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Symbolic System and Languages

Material about a common language of symbols, classification and semantic connections within the system.

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EQUILIBRIUM · SFERA · ECO-PPA · SPECZASHCHITA · ARCHIVE OF HERITAGE

Concept author: Sergey Leonidovich Sokolov

29 August 2026 · Status: project for expert approbation

02 / MANAGEMENT SOLUTION

Launch 90-day pilot — do not announce a new universal language

The goal of the pilot is to prove that a single semantic chain can connect a person, document, sign, rule, and data without losing context.

Decision
Approve the limited approbation: 60 basic concepts, Russian and English languages, three application scenarios, six external contours of conformity and independent testing of understanding.

ParameterProposed framework
ProductFederal Symbolic-Semantic System: Concept ID → definitions → terms → symbols → rules → proofs
Not the productNot a secret code, not a replacement for national languages, not a single set of icons and not an automatic arbiter of truth.
CompatibilityBIS/CPMI, FSB, IMF, ISO, FATF, World Bank; W3C, Unicode and IETF as a technical basis.
Day result 90Prototype registers, three end-to-end cases, test report and GO / GO solution WITH CONDITIONS / STOP.
The criterion of successNot advertising "uniqueness", but a measurable reduction in interpretation errors with full traceability of meaning.

Positioning
Not to replace international standards, but to link them to superstructure verifiable meta-language with cultural adaptation, machine validation and right of appeal.

03 / DEFINITIONS

Object, concept, sign, symbol and code are not the same thing

Object/event. fragment of reality or subject matter about which the statement is made

A unit of knowledge that captures essential features and relationships in a given area

A sign. carrier, which in the context represents something else for interpretation

A sign whose function may be based on a rule, convention, habit, or partial motivation; the school of definition is always specified

Term. verbal designation of the concept in a specific language, industry and editorial

Code. agreed conformity and rules for the formation or transformation of signs

Language. Iconic inventory, syntax, semantics, pragmatics, community of use, and history of change

Context. scope, purpose, audience, time, jurisdiction, and situation limiting permissible interpretation

Key difference
The stable identifier, the content of the concept and the human readable name are three different fields. The name may change; the identifier is not re-used.

Base: Pierce; tradition "Course" Saussure; Morris; ISO 704:2022; ISO 1087:2019.

04 / THEORETICAL FUNDAMENT

Meaning arises in relation, system of differences and context

SchoolWorking thesisA consequence for architecture
Ch. C. PierceA sign is a triad: a sign, object, interpreter; an icon, index, and symbol describe different bases of connection.Keep the object, the function of the sign, the context, and the interpretive hypothesis separately.
F. de SaussureIn the Kursa tradition, the sign connects the signifier and the signifier; significance is given by differences within the system.You cannot publish a sign without a namespace, oppositions, and a system of terms.
Ch. MorrisSyntactics, semantics, and pragmatics are interrelated perspectives of semiosis.Formal correctness does not guarantee correct referent and proper use.
J. LotmanThe semiosphere is heterogeneous; borders work as translational mechanisms.We need a federation of local languages and explicit translation gateways.
Uh. CassirerLanguage, myth, art, and science are different symbolic forms of experience organization.Do not mix cultural, artistic, scientific and legal modes of evidence.
Uh-huh. EcoMeaning acts as a network of cultural knowledge, and interpretation is limited by text and context.Verify the "encyclopedia" of links; keep confidence, grounds, and review.

Source study clause
The Course of General Linguistics was published after Saussure's death in student notes. Therefore, a strict attribution in the document is “in the tradition of the “Course” of Saussure.”

05 / PROJECT SUBJECT

Verifiable meta-language bridge, not universal alphabet

The system createsThe system does not promise
stable ID of concepts and versionsOne symbol with the same meaning in all cultures
the Multilingual ThermbaseAutomatically accurate translation without expert
Register of graphic and other expressionsreplacing text with pictograms
Formal relationships and limitationsCompleteness of the world in one closed ontology
Obvious types of compliance with external standardsRight to rewrite BIS, FSB, IMF, ISO, FATF the World Bank
origin, versions, decisions and appealsUndeniable Conclusion AI
Federal possession of primary knowledgecentralized withdrawal of local knowledge

Strong formula
Many languages — one manageable semantic core — no silent substitution of meaning.

06 / ARCHITECTURE

Six Layers Link Reality and Proof

№LayerWhat is fixed
1Realityobject, event, observation, territory, time, participants
2Conceptdefinition, features, relationships, scope, examples and counterexamples
3Human languagesterms, synonyms, simple explanation, language, writing, industry
4Expressionsgraphic symbol, diagram, formula, map, gesture, sound; function and application profile
5Machine semanticsRDF/JSON-LD, SKOS/OWL, SHACL, requests, API and controlled schemes
6Management and proofowner, version, source, solution, test, access, appeal and archive

Invariant
Any public or machine output should allow you to go backwards: expression → concept → original object → Source → rule → solution → Version.

  • A semantic chain is considered incomplete if any transition is based only on the assumption of AI.
  • Different symbolic forms may refer to a single concept, but retain their own context and mode of evidence.

07 / UNIT SYSTEM

Passport of symbolic-semantic unit

BlockRequired fields
Identityconcept_id, type, namespace, status, owner
Contentsdefinition, area, necessary features, examples, counterexamples
Languagespreferred / accepted / deprecated labels, BCP 47, writing, industry
Expressionssymbol_id, file/notation, function, size, color profile, available name
Connectionsbroader, narrower, related, part-of, causes, measures, exact/close mapping
Formalizationaxioms, limits, units, cardinality, permissible values
Contextaudience, jurisdiction, purpose, channel, life cycle, prohibitions
Originsource, author, license, issued, modified, evidence
Version and solutionversion IRI, supersedes, review, approver, confidence, appeal

Prohibition
Normative symbol, its explanation and decorative illustration are different types of objects and cannot replace each other.

08 / REGISTERS

Eight interrelated registers instead of one dictionary

R1 Concepts - ID, definition, scope, relationships, examples, and counterexamples.

R2 Terms - language, writing, industry, preferred and prohibited options.

R3 Expressions - pictograms, formulas, schemes, sounds, gestures, text equivalents.

R4 Contexts — audience, purpose, jurisdiction, channel, cultural constraints.

R5 Rules - axioms, SHACL restrictions, controlled circuits and test tests.

R6 Conformities - external system, version, communication type, confidence and validator.

R7 Evidence - source, origin, license, review, test results.

R8 Solutions and Versions - Owner, Status, Date, Supersedes, Change Log and Appeal.

End-to-end key
The concept is the center of connection. A word, a symbol, a formula, and a machine record do not duplicate a concept, but refer to it through an explicit type of relation.

09 / LANGUAGE ARCHITECTURE

Each language solves its own problem - no one is declared the main

Language / ModeStrength SideLimitation
Naturalwealth, dialogue, cultural accuracypolysemy and context dependence
SimpleUnderstanding of a wide audienceSimplification should not distort the rule
Controlledunambiguous instructions and verificationlimited vocabulary and expressiveness
Visualfast recognition and reviewcultural ambiguity; a test is needed
Mathcompactness and outputPreparation and predefined assumptions
Formal-logicalaxioms, limitations, consistencyIt does not exhaust social meaning.
Machineexchange, validation, requests, automationSchema without semantics creates false compatibility
Art / Ritualmemory, identity, ambiguityother mode of evidence; cannot be normalized as an instruction

Landmarks: ISO 24495-1; ASD-STE100; Unicode/CLDR; W3C; Pierce, Morris, Lotman, Cassirer, Eco.

10 / TRANSLATION

Translation is a typed match, not a line replacement

Type of communicationMeaningPermitted Use
exactThe meaning of the terms coincides in the stated contextAutomatic exchange after validation
closeIt’s close, but there’s still a big difference.show a reservation; do not consider the identity
broad / narrowOne concept is wider or already anotherobvious conversion with possible loss
contextualThe match is valid only in the area, jurisdiction or phaseRequired Context Profile
proposedconformity proposed by man or AIonly draft; requires review
conflictedThere are competing interpretations.prohibition of automatic decision; appeal
none / unknownEquivalent is missing or not installedPreserve Original and Uncertainty

Safety Rule
No system should silently raise close, contextual, or suggested to explicit. Automatic translation saves the original, model version, confidence and grounds.

11 / IDENTIFICATIONS AND VERSIONS

Stable identity — changeable content — unchangeable history

ObjectExample of patternRule
Concepthttps://id.example.org/concept/{opaque-id}ID does not contain a variable name and is not re-used
Dictionary-serieshttps://vocab.example.org/biosphereindicates the current published edition
Version of dictionary.../biosphere/2026-08-29Unchangeable image available after replacement
Term.../biosphere#Biocenosissaved when specified; deprecated when outputted
Data Sethttps://data.example.org/dataset/water-qualityseries separately from the data snapshot
  • Canonization of URI is performed by a single service; visually similar Cyrillic and Latin characters are not considered equal.
  • An incompatible change of meaning receives a new ID and a clear connection to the replaced concept.
  • The version contains a predecessor, a description of the changes, the date, the author and the evaluation of backward compatibility.

Foundation: RFC 3986, RFC 3987, RFC 8820; OWL 2; DCAT 3; Data on the Web Best Practices.

12 / TECHNICAL GLASS

Open standards allocate roles between presentation, meaning and verification

LevelStandardRole
Symbols and LocalesUnicode, CLDR, BCP 47characters, scripts, language tags, local formats
IdentityURI / IRIglobally distinguishable persistent links
Exchange of CountsRDF, JSON-LDmachine representation of statements and context
DictionariesSKOSconcepts, hierarchies and types of conformity
OntologyOWL 2classes, properties, axioms and output
ValidationSHACLVerifiable forms and limitations of data
QueriesSPARQLsearch for links and explainable ways
OriginPROV-OWho, when, and on what basis did he make the claim?
CataloguesDCAT 3publishing sets, versions, services and access policies

Principle
The stack is chosen not because it is a standard, but because each role has an open format, an automatic test, and a migration path.

13 / VISUAL LANGUAGE

Understanding and accessibility are measured, not assumed

MonitoringProject requirement
UnderstandingISO 9186- a similar test for each target cultural and linguistic group; the target threshold ≥85% for the usual symbol.
DistinctionElements are recognized at minimum working size; target threshold ≥95%; Confusion of nearby symbols <5%.
AvailabilityThe textual equivalent of 100% significant images; meaning is never conveyed by color, form, or position alone.
ContrastTarget WCAG 2.2 AA: 4,5:1 for plain text; 3:1 for large text and meaningful graphics.
LocalizationBCP 47, CLDR, RTL/LTR, fonts and grapheme clusters; flag not used as language designation.
SecurityISO 7010/3864 is a separate protected namespace; the characters are not repainted or redefined.

Cultural protection
Sacred, ethnic and historical symbols are published with a description of the community, the origin, limitations of application and the right of the community to challenge the interpretation.

14 / INTERNATIONAL BENCHMARK

What they give BIS, FSB, IMF, ISO, FATF and the World Bank - and what layer remains to be connected

ContourStrength SideAdd-on Task
BIS / CPMIISO 20022, harmonized requirements, glossaries and structured messages.Linking a financial message to concepts, visual explanations, context, and origin.
FSBLEI, UTI, UPI and global identifier management; updated lexicons.Add single passport concepts and typed connections entity ↔ product ↔ event ↔ solution.
IMFSDMX, distribution standards, metadata and DQAF data quality.Link the indicator to the formula, semantics, version, interpretation and applied action.
ISOcross-industry principles of terminology, metadata, codes, and symbol testing.Collect disparate standards into an operating profile with open machine-readable conformances.
FATFRecommendations, glossary, risk-based approach; differentiation of conformity and effectiveness.Formalize a controlled dictionary, the context of the norm, the proof and prohibition of automatic legal inference.
World Bankcodes and metadata of indicators, methodologies, catalogs and open publication of data.Combine the indicator with the local concept, solution, cultural presentation and version of the classification.

Correct claim
The proposed system is designed more broadly along the cross-layer connectivity. It is considered "better" only where the pilot will show a lower error of interpretation and faster tracing - while maintaining compatibility with the source.

15 / CHECK BENEFITS

Ten criteria instead of the declaration "better world institutions"

CriterionBasic conditionPurpose of the pilot
Meaningful IDCodes and terms are separate.100% concepts have a stable ID
Traceabilitysource is searched manually≤5 minutes: sign → Definition → Source → solution
Multilingualismtranslation tableconnection type, context and version for 100% matches
Machine CheckValid only format≥95% Critically SHACL-checks pass
Cultural understandingDesigned by≥85% for each test group
Availabilityadded after design0 critical violations; 100% text equivalents
OriginLink without chain of solutions100% records: source, owner, version, status
FederationCentral copylocal owner and reversible displays
AIbelievable answer0 silent exact; all suggestions have confidence
Appealmanual correspondence100% Controversial Links Have Log and Solution Route

Total KPI
Reduction of interpretation defects by at least 30% against the original process in two of the three pilot scenarios.

16 / FEDERAL MODEL

Common Core of Rules: Local Knowledge

ContourPossessedPublish to a common core
Subject areadefinitions, data, experts, restrictionsID, approved terms, relationships, versions
Language / Culturelocal names, symbols, sensitivityproven expressions, contexts, prohibitions
OrganizationOperating rules and evidenceApplication profiles, statuses and origin
International sourceown standard and classifieronly link, version and type of compliance
Semantic Councilnot the content of the areas, but the rules of pairingID Policy, Versions, Quality and Appeals
  • The shared kernel does not copy or assign an external standard: it stores the link, version, license, and display.
  • The local outline may reject the proposed conformity by providing a rationale and alternative.
  • Changing the external source triggers the impact assessment; critical entry is updated in the project time frame ≤30 days.

Sovereignty
Federation means compatibility without loss of authorship, jurisdiction and the right of the community to describe its own values.

17 / ECOSYSTEM

Roles are divided - the person remains the subject of the decision

ComponentRole in the Symbolic SystemDoesn't
EQUILIBRIUMobservation, analytics, scripts, KPI, consistency checkDoes not make a political or personal decision
SFERAmultilingual explanation, participation, competence and feedbackDoes not replace project management
ECO-PPAbinds contract terms, resources, obligations, KPI and evidencedoes not perform work
SPECZASHCHITAControlled operational language for tasks, states, and incidentsNot the only validator.
Heritage archiveoriginals, versions, origins, registers, solutions and cultural variantsdoes not rewrite the previous editions
Human / OrganApproves controversial meaning, limitation and action; considers appealdoes not delegate the responsibility of the model AI

AI-assistant
AI can extract candidate concepts, offer translations, and identify conflicts. Publication of regulatory compliance requires an authorized human decision.

18 / LIFE CYCLE AND ARCHIVE

No word of meaning disappears without a trace.

StatusActionWithdrawal
S0 Candidateextract from source or participant's proposaloriginal, author, date, rights
S1 Breedingobject, concept, term and expression are separatedCards and Communications
S2 Formalizationrelationships, constraints and units are specifiedSKOS/OWL/SHACL-profile
S3 ConformitiesComparison of languages and external contoursexact/close/broad/narrow/contextual
S4 Verificationexpert, machine, cultural and affordableProtocols and defects
S5 Publicationversion approval and scopeInvariable Image
S6 Operationobservation of actual understanding and errorsmetrics and incidents
S7 Replacement / Archivenew version, deprecated, superiors, migrationhistory and feedback

Appeal
The disputed interpretation preserves the parties, the evidence, the temporary rule, the decision and the possibility of reconsideration. The original has not changed.

19 / KRISTALL741 AND CATALOGUE 260

Module addressing is not sacral code and not proof of truth

Address Formula
19 Systems × 13 Phases × 3 Scale = 741 module. Each module is assigned a space of concepts, rules and evidence 260 serves as a managed set of basic concepts and indicators.

ElementWorking functionLimitation
19 SystemsSubject contours of observation and balancethe list is subject to verification and version
13 PhasesLife cycle from design to archivingDoes not replace the industry process
3 scalespopulation, state/society, planet/biosphereLinks between scales require explicit rules
741 moduleaddress for requirements, data, terms and checksNot a rating and not a standard in itself
Catalog 260The first managed dictionary of general concepts/indicatorspilot starts with 60 priority units
SUR-810neighboring trace and completeness contour, if confirmed by the methodnot mixed with passport concepts without defining the role

In the pilot, the practical utility of addressing is checked, and not the universality of the numerical design.

20 / PILOT SCENARIES

Three cases test the natural, financial and operational meaning

ScenarioEnd-to-end chainVerification
Biocenosis and water qualityobservation → term → map/symbol → unit of measurement → ontology → solutionDoes it make sense to the ecologist, resident, operator and model?
ECO-PPA: Commitment and KPIItem of document → concept_id → formula → SHACL → Proof → calculationIs it possible to exclude different interpretations of the result and double counting?
International Finance / ComplianceBIS/FSB/IMF/ISO/FATF/WB → display → Local term → EventWhether the source version, type of compliance and legal reservation are retained

Minimum volume
60 Concepts × 2 Language × minimum 3 presentation; six outer contours; not less 50 participants in each cultural and linguistic group for the symbol test.

  • The original process is fixed before implementation so that the comparison of errors and time is honest.
  • All critical conclusions are independently reviewed; a sample of tests is specified by a statistical calculation.

21 / PLAN 90 DAYS

The five stages end with verifiable artifacts

TimeframeWorkControl output
Days 1–15Charter, areas, roles, initial errors, analysis of six external contoursapproved frame and baseline
Days 16–30concept model, ID/version policy, dictionary of connection types, managementsheet 1.0 and GO-1
Days 31–55eight registers, 60 concepts, RU/EN, formal forms and APIthe Demo Registry
Days 56–75Three scenarios, AI-assisted mapping, visual and accessibility testsDefects and Adjustments
Days 76–90independent verification, retest, assessment KPI, migration planSolution GO / GO WITH CONDITIONS / STOP

Stop-condition
If the project cannot show the origin of the critical value, the right of appeal or reversible compliance with an external source, the publication of this outline is blocked.

22 / KPI AND SOLUTION

Success - Proven Compatibility Without Losing Meaning

KPI days 90Goal
Basic concepts≥60; 100% have ID, definition, owner, source, version and status
External correspondencesBIS, FSB, IMF, ISO, FATF, World Bank; 100% with type of communication and version
Complete required fields≥98%; Active Duplicate ID — 0
Machine validation≥95% critical forms pass; each defect is classified
Understanding the symbols≥85% in each group; opposite dangerous error ≤1%
Availability100% text equivalents; 0 critical defects WCAG 2.2 AA
Tracingmedian ≤5 minutes from expression to source and solution
Errors of interpretationDecline ≥30% the Baseline 2 from 3 Scenario
Dispute management100% contested mappings have owner, log and appeal route

GO Solution
Mandatory thresholds of traceability, origin, safety and appeal are reached; the economic effect is confirmed in at least two scenarios.

23 / RISKS AND PROTECTION

The main danger is not a technical error, but an imperceptible substitution of meaning

RiskProtective rule
False Universalityfederation, context and local community right to their own description
Automatic Equivalencetypes of mapping, confidence, human assertion, prohibition of silent exposure
Mixing the modes of truthseparate profiles: scientific, legal, artistic, sacred, operational
A culturally dangerous symbolprescreening, local testing, text equivalent and recall
Reusing IDimmutable identity, deprecated, supersedes and page-monument
Dependence on the platformopen formats, portable schematics, uploading and recovery test
Licenses Standardsstore only permitted data, links, versions and own displays
AI-hallucinationoriginal, provenance, model version, basis, reviewer and appeal
Supercentralizationlocal ownership of primary data and the minimum required overall layer

Man is a Subject
No recommendation of the model turns into a normative meaning, right, prohibition or sanction without an authorized human decision and an accessible challenge mechanism.

24 / RESULTS

The system is stronger not by the scale of the application, but by the quality of the monitored communication

Concept in one line
Concept ID → Definition → Communications → Terms of different languages → Symbols and Formulas → Machine rules → Application → Proof → Version → Appeal.

  • Use BIS, FSB, IMF, ISO, FATF and World Bank as compatible industry sources, not as competitors.
  • Measure the advantage of trace time, number of interpretation defects, completeness of origin, and quality of understanding.
  • Start with 60 concepts and three scenarios; expand catalog 260 and address 741 only after independent GO.
  • Secure federal ownership, immutable versions, accessibility, cultural verification, and right of appeal.
  • To leave a person with authority and responsibility; AI is the role of a probabilistic assistant.

Proposed next step
30-minute installation session: 10 minutes - area and boundaries; 10 minutes - six outer contours; 10 minutes - approval of three cases and the composition of the expert group.

Sokolov Sergey Leonidovich · 29 August 2026

25 / SOURCES I

Theory, terminology, visual symbols and accessibility

[1] Peirce — What Is a Sign?

[2] Stanford Encyclopedia of Philosophy — Peirce’s Theory of Signs

[3] Saussure — Cours de linguistique générale, full text

[4] Morris — Foundations of the Theory of Signs, MPI publication

[5] Lotman — On the semiosphere, University of Tartu

[6] Eco — A Theory of Semiotics, Indiana University Press

[7] ISO 704:2022 — Terminology work

[8] ISO 1087:2019 — Terminology work and terminology science

[9] ISO/IEC 11179-3:2023 — Metadata registries

[10] ISO 7000:2019 — Graphical symbols

[11] ISO 7010:2019 — Safety signs

[12] ISO 9186-1 — Comprehensibility testing

[13] ISO 24495-1:2023 — Plain language

[14] W3C — WCAG 2.2

[15] Unicode CLDR

[16] Unicode Bidirectional Algorithm

Note
The full texts of part of the standards ISO are distributed under license. The project uses official cards, scope and allowed links; the application of the requirements requires licensed access to the desired edition.

26 / SOURCES II

Machine semantics and international financial benchmark

[17] W3C — SKOS Reference

[18] W3C — OWL 2 Overview

[19] W3C — SHACL

[20] W3C — JSON-LD 1.1

[21] W3C — PROV-O

[22] W3C — DCAT 3

[23] IETF — RFC 3986 URI Generic Syntax

[24] BIS/CPMI — Harmonised ISO 20022 data requirements, 2026 update

[25] FSB — Governance of LEI, UPI, UTI and CDE

[26] IMF — Dissemination Standards Bulletin Board / SDMX

[27] IMF — Data Quality Assessment Framework

[28] FATF — The FATF Recommendations

[29] FATF — Guidance on Digital Identity

[30] World Bank — Open Data

[31] World Bank — Open Data Toolkit: metadata and DCAT

[32] World Bank — WDI Metadata Glossary

Date of inspection
The references and relevance of the key official pages are verified by 29 August 2026 The concept is not a standard, legal opinion or approval of these organizations.

Source materials

Originals and versions of the document

Other editions in web format

Each version is disclosed separately; the sequence of the source document is saved.

Symbolic System and LanguagesSimvolicheskaya_sistema_i_yazyki.pptx · web text

Verifiable meta-language-bridge for concepts, words, images, data and actions

Compatible with BIS · FSB · IMF · ISO · FATF · World Bank

Sokolov Sergey Leonidovich

The solution now is a limited 90-day pilot

REQUEST FOR SOLUTION

basic concepts

Language: RU / EN

DAYS

end-to-end scenarios

External Circuits

Do not declare a new

Universal language

Related Registers

Independent GO / STOP

= success less error meaning + full trace

Sokolov Sergey Leonidovich

"RISK"

THE PROBLEM

The same line does not mean the same thing.

FINANCE

No passport concept

Probability and damage

The object and the term are confused

FATF

risk-based obligation

word without area, version

and Evidence Regime

the word match is issued as exact

BIOSPHERE

format passes - meaning diverges

The threat of sustainability

AI hides the uncertainty

PROJECT

Event and Owner

Unable to prove source

INTERFACE

color / icon / status

Sokolov Sergey Leonidovich

Object, concept, sign, term, and code are different entities

BORDER OF CONCEPTS

OBJECT

CONCEPT

SIGN

TERMIN

RCD

What is being considered

unit of knowledge

What represents

word in language

Conformity rules

SYNTACTICS

SEMANTICS

PRAGMATIC

sign ↔ sign

sign ↔ object

sign ↔ use

Form and rules of combination

referent, concept and relationship

audience, purpose and context

Formally correct record may have incorrect referent and incorrect use

Sokolov Sergey Leonidovich

One semantic core - many languages and expressions

TARGET MODEL

OBJECT

CONCEPT

TERMS

EXPRESSIONS

RULES

PROOF

Event

concept_id

RU · EN · …

Symbol · Formula

OWL · SHACL

PROV · Version

Tracing Invariant

expression → concept → source → rule → solution → version

No transition on assumption AI alone

Sokolov Sergey Leonidovich

Six Layers Link Reality and Proof

ARCHITECTURE

6 · GOVERNANCE

owner · version · decision · appeal · Archive

5 · MACHINE SEMANTICS

RDF · JSON-LD · SKOS · OWL · SHACL · SPARQL

4 · EXPRESSIONS

icon · formula · map · Scheme · sound

3 · HUMAN LANGUAGES

term · simple explanation · BCP 47 · CLDR

2 · CONCEPT

Definition · Relationships · Region · Examples

1 · REALITY

object · event · time · territory · participant

Original and origin pass through all layers

Sokolov Sergey Leonidovich

Passport Concept Makes Sense of a Managed Unit

UNIT CARD

TERMS

LINKS

concept_id

labels · language · industry

broader · part-of · causes

https://id.example.org/

concept/8f2…

EXPRESSIONS

FORMALIZATION

symbol_id · alt · profile

axioms · SHACL · Units

Definition

Region · status

Owner · version

CONTACTS

ORIGIN

audience · target · ban

source · license · review

Sokolov Sergey Leonidovich

Eight registers are stronger than one dictionary

OPERATIONAL MODEL

CONCEPT

TERMS

EXPRESSIONS

CONTEXTS

ID · Definition ·

Language · synonym · prohibition

symbol · formula · alt

audience · target · right

RULES

CONFORMITY

PROOF

DECISIONS

axioms · shapes · tests

source · version · type

provenance · review · license

status · supersedes · appeal

The end-to-end key is a concept; all transitions are typed and versioned

Sokolov Sergey Leonidovich

Translation is a typed match, not a line replacement

INTER-Language Gateway

EXACT

CLOSE

BROAD / NARROW

CONTEXTUAL

PROPOSED

CONFLICTED

matches

Close

wider / already

Only in profile

Requires review

Appeal

Publication Policy

close and contextual never rise to act silently

original, source version and confidence remain

AI creates a proposal; authorized expert approves

conflicted blocks automatic action

Sokolov Sergey Leonidovich

Six institutions give strong contours - the superstructure connects them

INTERNATIONAL Benchmark

BIS / CPMI

FSB

IMF

ISO 20022 · DSD · glossary

LEI · UTI · UPI · lifecycle

SDMX · standards · DQAF

Message ↔ concept ↔ provenance

Who is ↔ product ↔ event

index ↔ formula ↔ action

ISO

FATF

WORLD BANK

terminology · MDR · codes

glossary · notes · risk-based

indicator metadata · catalog · API

Single operating profile

norm ↔ context ↔ proof

source ↔ local value ↔ version

Do not replace sources - link them in one evidence chain

Sokolov Sergey Leonidovich

"Better" means to pass ten measurable criteria

CHECK ADVANTAGE

100%

100%

Concepts with Sustainable ID

Origin and Versions

≤5 min

sign → source → solution

Meaning only through color.

100%

critical SHACL-checks

Controversial Relationships with Appeal

≤30 dn.

Understanding Symbols in a Group

Update Critical Record

Locally

silent act mappings

possession of primary knowledge

Result: −30% Defects in interpretation 2 from 3 Cases against Baseline

Sokolov Sergey Leonidovich

Ecosystem shares analysis, participation, execution and memory

ROLES AND ADDRESSATION

EQUILIBRIUM

ECO-PPA

observation · scenarios · KPI

contract · resource · indicator

SENSE

NUCLEAR

concept_id · mappings

version · provenance · appeal

SFERA

SPECZASHCHITA

people · dialogue · competences

operations · status · incidents

19 Systems × 13 Phases × 3 Scale = 741 Module

KRISTALL741

Catalog 260: pilot starts with 60

Module addressing is not sacral code and not proof of truth

Sokolov Sergey Leonidovich

Three scenarios go through five stages in 90 days

PILOT PLAN

BIOCENOSIS AND WATER

ECO-PPA AND KPI

FINANCE / COMPLAENCE

surveillance → map → ontology

Document → Formula → Proof

6 Sources → mapping → Event

1–15

16–30

31–55

56–75

76–90

Charter

and baseline

Model

and governance

Registers

and 60

Cases

and tests

Audit

GO / STOP

Minimum: 60 Concepts · RU/EN · 3 submissions · 6 External Circuits · ≥50 participants per group

Sokolov Sergey Leonidovich

GO requires accuracy, understanding, origin and appeal

CRITERIA OF NOTES

100%

ID + source + version

Complete required fields

Machine Validation

≤5 min

Understanding of symbols

Full trace

Defects in 2/3 cases

No origin of critical importance

no reversible mapping to source

STOP

No route of appeal

AI automatically creates a norm or sanction

Thresholds - pilot design criteria, not norms ISO

Sokolov Sergey Leonidovich

The next step is to approve the pilot area in 15 days

DECISION

Not a new universal alphabet,

A testable meta-language bridge

Appoint an owner and semantic advice

Approve 60 concepts and three scenarios

Identify an independent validator and test group

Fix baseline, KPI and STOP-conditions

Action to be taken: allow 90-day expert testing

Sokolov Sergey Leonidovich

Sources indicated in the presentation 24
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