Standards Body · Institutional-design proposal, public edition · Released July 17, 2026

Canonical record: https://standardsbody.ai/library/institutional-design/institution-design/

Standards Body is an independent research and institutional-design project. It is not currently a regulator, accreditation body, certification body, or governmental authority. This document is research; it is not an adopted standard.

INSTITUTION_DESIGN.md

Standards Body Institution Design

Project: Standards Body
Primary domain: standardsbody.ai
Core line: Foundations for Frontier AI
Document type: Canonical integrated blueprint for a future frontier AI evaluation, standards, assurance, and interoperability institution or institutional ecosystem
Version: 1.0
Status: Approved foundational source
Document owner: Standards Body
Present institutional stage: Foundational research and institutional design
Applies to: Strategic planning, legal formation analysis, governance design, standards-development planning, evaluation programs, evaluator ecosystems, partnerships, funding, staffing, registries, pilots, international cooperation, public communication, and future institutional transition decisions
Related canonical sources: PROJECT_IDENTITY.md, PROJECT_MANIFESTO.md, FOUNDATIONS.md, FOUNDATIONS_APPENDIX.md, TERMINOLOGY.md, EVIDENCE_STANDARDS.md, RESEARCH_METHODOLOGY.md, TAXONOMY.md, EVALUATION_PHILOSOPHY.md, and the eight foundation papers
Research basis reviewed through: July 17, 2026
Review cycle: Annual review, with event-triggered revision after a material change in mission, legal status, authority, governance, funding, organizational structure, standards role, evaluation role, assurance role, international role, or public-interest obligations

Authority Note

This document is an institutional-design blueprint.

It does not establish that Standards Body is currently:

Standards Body remains an independent research and institutional-design project unless and until a lawful, transparent, competence-based, and publicly documented transition establishes a different role.

Nothing in this document grants present authority.

Nothing in this document should be cited as proof that Standards Body can:

The blueprint separates functions deliberately so that future institutional growth does not convert technical expertise into unaccountable power.

Document Purpose

This document provides the integrated institutional blueprint for Standards Body.

It defines:

This file is the integrated Layer 3 blueprint.

The deeper institutional modules will be governed by:

Where those approved specialist files later provide more detailed rules, they govern within their domain unless they conflict with PROJECT_IDENTITY.md.

Executive Summary

Frontier AI evaluation is developing through a fragmented collection of laboratories, government institutes, standards organizations, research groups, consultancies, auditors, regulators, and international forums.

Each institution performs useful functions.

Few institutions integrate the full chain from measurement science to standards, assurance, interoperability, incident learning, and public accountability.

The institutional gap is not simply the absence of another organization.

The gap is the absence of a coherent allocation of functions and authority.

The central design question is:

Which institution should do what, under which mandate, with what evidence, subject to which constraints, and accountable to whom?

A poorly designed frontier AI standards institution could create new risks.

It could:

The answer is not one vertically integrated super-institution.

The preferred design is a staged, hybrid, public-interest institutional architecture with separated powers.

Preferred Long-Term Architecture

The preferred future is:

An independent nonprofit public-interest technical secretariat and standards-development institution connected to a distributed ecosystem of evaluators, reviewers, accreditation bodies, certification bodies, public authorities, research institutions, and international partners.

The institution should directly perform or steward:

The institution should not ordinarily combine all of the following under one controlling body:

Those functions require separation.

Institutional Layers

The blueprint contains five layers.

Layer 1: Knowledge and Measurement

Functions:

Layer 2: Standards and Public-Interest Process

Functions:

Layer 3: Independent Evaluation and Assurance Ecosystem

Functions:

These functions should be delivered by plural qualified actors, not monopolized by Standards Body.

Layer 4: Competence Recognition and International Interoperability

Functions:

Layer 5: Public Authority and Enforcement

Functions:

These functions belong to authorized governments, regulators, courts, treaty bodies, and contractual authorities.

Standards Body may inform Layer 5.

It should not claim Layer 5 authority without lawful mandate.

Recommended Organizational Form

The preferred core organization is an independent nonprofit or public-benefit entity with:

Operational programs should include:

Governance Principle

No single constituency should control the institution.

The design should prevent control by:

The mature institution should target:

Funding Principle

Funding must not purchase:

A mature funding structure should diversify among:

Commercial service revenue should not become the dominant determinant of institutional judgment.

Standards Principle

Standards should be developed through:

Evaluation Principle

Standards Body may design and maintain protocols and coordinate research evaluations.

When an evaluation supports a consequential claim concerning an external organization, independence should be preserved through:

Accreditation and Certification Principle

Standards Body should initially develop:

It should not initially accredit or certify.

Formal accreditation and certification should ordinarily be performed by separate competent bodies under mature schemes.

A future decision to create or operate such a body would require a separate legal entity, governance firewall, competence assessment, independent oversight, and explicit amendment of project identity.

International Principle

The institution should support global interoperability without claiming universal representation.

International legitimacy should grow through:

The preferred institution is not a world regulator.

It is a public-interest infrastructure institution supporting plural authorities.

Transition Principle

Standards Body should move through controlled stages.

  1. Foundational research and institutional design
  2. Research institute and knowledge infrastructure
  3. Protocol steward and pilot convener
  4. Standards-development organization
  5. Assurance-ecosystem and interoperability institution
  6. Possible formally recognized institution or network

Each transition requires:

The final institutional proposition is:

The institution should be strong enough to create credible shared infrastructure, but constrained enough that no single body becomes the unquestionable authority over frontier AI evidence, standards, assurance, and public policy.

1. Foundational Institutional Propositions

1.1 Function Before Form

The organization should be designed around required functions, not around a preferred legal label or prestige model.

1.2 Authority Must Be Earned and Bounded

Authority should follow:

1.3 No Unitary Institutional Solution

Frontier AI governance requires an ecosystem.

No single institution should control research, standards, evaluation, certification, accreditation, enforcement, and appeals.

1.4 Separation of Powers

Functions with incompatible incentives should be separated structurally, procedurally, or legally.

1.5 Technical and Democratic Legitimacy Are Distinct

Technical expertise can justify technical judgment.

It cannot by itself justify binding political authority.

1.6 Independence and Accountability Must Coexist

Independence without accountability can become private power.

Accountability without independence can become political or commercial control.

1.7 Public Interest Is a Governance Function

The public interest should be represented through actual decision structures, not ceremonial consultation.

1.8 Standards Are Infrastructure

Standards should support shared evidence and interoperability.

They should not become branding products or private regulatory shortcuts.

1.9 Assurance Requires Plural Competence

Testing, review, audit, certification, and accreditation require distinct capabilities and should remain interpretable.

1.10 Funding Is Governance

The revenue model shapes the institution's behavior.

Funding rules belong in institutional design.

1.11 International Does Not Mean Universal

International participation does not create universal representation or legal authority.

1.12 Institutional Learning

The institution should learn from:

1.13 Correction Is a Core Power

The institution needs formal authority to correct, suspend, supersede, withdraw, and retire its own work.

1.14 Dissolution Must Be Possible

A credible institution should define the conditions under which it restructures, transfers functions, or dissolves.

1.15 Founder Succession

The institution must be designed to outlive its founder without preserving founder control as a permanent constitutional feature.

2. Institutional Design Objectives

The institution should optimize for several objectives at once.

2.1 Technical Credibility

The institution should possess or access competence in:

2.2 Independence

The institution should remain capable of publishing findings that are unfavorable to:

2.3 Legitimacy

Legitimacy should derive from:

2.4 Responsiveness

The institution should adapt faster than traditional multi-year standards cycles where urgency requires, without eliminating review.

2.5 Stability

Core definitions, procedures, and records should remain stable enough for reliance.

2.6 Security

The institution should be capable of handling:

2.7 Accessibility

Participation should not depend entirely on:

2.8 Interoperability

Outputs should be usable across:

2.9 Competition and Pluralism

The institution should avoid creating an evaluator or standards monopoly.

2.10 Durability

The institution should have:

2.11 Correctability

Every major output should be reviewable and reversible.

2.12 Measurable Impact

Institutional performance should be judged by outcomes, not only publication volume, membership, or prestige.

3. Institutional Context

The institution should be designed with awareness of existing systems rather than assuming a blank institutional landscape.

3.1 International Standards Organizations

ISO and IEC provide mature examples of:

ISO describes itself as an independent, nongovernmental international organization whose standards are developed through consensus among national member bodies.[^iso-about][^iso-directives]

IEC combines international standards with global conformity-assessment systems and emphasizes openness, democracy, balanced participation, competence, and peer-recognition mechanisms.[^iec-ca][^iec-types]

These models demonstrate the value of:

They also reveal challenges:

3.2 WTO Standards Principles

The World Trade Organization's principles for international standards emphasize:

Its Code of Good Practice also encourages standardizing bodies to avoid unnecessary duplication, publish work programs, provide comment opportunities, and treat participants without discrimination.[^wto-principles][^wto-code]

These principles should inform Standards Body even before any formal recognition.

3.3 Government Measurement and Standards Institutions

NIST demonstrates a government-led model that combines:

As of 2026, NIST's Center for AI Standards and Innovation focuses on AI evaluations, national-security-relevant risks, guidelines, and voluntary standards support.[^caisi]

The NIST AI Consortium brings together hundreds of organizations to develop science-based and empirically backed AI measurement guidance and standards foundations.[^nist-consortium]

The U.S. policy embodied in the National Technology Transfer and Advancement Act and OMB Circular A-119 encourages government use of voluntary consensus standards where appropriate rather than unnecessary government-unique standards.[^nist-a119]

This model demonstrates:

It also faces:

3.4 Regulatory AI Institutions

The European AI Office provides a model combining:

The EU AI Act governance system includes the AI Office, national competent authorities, the AI Board, a Scientific Panel, and an Advisory Forum.[^eu-office][^eu-governance]

The Scientific Panel launched with independent experts to advise on general-purpose AI risks, methodologies, model classification, and enforcement.[^eu-panel]

This model shows the value of:

It also demonstrates why a private research project should not claim the authority of a regulatory institution.

3.5 Government Evaluation Institutes

Government AI institutes such as the United Kingdom's AI Security Institute and NIST's CAISI illustrate models with:

These institutions can perform high-consequence work that private groups may be unable to conduct.

They also remain subject to:

3.6 International Reporting and Coordination

The OECD's Hiroshima AI Process Reporting Framework demonstrates a voluntary international reporting model.

Version 2.0 was launched in May 2026 to support transparent reporting by organizations across the advanced-AI value chain.[^haip-v2]

The model offers:

Its limitations include:

3.7 Treaty-Based Institutions

The Council of Europe Framework Convention on Artificial Intelligence establishes a Conference of the Parties as a follow-up mechanism and expects cooperation with relevant stakeholders.[^coe-convention]

Treaty bodies can provide:

They are not substitutes for technical standards bodies or evaluation laboratories.

3.8 Global Accreditation Cooperation

Global Accreditation Cooperation Incorporated launched in 2026 to unify international accreditation cooperation previously organized through IAF and ILAC arrangements.[^global-aci]

The global accreditation model demonstrates:

This architecture is highly relevant to a future AI evaluator ecosystem.

Standards Body should learn from it rather than attempting to create an isolated proprietary recognition system.

3.9 International AI Standards Coordination

ISO, IEC, and ITU have expanded coordination on AI standards and global interoperability.

The International AI Standards Exchange convenes standards bodies and maintains a database of global AI standards.[^itu-exchange][^itu-joint]

This demonstrates that Standards Body should:

3.10 Institutional Design Implication

The existing ecosystem contains strong institutions.

The opportunity for Standards Body is not to replicate them.

The opportunity is to specialize in the missing connections among:

4. Institutional Functions

The complete future ecosystem requires the following functions.

Not every function should reside in Standards Body.

4.1 Research

4.2 Terminology and Taxonomy

4.3 Protocol Development

4.4 Protocol Stewardship

4.5 Standards Development

4.6 Evaluation Administration

4.7 Independent Expert Review

4.8 Evaluator Competence Development

4.9 Audit and Inspection

4.10 Certification

4.11 Accreditation

4.12 Legal and Regulatory Enforcement

4.13 Incident and Failure Learning

4.14 Registries

4.15 International Interoperability

4.16 Public Communication

4.17 Appeals and Complaints

4.18 Institutional Quality

5. Functions Standards Body Should Perform Directly

At a mature nonprofit standards-infrastructure stage, Standards Body should be designed to perform the following functions directly.

5.1 Foundational Research

Maintain:

5.2 Evaluation-Method Research

Develop and test:

5.3 Standards Development

Operate a transparent process for:

5.4 Protocol Stewardship

Maintain named protocols and their versions.

5.5 Public Registries

Maintain records of:

5.6 Independent Review Coordination

Commission and support independent expert reviews while preserving panel independence.

5.7 Evaluator Ecosystem Development

Develop:

5.8 Incident-Learning Infrastructure

Maintain a protected and public incident-learning system.

5.9 International Interoperability

Develop mappings, profiles, and recognition procedures.

5.10 Capacity Building

Support:

5.11 Public-Interest Convening

Convene structured processes with documented participation and outcomes.

5.12 Institutional Research

Evaluate the performance and failures of standards and assurance systems.

6. Functions Standards Body Should Not Initially Perform

6.1 Regulatory Enforcement

Standards Body should not issue binding sanctions or legal prohibitions.

6.2 Licensing

It should not grant legal permission to develop or deploy AI.

6.3 Accreditation

It should not initially accredit evaluators or certification bodies.

6.4 Certification

It should not initially issue certificates of AI-system safety or conformity.

6.5 Commercial Evaluation as a Dominant Business

It should not become financially dependent on paid evaluations of the same organizations that influence its standards.

6.6 Exclusive Model Approval

It should not maintain an official approved-model list without lawful mandate and mature evidence.

6.7 Universal Risk Rating

It should not reduce systems to one public safety grade.

6.8 Government Representation

It should not claim to speak for states or international organizations.

6.9 Industry Representation

It should not claim to speak for the AI industry.

6.10 Public Representation

It should not claim to speak for the public merely because public-interest participants are included.

6.11 Private Legal Adjudication

It should not determine disputed legal obligations outside a defined contractual process.

6.12 Proprietary Standards Monopoly

It should not require exclusive use of its methods when equivalent approaches are valid.

7. Institutional Model Options

The institution should not be designed by copying one existing form.

Six major models should be considered.

7.1 Government-Led Institute

Description

A public agency or government institute responsible for evaluation, standards, or supervision.

Strengths

Weaknesses

Best Use

Fit for Standards Body

Not the appropriate present form.

Standards Body could partner with government institutes.

7.2 Independent Nonprofit

Description

A mission-locked nonprofit research and standards institution.

Strengths

Weaknesses

Best Use

Fit for Standards Body

Strongest core organizational form.

7.3 International Intergovernmental Institution

Description

An organization created or governed by states.

Strengths

Weaknesses

Best Use

Fit for Standards Body

Potential partner or future network layer, not realistic initial form.

7.4 Industry Consortium

Description

A member-funded body organized around participating companies.

Strengths

Weaknesses

Best Use

Fit for Standards Body

Useful participation model, unsuitable as controlling form.

7.5 Hybrid Public-Private Institution

Description

An independent or quasi-public body with government, industry, research, evaluator, and public-interest participation.

Strengths

Weaknesses

Best Use

Fit for Standards Body

Strong long-term ecosystem model if the nonprofit core remains independent.

7.6 Distributed Evaluator and Assurance Network

Description

A network of independent evaluator, audit, certification, accreditation, and recognition bodies using shared standards.

Strengths

Weaknesses

Best Use

Fit for Standards Body

Essential ecosystem layer, but not the sole legal identity.

8. Model Comparison

Model Technical speed Public authority Independence from industry International reach Enforcement Capture risk Best role
Government-led Moderate High within jurisdiction High to moderate Limited to moderate High Political Evaluation and enforcement
Independent nonprofit High Low formal authority Potentially high High Low Donor and founder Research and standards
Intergovernmental Low to moderate High among parties High to moderate High Treaty-dependent State politics Coordination and recognition
Industry consortium High Low Low Moderate to high Contractual Industry Implementation and interoperability
Hybrid Moderate to high Variable Moderate High Variable Complex Standards and shared infrastructure
Distributed network Variable Distributed Variable High Scheme and legal dependent Market capture Assurance and recognition

8.1 Design Conclusion

No model alone is sufficient.

The preferred architecture combines:

9. Recommended Institutional Architecture

9.1 Core Design

The recommended future architecture is:

An independent nonprofit public-interest technical secretariat and standards-development institution operating within a plural, internationally interoperable network of evaluators, reviewers, conformity-assessment bodies, public authorities, research institutions, and affected communities.

The core institution should be able to create credible common infrastructure.

It should not control every use of that infrastructure.

9.2 Institutional Components

The architecture contains:

  1. A nonprofit institutional core
  2. independent governing bodies
  3. technical and public-interest councils
  4. operational program units
  5. time-limited standards and research working groups
  6. external evaluator and assurance networks
  7. independent appeals and oversight
  8. public and controlled registries
  9. international liaison and capacity structures
  10. government and regulatory interfaces

9.3 Institutional Firewall

The following functions should have operational and decision firewalls:

The same institution may support several functions only if:

9.4 Subsidiarity

A function should be performed at the lowest institutional level capable of performing it credibly.

Examples:

9.5 Institutional Modularity

The institution should be able to add, transfer, suspend, or retire functions without redesigning the entire organization.

9.6 Network, Not Empire

The preferred model values:

over organizational expansion for its own sake.

10. Present-Stage Institutional Design

Standards Body is currently in the foundational research and institutional-design stage.

The present organization should remain intentionally limited.

10.1 Present Functions

Standards Body may:

10.2 Present Non-Functions

Standards Body should not presently:

10.3 Present Decision Authority

The project owner may approve foundational documents during the formation stage.

This authority should be treated as transitional.

Material institutional decisions should increasingly require:

10.4 Present Advisory Structure

The project may form nonfiduciary advisory groups for:

Advisors should not be described as a governing board unless they possess actual defined governing authority.

10.5 Present Transparency

The project should publish:

10.6 Present Institutional Risk

The principal risk at this stage is institutional theater.

Controls:

11. Legal and Organizational Form

11.1 Preferred Form

The preferred future core is an independent nonprofit or public-benefit legal entity.

The exact jurisdiction should be selected through a formal comparative review.

11.2 Jurisdiction Selection Criteria

Evaluate:

11.3 No Jurisdiction by Prestige

The institution should not select a jurisdiction merely because it signals international status.

11.4 Possible Structures

Single Nonprofit

One legal entity with internal separation.

Suitable for early stages.

Nonprofit With Controlled Subsidiaries

The parent maintains mission, standards, and research.

Separate subsidiaries may perform:

Affiliated Independent Entities

Separate legal organizations perform:

Foundation and Membership Association

A foundation protects mission and assets.

A member association supports participation and standards work.

Treaty or Public Recognition Layer

A later public or international arrangement may recognize specific standards or records without absorbing the nonprofit.

11.5 Preferred Evolution

A likely progression is:

  1. Independent project
  2. nonprofit research institute
  3. nonprofit standards and infrastructure institution
  4. affiliated or recognized network
  5. possible public or international recognition of specific functions

11.6 Mission Lock

The governing documents should require that assets and activities remain directed toward:

11.7 Private Benefit Restriction

No insider, member, founder, funder, developer, evaluator, or partner should receive improper private benefit.

11.8 Dissolution

Upon dissolution, remaining mission assets should transfer to one or more qualified public-interest institutions with compatible purposes.

They should not revert to founders, directors, or commercial members.

12. Mission, Mandate, and Authority

12.1 Institutional Mission

To develop and maintain credible public-interest infrastructure for frontier AI evaluation, standards, assurance, and interoperability.

12.2 Mandate

The mature institution may be mandated to:

12.3 Sources of Authority

Possible authority sources include:

Each source should be stated separately.

12.4 Authority Levels

Research Authority

Authority to publish evidence-based research.

Process Authority

Authority to administer a defined process.

Standards Authority

Authority to approve documents within the institution's standards process.

Contractual Authority

Authority created when parties adopt the institution's rules by agreement.

Recognition Authority

Authority to recognize evidence or participation for a defined institutional purpose.

Public Authority

Authority created by law or government mandate.

12.5 Authority Limits

The institution should not claim a higher authority level than it possesses.

12.6 Technical Finding Versus Binding Decision

A technical finding may support a binding decision.

The binding decision remains with the authorized decision owner.

13. Constitutional Principles

The institution's governing documents should preserve the following principles.

13.1 Mission Primacy

Mission outranks revenue, membership growth, institutional prestige, and partner preference.

13.2 Human Benefit

The institution should support beneficial AI development and use while reducing serious harm.

13.3 Evidence

Material positions should be evidence-grounded and correctable.

13.4 Bounded Claims

Institutional claims should remain within actual authority and evidence.

13.5 Independence

No single constituency should control the institution.

13.6 Accountability

Power should be reviewable and explained.

13.7 Participation

People affected by standards and evaluation should have meaningful pathways to participate.

13.8 Competence

Decision roles should require relevant competence.

13.9 Pluralism

The institution should support multiple qualified evaluators, methods, and regional implementations.

13.10 Transparency With Security

Governance should be visible while sensitive information remains protected proportionately.

13.11 Due Process

Consequential decisions should support:

13.12 International Respect

The institution should not erase legitimate jurisdictional, cultural, or linguistic differences.

13.13 Competition

Standards and assurance should not create unjustified market exclusion or monopoly.

13.14 Revision

Standards and institutional rules should be revised or retired when evidence changes.

13.15 Institutional Humility

The institution should make clear:

14. Governance Architecture

The complete governance system should contain several bodies with distinct responsibilities.

14.1 Governing Board

Primary responsibilities:

The board should not decide ordinary technical findings.

14.2 Executive Secretariat

Primary responsibilities:

14.3 Scientific and Evaluation Council

Primary responsibilities:

14.4 Standards Council

Primary responsibilities:

14.5 Public Interest and Rights Council

Primary responsibilities:

14.6 International Coordination Forum

Primary responsibilities:

14.7 Ethics, Integrity, and Conflicts Committee

Primary responsibilities:

14.8 Security and Confidentiality Committee

Primary responsibilities:

14.9 Finance, Audit, and Risk Committee

Primary responsibilities:

14.10 Appeals and Review Panel

Primary responsibilities:

The panel should not report to the staff whose decisions it reviews.

14.11 Contributor and Community Assembly

Primary responsibilities:

The assembly should not automatically possess authority over security-sensitive or fiduciary decisions.

15. Governing Board Design

15.1 Board Size

Recommended mature size:

This is large enough for plurality and small enough for fiduciary responsibility.

15.2 Constituency Balance

Board competence should include:

15.3 Control Limits

Design targets:

15.4 Terms

Recommended:

Transitional founding terms may be shorter or staggered deliberately.

15.5 Appointment

Use a transparent nomination and selection process.

Publish:

15.6 Removal

Removal should be possible for:

Removal should require a documented process.

15.7 Board Chair

The chair should:

15.8 Founder Transition

A founder may serve during formation.

The mature institution should require:

15.9 Board Evaluation

The board should receive:

16. Executive Secretariat

16.1 Chief Executive

The chief executive is responsible for operations, not unrestricted institutional authority.

16.2 Appointment

The board appoints and evaluates the chief executive.

16.3 Limits

The chief executive should not unilaterally:

16.4 Senior Roles

Possible roles:

16.5 Delegation

Delegated authority should be:

16.6 Staff Independence

Technical staff should have protected channels for:

17. Councils and Committees

17.1 Advisory Versus Decision Bodies

Every body should be labeled as:

17.2 No Ceremonial Council

A council should not be created merely to display prominent names.

It should have:

17.3 Cross-Council Review

High-consequence standards may require review from:

17.4 Joint Decisions

Joint approval may be required where a proposal has both technical and public-interest consequences.

17.5 Deadlock

Deadlock procedures may include:

The board should not manufacture technical consensus.

18. Working Groups

18.1 Purpose

Working groups perform bounded research, protocol, or standards tasks.

18.2 Types

18.3 Charter

Every working group should have:

18.4 Membership Balance

A standards working group should include relevant:

Balance should reflect the issue rather than use identical quotas for every group.

18.5 Participation Funding

Provide support where possible for participants who lack institutional funding.

18.6 Chair Independence

A chair should not represent the dominant commercial interest in the work without strong counterbalances and disclosure.

18.7 Records

Maintain:

18.8 Sunset

Working groups should dissolve or renew after completing their mandate.

19. Membership Architecture

19.1 Membership Purpose

Membership creates structured participation.

It should not purchase scientific truth, approval, or authority.

19.2 Membership Categories

Possible categories:

19.3 Membership Rights

Rights may include:

19.4 Membership Non-Rights

Membership should not create:

19.5 Dues

Dues may vary by organizational size.

Fee waivers or reduced dues should support:

19.6 Member Conduct

Members should agree to:

19.7 Suspension and Removal

Grounds may include:

Due process and appeal should apply.

20. Participation and Representation

20.1 Stakeholder Groups

Relevant groups include:

20.2 Representation Is Not Endorsement

Participation does not imply that a participant endorses every institutional position.

20.3 Affected-Party Participation

People affected by system deployment should have pathways to influence:

20.4 Avoid Symbolic Representation

One participant should not be treated as representing an entire community without mandate.

20.5 Participation Quality

Measure:

20.6 International Balance

International work should include:

20.7 Future Generations

Long-term and difficult-to-reverse consequences should be considered through:

No individual can literally represent future people.

21. Decision Architecture

21.1 Decision Classes

Institutional decisions include:

21.2 Decision Record

Every material decision should identify:

21.3 Decision Methods

Possible methods:

21.4 Consensus

Consensus means broad agreement after serious efforts to address substantial objections.

It does not require unanimity.

21.5 Supermajority

Use supermajority for:

21.6 Technical Decision Rights

Technical decisions should be made by competent bodies under approved processes.

21.7 Public-Interest Veto

The institution should avoid a vague universal veto.

A Public Interest and Rights Council may require reconsideration or escalation when a proposal presents a material unresolved rights or distributional issue.

The final process should preserve reasoned decision and dissent.

21.8 Security Decision Rights

Emergency security actions may be taken quickly.

They should be reviewed after the immediate risk is controlled.

22. Separation of Institutional Powers

22.1 Standards and Certification

The body developing a standard should not control every certification decision under that standard.

22.2 Certification and Accreditation

A certification body should not accredit itself.

22.3 Evaluation and Appeal

The evaluator should not decide the final appeal concerning its own disputed process.

22.4 Funding and Technical Findings

Fundraising personnel should not control technical conclusions.

22.5 Executive and Board

The chief executive should not chair the governing board.

22.6 Security and Publication

Security review may require redaction or delay.

It should not suppress unfavorable findings for reputational reasons.

22.7 Developer Input and Independent Review

Developers may correct facts and provide evidence.

They should not control independent conclusions.

22.8 Institutional Recognition and Commercial Services

Recognition decisions should not be linked to purchase of consulting, membership, or training.

22.9 Firewall Methods

Use:

23. Standards-Development Function

23.1 Standards Work Program

The institution should publish a current work program identifying:

23.2 New Work Proposal

A standards project should begin with:

23.3 Approval to Begin

Approval to start a project does not imply approval of the resulting standard.

23.4 Standards Types

Standards Body may develop:

23.5 Standards Process

The process should include:

  1. Proposal
  2. scoping
  3. committee formation
  4. evidence review
  5. drafting
  6. pilot
  7. public comment
  8. comment disposition
  9. technical and public-interest review
  10. approval
  11. publication
  12. implementation monitoring
  13. revision or retirement

23.6 Consensus and Dissent

Publish:

23.7 Public Comment

Comment periods should be long enough for meaningful review.

Urgent processes may use shorter periods only with:

23.8 Standards Accessibility

The institution should seek to make core public-interest standards freely accessible.

Revenue models should not make essential safety and evaluation requirements unavailable to smaller actors.

23.9 Copyright and Licensing

Standards should have clear terms for:

23.10 Maintenance

Every standard should have:

23.11 External Standards

Standards Body should adopt, map, or reference existing standards where appropriate.

It should avoid creating proprietary duplicates.

23.12 Government Use

Governments may adopt or reference Standards Body standards through their own lawful processes.

Such adoption does not transfer government authority to Standards Body.

24. Evaluation and Protocol Function

24.1 Protocol Stewardship

Standards Body may serve as steward for defined evaluation protocols.

Stewardship includes:

24.2 Evaluation Research

The institution may run research evaluations to:

24.3 Consequential External Evaluation

When evaluating an external organization's system for a consequential public claim, the institution should use:

24.4 Evaluation Services

If paid evaluation services are offered, they should be separated from:

24.5 Evaluation Results

A result should identify:

24.6 No General Approval

An evaluation result should not be marketed as general approval of the system.

24.7 Protocol Access

Protocol access may be:

The classification should follow validity and security needs.

24.8 Task Custody

Held-out tasks should be managed by:

24.9 Evaluator Independence

Where Standards Body maintains the protocol and also evaluates:

25. Independent Review Function

25.1 Review Mandate

Standards Body may commission independent reviews of:

25.2 Review Panel Selection

Use:

25.3 Funding

Reviewer compensation should not depend on result direction.

25.4 Evidence Access

Reviewers should receive sufficient access for the public conclusion.

25.5 Publication Rights

The reviewed party may receive factual-review rights.

It should not control the independent conclusion.

25.6 Dissent

Preserve:

25.7 Review Registry

Maintain records of:

26. Assurance Ecosystem Function

26.1 Institutional Purpose

Standards Body should help create a trustworthy ecosystem for:

26.2 Role Clarity

Each activity should retain its canonical meaning.

26.3 Competence Frameworks

Standards Body may define competence by:

26.4 Proficiency Testing

The institution may coordinate or approve proficiency exercises testing:

26.5 Quality Systems

Evaluator requirements may include:

26.6 Evaluator Registry

The registry should distinguish:

26.7 No Universal Evaluator Label

An evaluator should not be described as generally approved for all AI evaluation.

Scope is essential.

26.8 Market Development

Support:

26.9 Market Safeguards

Monitor:

27. Accreditation Relationship

27.1 Initial Position

Standards Body should not initially operate as an accreditation body.

27.2 Preferred Role

It may develop:

27.3 External Accreditation

Recognized accreditation bodies may assess conformity-assessment bodies against:

27.4 Cooperation

Standards Body may cooperate with national, regional, and global accreditation systems.

27.5 Accreditation Claims

Public records should state:

27.6 Future Accreditation Entity

Any future accreditation function should require:

27.7 No Self-Accreditation

Standards Body cannot declare itself accredited or recognized without an external valid process.

28. Certification Relationship

28.1 Initial Position

Standards Body should not initially issue AI safety certificates.

28.2 Scheme Development

The institution may research or develop certification-scheme requirements only when:

28.3 Certification Object

Potential objects may include:

A broad certification of "safe AI" should be rejected.

28.4 Certification Body Separation

Certification decisions should ordinarily be made by separate qualified certification bodies.

28.5 Scheme Owner Role

Standards Body may become a scheme owner only with:

28.6 Certificate Registry

A certificate record should identify:

28.7 Mark Control

Any mark should be:

29. Enforcement Relationships

29.1 Public Enforcement

Binding enforcement belongs to authorized institutions.

Examples:

29.2 Standards Body Support

Standards Body may support enforcement through:

29.3 No Private Penalty Without Basis

Standards Body may enforce:

It should not impose public-law penalties without authority.

29.4 Regulatory Recognition

A regulator may recognize:

Recognition should state legal effect and conditions.

29.5 Enforcement Independence

The technical institution should be able to publish evidence even when public authorities choose a different policy response.

29.6 Government Requests

Requests for evidence should follow:

30. Incident and Failure-Learning Function

30.1 Purpose

The institution should convert incidents and near misses into improvements.

30.2 Incident Intake

Accept reports from:

30.3 Intake Channels

Provide:

30.4 Triage

Assess:

30.5 Investigation

Standards Body may:

It should not obstruct official investigations.

30.6 Public and Protected Records

Publish the maximum safe learning while protecting:

30.7 Feedback

Incidents should trigger review of:

30.8 Nonretaliation

The institution should prohibit retaliation within its own programs against good-faith reporting.

30.9 Incident Independence

Incident review should not be controlled by the organization whose system is involved.

31. Registry and Knowledge Infrastructure

31.1 Registry Purpose

Registries make status visible.

31.2 Core Registries

Potential registries include:

31.3 Registry Minimum

Each record should include:

31.4 Federated Architecture

Registries should support exchange with external systems.

Standards Body should not require one centralized global database as the only source of legitimacy.

31.5 Integrity

Use:

31.6 Public Access

Public status should be freely accessible.

Restricted technical evidence may remain controlled.

31.7 Registry Governance

Registry operators should have:

32. Transparency and Confidentiality

32.1 Transparency Baseline

The institution should publish:

32.2 Confidentiality Categories

Use:

32.3 Protected Information

Protection may apply to:

32.4 Public Minimum for Restricted Work

Publish:

32.5 Confidentiality Authority

No one staff member should have unlimited power to classify information permanently.

32.6 Classification Review

Restricted status should have:

32.7 Sponsor Confidentiality

Commercial confidentiality should not be used to conceal:

Legal obligations should be reviewed carefully.

33. Conflicts and Independence

33.1 Conflict Categories

33.2 Conflict Register

Maintain public and controlled conflict records.

33.3 Recusal

Material conflicts may require:

33.4 Revolving Door

Create cooling-off rules for:

The rule should be proportionate to the role.

33.5 Client Concentration

A service unit should monitor dependence on major clients.

33.6 Funding Conflict

Funders should not select:

outside transparent role-based processes.

33.7 Intellectual Conflict

People who created a protocol may contribute expertise.

They should not be the sole validators of its success.

33.8 Independence Statement

Major reports should state:

34. Funding Model

34.1 Funding Objectives

Funding should support:

34.2 Revenue Sources

A diversified mature model may include:

34.3 Prohibited Funding Conditions

Reject funding conditioned on:

34.4 Funding Concentration Targets

Suggested design targets:

Formation Stage

No single funder should ordinarily provide more than 35 percent of annual operating revenue without public disclosure, board approval, and a diversification plan.

Institutionalization Stage

Target no single funder above 25 percent.

Mature Stage

Target no single funder above 15 percent.

These are governance targets, not universal accounting rules.

Exceptions should be:

34.5 Reserves

Target an operating reserve sufficient for:

34.6 Restricted Grants

Restricted funding should not distort the institution's overall priorities.

34.7 Membership Revenue

Membership should not become a pay-to-govern system.

34.8 Standards Revenue

Core safety and public-interest documents should remain accessible.

34.9 Service Revenue

Separate commercial services from standards and recognition decisions.

34.10 Endowment

A future endowment may protect independence.

Its investment and donor rules should align with mission.

34.11 Financial Transparency

Publish:

35. Staffing and Competence

35.1 Competence Model

The institution needs combined competence in:

35.2 Core Staff and Networks

Not all competence must be permanent staff.

Use:

35.3 Hiring

Hiring should consider:

35.4 Continuing Competence

Require:

35.5 Compensation

Compensation should be sufficient to reduce dependence on conflicted external work.

35.6 Staff Dissent

Protect good-faith technical and institutional dissent.

35.7 Research Independence

Researchers should have defined publication and review protections.

35.8 Personnel Security

Sensitive roles may require:

36. Security Architecture

36.1 Security Objectives

Protect:

36.2 Security Governance

The Chief Security Officer should have:

36.3 Security Controls

Use:

36.4 Held-Out Infrastructure

Task banks should use:

36.5 Model Access

Model access should be governed by:

36.6 Insider Risk

Use:

36.7 Security Audit

Conduct:

36.8 Emergency Authority

Emergency security actions should be:

37. International Architecture

37.1 International Goal

Support interoperable evidence and standards across plural legal and institutional systems.

37.2 Participation Model

Use:

37.3 No One-Country Control

A mature international institution should avoid:

37.4 Common Core and Local Extensions

Maintain:

Allow local extensions for:

37.5 Recognition

Recognition should be:

37.6 Regional Capacity

Support:

37.7 International Liaisons

Seek liaison or cooperation with:

37.8 Avoid Duplication

Before beginning international standards work, map:

37.9 International Claims

Use:

only when supported.

Avoid:

38. Partnerships

38.1 Partnership Purpose

Partnerships should provide:

38.2 Partner Categories

38.3 Partnership Review

Assess:

38.4 No Implied Endorsement

Participation or partnership should not imply approval of all partner activities.

38.5 Public Agreement Summary

Publish the purpose, funding, governance, and claim limits of material partnerships.

38.6 Data and Intellectual Property

Agreements should define:

38.7 Exit

The institution should be able to end a partnership after:

39. Public Interest, Rights, and Social Consequence

39.1 Public-Interest Function

Public-interest review should examine:

39.2 Technical Scope

The institution should remain technically serious.

Public-interest review should not become a substitute for measurement.

39.3 Rights Analysis

Where standards may affect rights, obtain qualified expertise and affected-party input.

39.4 Distribution

Assess who bears:

39.5 Competition

Standards should not unnecessarily:

39.6 Environmental and Resource Impact

Evaluate institutional and technical requirements for:

39.7 Public Explanation

Provide understandable explanations of:

40. Small Actors and Open Ecosystems

40.1 Inclusion Goal

The institution should support meaningful participation by:

40.2 Barriers

Potential barriers include:

40.3 Access Measures

Use:

40.4 Functional Equivalence

Permit alternative methods where they provide equivalent evidence.

40.5 Open-Weight Systems

Account for:

40.6 No Exemption by Size From Severe Risk

Proportionality should reduce unnecessary burden.

It should not erase severe-risk obligations where capability and deployment justify them.

41. Appeals, Complaints, and Procedural Justice

41.1 Eligible Appeals

Appeals may concern:

41.2 Appeal Grounds

Possible grounds:

41.3 Appeals Panel

The Appeals and Review Panel should be:

41.4 Appeal Outcomes

41.5 Complaints

Complaints may concern:

41.6 Whistleblower Channel

Provide a protected channel independent of ordinary management.

41.7 Nonretaliation

Retaliation should be prohibited and independently reviewable.

41.8 Time Limits

Time limits should balance:

41.9 Public Record

Publish decisions and reasons where possible.

Protect:

42. Institutional Performance

42.1 Performance Philosophy

The institution should not measure success primarily through:

42.2 Outcome Categories

Measure:

Evidence Quality

Standards Quality

Evaluation Quality

Institutional Quality

Ecosystem Quality

Public-Interest Outcomes

42.3 Annual Report

Publish:

42.4 Independent Evaluation

Commission periodic independent evaluation of the institution.

Recommended cadence:

42.5 Public Dashboard

A public dashboard may include:

Avoid vanity metrics.

42.6 Institutional Research

Publish negative findings about the institution when supported.

43. Internal Audit and Quality System

43.1 Quality Scope

The quality system should cover:

43.2 Internal Audit

Audit against:

43.3 Audit Independence

Internal audit should have direct access to the board Audit and Risk Committee.

43.4 Corrective Action

Findings should receive:

43.5 External Audit

Use qualified external audit for:

43.6 Management Review

Leadership should review:

43.7 Quality Records

Preserve records sufficient to reconstruct material institutional decisions.

44. Emergency and Crisis Governance

44.1 Emergency Types

44.2 Emergency Authority

Emergency authority may permit:

44.3 Limits

Emergency authority should not permit permanent:

44.4 Emergency Record

Record:

44.5 Review

An independent or board-level review should occur after immediate control.

44.6 Public Notice

Publish a safe summary when the emergency affects public reliance.

45. Failure Recovery, Succession, and Dissolution

45.1 Institutional Failure Types

45.2 Recovery Tools

45.3 Succession

Maintain:

45.4 Canonical Asset Ownership

The institution, not an individual founder, should own or control:

subject to legal formation and licensing arrangements.

45.5 Function Transfer

If the institution cannot perform a critical function, transfer it to a competent mission-aligned institution under documented conditions.

45.6 Dissolution Trigger

Possible triggers:

45.7 Asset Transfer

Mission assets should transfer to compatible nonprofit or public-interest institutions.

45.8 Record Preservation

Preserve:

46. Institutional Transition Stages

Stage 0: Independent Foundational Project

Functions:

Authority:

Transition requirements:

Stage 1: Organized Research Initiative

Functions:

Authority:

Transition requirements:

Stage 2: Nonprofit Research Institute

Functions:

Authority:

Transition requirements:

Stage 3: Protocol Steward and Pilot Convener

Functions:

Authority:

Transition requirements:

Stage 4: Standards-Development Organization

Functions:

Authority:

Transition requirements:

Stage 5: Assurance-Ecosystem Institution

Functions:

Authority:

Transition requirements:

Stage 6: Formally Recognized Network or Institution

Possible functions:

Authority:

Transition requirements:

46.1 No Automatic Progression

The stages are not a promise.

The institution may remain at an earlier stage.

46.2 Partial Progression

One function may mature faster than another.

Example:

Standards development may mature while certification remains inappropriate.

46.3 Regression

The institution should move backward or suspend a function after failure.

47. Formation and Implementation Plan

Phase 1: Constitutional Preparation

Complete:

Prepare:

Phase 2: Advisory Formation

Recruit a bounded advisory network with competence in:

Publish roles and conflicts.

Phase 3: Legal Options Study

Compare jurisdictions and structures.

Produce:

Phase 4: Initial Board Formation

Use:

Phase 5: Nonprofit Formation

Establish:

Phase 6: Core Operational Policies

Adopt:

Phase 7: First Integrated Pilot

Use the Frontier Evaluation Integrity and Assurance Pilot described in FOUNDATIONS_APPENDIX.md.

Phase 8: External Institutional Review

Commission independent review of:

Phase 9: Standards-Process Pilot

Run one public standards-development exercise without implying formal external recognition.

Phase 10: Transition Decision

Determine whether the institution is ready to become a formal standards-development organization.

48. First Twenty-Four-Month Institutional Work Program

Months 1 to 3

Months 4 to 6

Months 7 to 12

Months 13 to 18

Months 19 to 24

48.1 Minimum Initial Team

A credible initial nonprofit team may include:

The exact size should follow funding and scope.

48.2 No Premature Scale

Do not build a large institution before:

are tested.

49. Institutional Maturity Model

Level 0: Founder-Dependent Project

Characteristics:

Level 1: Documented Initiative

Characteristics:

Level 2: Governed Research Organization

Characteristics:

Level 3: Operational Infrastructure Institution

Characteristics:

Level 4: Credible Standards Institution

Characteristics:

Level 5: Interoperable Assurance-Ecosystem Institution

Characteristics:

49.1 Maturity Rule

Institutional maturity depends on demonstrated operation.

Documents alone do not create maturity.

50. Consolidated Institutional Failure Register

50.1 Ceremonial Institution

Failure:

The institution has boards, councils, and titles without operational competence.

Control:

Mandates, performance, records, and removal.

50.2 Authority Inflation

Failure:

Research outputs are presented as official approval.

Control:

Identity rules and public-claim review.

50.3 Founder Permanence

Failure:

The founder retains permanent control.

Control:

Term limits, succession, no veto, institutional asset ownership.

50.4 Corporate Capture

Failure:

Developers dominate governance and standards.

Control:

Constituency limits, public-interest councils, conflict disclosure.

50.5 Government Capture

Failure:

One government controls priorities or findings.

Control:

Funding diversity, international governance, publication independence.

50.6 Donor Capture

Failure:

A major donor sets agenda or blocks findings.

Control:

Concentration limits and funding conditions.

50.7 Auditor Capture

Failure:

Assurance firms design standards around their services.

Control:

Role balance and separation.

50.8 Standards Monopoly

Failure:

The institution rejects equivalent methods to preserve control.

Control:

Performance-based requirements and interoperability.

50.9 Membership Government

Failure:

Large fee-paying members purchase decision power.

Control:

No direct fee-to-vote relationship and constituency balancing.

50.10 Participation Theater

Failure:

Public comments are collected but do not influence work.

Control:

Comment disposition and participation-impact review.

50.11 Security Secrecy

Failure:

Security becomes a reason to hide weak governance.

Control:

Public minimum and independent confidential review.

50.12 Transparency Recklessness

Failure:

Sensitive evidence is released to signal openness.

Control:

Classification and responsible disclosure.

50.13 Standards Proliferation

Failure:

The institution creates documents for relevance rather than need.

Control:

New-work criteria and retirement.

50.14 Certification Prematurity

Failure:

A badge is launched before requirements and surveillance are mature.

Control:

Readiness gates and external review.

50.15 Evaluation Service Conflict

Failure:

Paid clients shape standards or findings.

Control:

Financial and operational separation.

50.16 International Tokenism

Failure:

International participants are included without influence.

Control:

Regional decision roles and capacity funding.

50.17 Incumbent Entrenchment

Failure:

Requirements are affordable only to large laboratories.

Control:

Competition review and proportional pathways.

50.18 Mission Drift

Failure:

The institution becomes a consulting, media, or lobbying organization detached from core purpose.

Control:

Mission tests and portfolio review.

50.19 Obsolete Institution

Failure:

The organization persists after its functions are better performed elsewhere.

Control:

External evaluation, transfer, merger, dissolution.

50.20 Appeal Capture

Failure:

Appeals are decided by the original authority.

Control:

Independent Appeals and Review Panel.

51. Serious Objections and Responses

Objection 1: The ecosystem already has enough institutions

The ecosystem has many institutions.

The design gap remains in the integration of frontier evaluation, held-out evidence, independent review, evaluator competence, progressive standards, incentives, and interoperability.

Standards Body should proceed only where it adds distinct value.

Objection 2: A nonprofit lacks authority

A nonprofit lacks inherent regulatory authority.

It can still create:

Formal authority should remain with authorized bodies.

Objection 3: Multistakeholder governance produces lowest-common-denominator standards

It can.

Controls include:

Objection 4: Industry participation creates capture

Excluding developers can reduce access and implementation quality.

The answer is constrained participation, not blind trust or total exclusion.

Objection 5: Government participation politicizes the institution

Government participation can create political pressure.

It also provides public mandate, legal knowledge, and enforcement connection.

No government should control the institution.

Objection 6: Separation of functions creates inefficiency

Separation creates cost.

It also prevents conflicts that can invalidate the entire system.

Shared infrastructure and coordination can reduce unnecessary duplication.

Objection 7: International governance is too slow

Global consensus can be slow.

Use a common core, optional profiles, regional implementation, and rapid provisional outputs.

Objection 8: Open standards cannot fund the institution

Funding can combine grants, services, training, membership, and infrastructure.

Core public-interest access should not depend entirely on document sales.

Objection 9: No institution can remain independent of funders and access providers

Complete independence is impossible.

The goal is governed dependence with:

Objection 10: The project is too early for institutional design

Early design is necessary to prevent later improvisation.

The design should remain provisional in organizational details and strict in authority boundaries.

52. Institutional Design Scorecard

Dimension Core question
Mission Is the public-interest mission clear and locked?
Authority Are present and future powers bounded?
Function Are necessary functions identified?
Separation Are incompatible functions separated?
Legal form Does the form support mission, independence, and continuity?
Board Is the board competent, plural, independent, and term-limited?
Founder Can the institution outlive the founder without permanent control?
Executive Is operational authority supervised and bounded?
Councils Do technical and public-interest bodies have real mandates?
Working groups Are groups chartered, balanced, recorded, and time-limited?
Membership Does membership create participation without pay-to-govern?
Participation Can affected and under-resourced actors influence outcomes?
Decisions Are decision rights, evidence, dissent, and appeals documented?
Standards Is the standards process open, evidence-based, and maintainable?
Evaluation Are protocol and evaluation conflicts controlled?
Assurance Are testing, audit, certification, and accreditation distinct?
Enforcement Is legal authority left to authorized bodies?
Incidents Can incidents update protocols and standards?
Registries Are status, scope, version, and correction visible?
Transparency Is governance public?
Confidentiality Is sensitive evidence protected proportionately?
Conflicts Are financial, client, intellectual, and political conflicts managed?
Funding Is funding diversified and noncontrolling?
Staffing Does the institution possess or access required competence?
Security Can the institution handle protected evidence safely?
International Is participation plural, multilingual, and nonhegemonic?
Competition Does the design avoid monopoly and incumbent entrenchment?
Appeals Are consequential decisions reviewable independently?
Performance Are outcomes measured beyond institutional activity?
Audit Are internal and external quality controls present?
Emergency Are emergency powers limited and reviewable?
Failure recovery Can functions be suspended, transferred, or dissolved?
Transition Are institutional stages explicit and evidence-based?

52.1 Critical Failures

The following normally prevent transition into a formal standards or assurance role:

52.2 No Composite Institutional Rating

Do not average the scorecard into one universal rating.

A critical governance failure cannot be offset by technical competence elsewhere.

53. Institutional Charter Template

Institution name:
Legal form:
Jurisdiction:
Version:
Effective date:

Mission

Public-Interest Purpose

Functions

Prohibited Functions

Authority and Limits

Governing Bodies

Board Composition and Terms

Executive Authority

Standards Authority

Evaluation Authority

Assurance Relationships

Funding Principles

Conflicts and Recusal

Transparency and Confidentiality

Participation and Membership

Appeals and Complaints

Security

International Cooperation

Amendment

Succession

Dissolution and Asset Transfer

54. Institutional Function Allocation Template

Function Primary owner Reviewer Appeal body Funding source Public status Separation requirement
Research
Protocol development
Task custody
Evaluation
Independent review
Standards development
Certification
Accreditation
Enforcement
Registry
Incident response

55. Institutional Transition Decision Template

Current stage:
Proposed stage:
Decision owner:
Date:

Proposed New Functions

Authority Requested

Public-Interest Need

Evidence of Competence

Governance Readiness

Funding Readiness

Security Readiness

Participation and Legitimacy

Conflict Analysis

Legal Analysis

International Impact

Alternatives

Risks

Independent Review

Public Comment

Decision

Required Identity Amendments

Review Date

56. Funding Independence Review Template

Fiscal period:
Reviewer:

Revenue by Source

Largest Funders

Concentration

Restricted Funding

Related Parties

Client Revenue

Membership Revenue

Standards and Service Revenue

Conditions and Publication Rights

Conflicts

Reserves

Diversification Plan

Independence Conclusion

57. Canonical Standards Body Institutional Positions

Standards Body adopts the following working positions.

  1. Institutional design should follow function, incentives, legitimacy, and failure analysis.

  2. Technical proposals require an institutional home.

  3. No single institution should control standards, evaluation, certification, accreditation, enforcement, and appeals.

  4. The preferred architecture is plural and interoperable.

  5. The preferred core form is an independent nonprofit public-interest technical and standards institution.

  6. Government and international institutions remain essential partners.

  7. Developers should participate without controlling the institution.

  8. Evaluators and assurance firms should participate without controlling standards.

  9. Funders should not receive governance control solely through funding.

  10. Membership should not purchase favorable treatment or authority.

  11. The founder should not possess permanent institutional control.

  12. Governing-board terms should be limited and staggered.

  13. No single constituency should hold more than one third of governing-board votes.

  14. Technical and public-interest legitimacy should both be represented.

  15. Advisory bodies should have real mandates or should not be created.

  16. Standards working groups should be chartered, balanced, recorded, and sunsetted.

  17. Consensus is broad agreement after addressing substantial objections, not unanimity.

  18. Material dissent should remain visible.

  19. Core public-interest standards should be accessible.

  20. Existing standards should be adopted or mapped where appropriate.

  21. Standards Body may steward protocols without monopolizing evaluation.

  22. Consequential external evaluation requires independence controls.

  23. Paid evaluation should be separated from standards and recognition decisions.

  24. Standards Body should initially develop evaluator frameworks rather than accredit evaluators.

  25. Standards Body should initially avoid broad AI certification.

  26. Formal certification and accreditation should ordinarily be performed by separate competent bodies.

  27. Legal enforcement belongs to authorized public institutions.

  28. Registries should make scope, version, status, expiry, and correction visible.

  29. Security and transparency should coexist.

  30. Confidentiality should not conceal invalid evidence or conflicts.

  31. Funding concentration should decline as the institution matures.

  32. No outcome-dependent funding is acceptable.

  33. The institution should maintain sufficient reserves for publication independence and crisis.

  34. Staff should have protected channels for dissent and integrity concerns.

  35. International participation should be multilingual and regionally meaningful.

  36. International does not mean universally representative.

  37. Standards should preserve competition and functional alternatives.

  38. Small actors and open ecosystems require practical access pathways.

  39. Appeals should be independent of original decision makers.

  40. Whistleblowers and good-faith incident reporters should be protected within institutional scope.

  41. Institutional success should be measured through evidence quality and improved decisions.

  42. The institution should publish failures and corrections.

  43. Emergency power should be narrow, temporary, and reviewed.

  44. Critical functions should have succession and transfer plans.

  45. Institutional assets should not remain personally controlled by founders.

  46. Dissolution and mission-aligned asset transfer should be defined.

  47. Institutional transitions should require competence, governance, legal review, security, and public-interest justification.

  48. No stage transition is automatic.

  49. A function may be suspended or moved backward after failure.

  50. Standards Body should remain capable of deciding that it should not become the final institution for a given function.

58. Relationship to Other Canonical Files

PROJECT_IDENTITY.md

Defines present status, mission, public role, and authority boundaries.

This document cannot expand present authority by implication.

PROJECT_MANIFESTO.md

Defines the deeper purpose and institutional ambition.

FOUNDATIONS.md

Defines the eight technical and institutional foundations.

FOUNDATIONS_APPENDIX.md

Integrates the foundations into an end-to-end institutional system.

TERMINOLOGY.md

Defines institutional, standards, assurance, certification, accreditation, and authority terms.

EVIDENCE_STANDARDS.md

Defines the evidence needed for institutional claims and decisions.

RESEARCH_METHODOLOGY.md

Governs research programs and institutional-design studies.

TAXONOMY.md

Classifies organizations, roles, authority, standards, assurance, incidents, and decisions.

EVALUATION_PHILOSOPHY.md

Defines the evaluation worldview the institution should operationalize.

GOVERNANCE_FRAMEWORK.md

Will define detailed decision rights, board processes, committees, recusals, and accountability.

STANDARDS_DEVELOPMENT_PROCESS.md

Will define the complete standards lifecycle.

EVALUATOR_ACCREDITATION_FRAMEWORK.md

Will define evaluator competence, scopes, recognition, proficiency, surveillance, and accreditation relationships.

CONTRIBUTOR_FRAMEWORK.md

Will define contributor participation, credit, conduct, and removal.

TRANSPARENCY_FRAMEWORK.md

Will define disclosure classes, records, reports, and confidential review.

PARTNERSHIP_PRINCIPLES.md

Will define partnership approval, claims, funding, and exit.

LONG_TERM_ROADMAP.md

Will convert institutional stages into a strategic sequence.

59. Final Institutional Position

Frontier AI standards cannot become credible through documents alone.

They require institutions capable of:

The greatest institutional risk is not weakness alone.

It is concentrated power disguised as technical neutrality.

An organization that writes the standard, sells the evaluation, issues the certificate, accredits itself, controls the registry, hears its own appeals, and influences enforcement may appear efficient.

It is not institutionally credible.

The better architecture is layered.

Research develops knowledge.

Standards processes convert mature knowledge into shared requirements.

Independent evaluators produce evidence.

Certification bodies make scoped conformity decisions.

Accreditation bodies assess competence.

Governments and authorized institutions determine legal consequences.

Registries preserve status.

Appeals correct error.

International networks make evidence portable.

Standards Body should seek to become the institution that makes these layers coherent without trying to own all of them.

Its success should not be measured by how much authority it accumulates.

It should be measured by whether frontier AI claims become:

The defining institutional rule is:

Build shared infrastructure, separate conflicting powers, earn authority through competence and process, and preserve the ability of others to challenge, replace, or outgrow the institution.

References and Research Basis

[^iso-about]: International Organization for Standardization, About ISO and Structure and Governance. https://www.iso.org/about and https://www.iso.org/structure.html

[^iso-directives]: International Organization for Standardization and International Electrotechnical Commission, ISO/IEC Directives, Part 1, Procedures for the Technical Work. https://www.iso.org/sites/directives/current/consolidated/index.html

[^iec-ca]: International Electrotechnical Commission, Conformity Assessment and What Is Conformity Assessment? https://www.iec.ch/conformity-assessment and https://www.iec.ch/conformity-assessment/what-conformity-assessment

[^iec-types]: International Electrotechnical Commission, Types of Conformity Assessment. https://www.iec.ch/conformity-assessment/types-conformity-assessment

[^wto-principles]: World Trade Organization, Principles for the Development of International Standards, Guides and Recommendations. https://www.wto.org/english/tratop_e/tbt_e/principles_standards_tbt_e.htm

[^wto-code]: World Trade Organization, TBT Agreement, Annex 3, Code of Good Practice for the Preparation, Adoption and Application of Standards. https://www.wto.org/english/docs_e/legal_e/17-tbt_e.htm

[^caisi]: National Institute of Standards and Technology, Center for AI Standards and Innovation. https://www.nist.gov/caisi

[^nist-consortium]: National Institute of Standards and Technology, NIST AI Consortium, expanded and renamed in 2026. https://www.nist.gov/artificial-intelligence/nist-ai-consortium

[^nist-a119]: National Institute of Standards and Technology, Key Federal Law and Policy Documents, NTTAA and OMB Circular A-119. https://www.nist.gov/standardsgov/key-federal-law-and-policy-documents-nttaa-omb-119

[^eu-office]: European Commission, European AI Office. https://digital-strategy.ec.europa.eu/en/policies/ai-office

[^eu-governance]: European Commission, Governance and Enforcement of the AI Act. https://digital-strategy.ec.europa.eu/en/policies/ai-act-governance-and-enforcement

[^eu-panel]: European Commission, AI Act Scientific Panel, launched June 2026. https://digital-strategy.ec.europa.eu/en/policies/ai-scientific-panel

[^haip-v2]: OECD.AI, OECD Launches Hiroshima AI Process Reporting Framework 2.0, May 29, 2026. https://oecd.ai/en/haip-2-launch

[^coe-convention]: Council of Europe, Framework Convention on Artificial Intelligence and Human Rights, Democracy and the Rule of Law. https://www.coe.int/en/web/artificial-intelligence/the-framework-convention-on-artificial-intelligence

[^global-aci]: Global Accreditation Cooperation Incorporated, Launch Unifies International Accreditation Organizations and Strengthens Worldwide Trust, January 1, 2026. https://iaf.news/2026/01/01/global-accreditation-cooperation-incorporated-launch-unifies-international-accreditation-organizations-and-strengthens-worldwide-trust/

[^itu-exchange]: International Telecommunication Union, ISO, and IEC, International AI Standards Exchange. https://aiforgood.itu.int/ai-standards/

[^itu-joint]: International Telecommunication Union, Key International Organizations Align on AI Standards, December 2, 2025. https://www.itu.int/hub/2025/12/key-international-organizations-align-on-ai-standards/

[^oecd-regulatory]: OECD, Regulatory Policy Outlook 2025, including stakeholder engagement and ex-post evaluation. https://www.oecd.org/en/publications/oecd-regulatory-policy-outlook-2025_56b60e39-en.html

[^iso-37000]: International Organization for Standardization, ISO 37000, Governance of Organizations, Guidance. https://committee.iso.org/ISO_37000_Governance

Revision Record

Version 1.0

Date: July 17, 2026

Change type: Complete foundational edition

Summary: Establishes the canonical integrated institutional blueprint for Standards Body. Defines the institutional context, required functions, non-functions, six organizational models, preferred hybrid nonprofit and distributed-network architecture, present-stage limits, legal form, mission, mandate, authority, constitutional principles, governing bodies, board design, executive secretariat, councils, working groups, membership, representation, decisions, separation of powers, standards development, evaluation, independent review, assurance, accreditation and certification relationships, enforcement, incidents, registries, transparency, conflicts, funding, staffing, security, international coordination, partnerships, public interest, small-actor access, appeals, performance, audit, crisis governance, failure recovery, transition stages, implementation, maturity, failure modes, objections, scorecard, templates, canonical positions, and research basis.

Status: Approved foundational source.