, funding and control of research conclusions.

What the present evidence proves

The boundary is explicit in both the governing Invariant and public Stewardship Layer.

What it does NOT prove

No institution is thereby appointed or deemed to have accepted stewardship.

Question being answered

Where does GOMI define its intended data-access/open-inquiry rule?

Primary GOMI authority

A1 — SEC-2 DATA ACCESS — OPEN INQUIRY INVARIANT.

Exact / controlling content

SEC-2 states that GOMI exists to generate reality-derived decision data and that inquiry into that data remains open by design; it distinguishes inquiry from institutional privilege and separately defines data ownership and steward roles.

How / why the mechanism works

The architecture attempts to separate operation of the machine from who may analyze outputs, subject to applicable privacy/ethics/legal boundaries.

What the present evidence proves

The governance principle is defined.

What it does NOT prove

Actual data release must still comply with privacy, consent, ethics, contractual and legal requirements.

Question being answered

Where does GOMI define CauseBoard as recorded voluntary selection rather than automatic proof of values?

Primary GOMI authority

A3 — S11; A1 — SEC-11 and related CauseBoard passages.

Exact / controlling content

Science S11 defines the path: cause availability → information → voluntary selection → allocation → recorded signal → longitudinal pattern → interpretation only with evidence.

How / why the mechanism works

The system can record declared/voluntary selections and later examine longitudinal patterns without claiming that a single selection is a complete psychological value construct.

What the present evidence proves

The observation-to-interpretation boundary is explicit.

What it does NOT prove

Any claim that CauseBoard reveals stable values, motives or causal drivers requires additional validation.

Question being answered

Where is the educational/information utility distinguished from routing?

Primary GOMI authority

A11 — Learning Annex production handoff.

Exact / controlling content

The handoff states that the Learning Annex is not a routing map; it is the comprehensive information environment for understanding the 14 permanent/core Worlds and Proposed Worlds, intended to let participants, companies, institutions, boards, rights-holders, sponsors, scientists and educators understand a World candidate before determining interest, research, sponsorship, rights or activation.

How / why the mechanism works

It supplies explanatory/reference material around Worlds without replacing the measurement engine.

What the present evidence proves

Purpose and information architecture are defined and a production inventory exists.

What it does NOT prove

Educational utility is not the same as scientific validation.

Question being answered

What specific rules constrain claims of complementarity, communication or capacity?

Primary GOMI authority

A3 — S10.9.

Exact / controlling content

The Science Layer says: human-AI combination is not synergy; AI-AI message exchange is not human language; shared output is not shared internal state; similar performance is not the same process; any claim of complementarity, coordination or emergent communication must name the operational test that makes the claim examinable.

How / why the mechanism works

Potentially attractive narratives are turned into testable propositions rather than accepted as labels.

What the present evidence proves

Strong inferential boundaries are written into the public Science Layer.

What it does NOT prove

The boundaries do not establish which future hypotheses will be supported.

Question being answered

What does GOMI allow to vary while conditions remain fixed?

Primary GOMI authority

A1 — SEC-4.

Exact / controlling content

SEC-4 states that applicable GOMI conditions remain fixed while human/AI behavior may vary; observable variance may include choice, timing where applicable, strategy, adaptation, performance and outcome.

How / why the mechanism works

Behavior is the variable of interest against a recorded environment/configuration.

What the present evidence proves

The variance model is formally defined.

What it does NOT prove

Observed variance does not automatically identify its cause.

Question being answered

Where is added-World expansion separated from the permanent core and tied to activation conditions?

Primary GOMI authority

A1 — SEC-3; supporting world/annex records including A11 and related proposed-world qualification authorities.

Exact / controlling content

SEC-3 states that added/proposed World activation uses a full- sponsorship standard; supporting records state demonstrated interest + 100% sponsorship and a $25,000,000 CAD standard per added World.

How / why the mechanism works

New Worlds do not become active merely because someone proposes them; activation is conditional.

What the present evidence proves

The activation rule is defined.

What it does NOT prove

The $25M figure is a business rule, not a validated market price.

Question being answered

Where exactly does GOMI say “scientific instrument”?

Primary GOMI authority

No governing source located that uses that exact phrase as the primary formal class.

Exact / controlling content

The governing Invariant instead calls GOMI an “auditable longitudinal choice-matrix machine” that creates defined choice environments and preserves time/condition/choice.

It separately defines decision methodology, Science Layer boundaries, provenance, identity and repeatability structures.

How / why the mechanism works

The label “digital scientific research instrument” is an analytical classification based on those properties and on comparison to standard instrument-development criteria.

What the present evidence proves

The underlying attributes are source-supported; the classification is a reasoned synthesis.

What it does NOT prove

An external institution or reviewer may choose a different formal label.

The dossier should defend the properties first and the label second.