Institutional-design proposal · Public edition

Standards Body Governance Framework

Version 1.0 · Released July 17, 2026 · Current

Research basis reviewed through July 16, 2026

Document status: Approved foundational source

This is the public edition of a canonical Standards Body institutional-design document. It is research and a design proposal for a possible future institution. It governs Standards Body’s own conduct where applicable, but it is not a description of a current operating standards, assurance, accreditation, certification, partnership, or contributor program, and Standards Body does not currently operate one.

Document record and authority notice

Project: Standards Body
Primary domain: standardsbody.ai
Core line: Foundations for Frontier AI
Document type: Canonical governance constitution, decision-rights framework, accountability system, and institutional-control architecture
Version: 1.0
Status: Approved foundational source
Document owner: Standards Body
Present institutional stage: Independent foundational research and institutional design
Applies to: Project governance, future nonprofit governance, governing-board design, executive authority, councils, committees, standards processes, evaluation programs, assurance relationships, funding, conflicts, participation, appeals, security, records, partnerships, institutional transitions, and public claims
Related canonical sources: PROJECT_IDENTITY.md, PROJECT_MANIFESTO.md, INSTITUTION_DESIGN.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 16, 2026
Review cycle: Annual review, with event-triggered revision after any material change in legal status, governing structure, authority, institutional stage, standards role, evaluation role, funding model, conflict architecture, security posture, appeals structure, or public-interest obligations

Authority Note

This document defines the internal governance framework of Standards Body and the recommended governance constitution for a possible future institution.

It does not establish that Standards Body is currently:

A government agency
A regulator
A statutory standards authority
A formally recognized standards-development organization
An accreditation body
A certification body
A conformity-assessment body
A licensing authority
A public enforcement body
An international organization
A representative of governments, industry, civil society, evaluators, developers, or the public as a whole

Nothing in this framework creates legal authority that does not otherwise exist.

Nothing in this framework authorizes Standards Body to:

Approve or prohibit an AI system
issue an official safety determination
impose a binding public requirement
accredit an evaluator
certify an AI system
grant a legal license
impose public-law sanctions
make a binding legal interpretation
claim international consensus

The framework is designed to govern the project's own work and to define the institutional controls that would be required before any future expansion of role.

Where applicable law, fiduciary duty, contract, recognized standards rules, or a future charter imposes a stronger requirement, the stronger requirement governs.

Document Purpose

This document establishes the complete governance framework of Standards Body.

It defines:

The governing principles of the project
The constitutional hierarchy of documents
The allocation of decision rights
The relationship among the founder, governing board, executive secretariat, councils, committees, working groups, contributors, members, funders, partners, evaluators, and affected parties
The difference between advisory, recommending, approving, fiduciary, executive, review, and appeal authority
Board composition, independence, nomination, appointment, terms, removal, and succession
Executive authority, delegation, supervision, and limits
Committee mandates and interdependencies
Standards-development governance
Evaluation and protocol governance
Assurance and recognition governance
Conflict-of-interest rules
Funding independence
Transparency, confidentiality, records, and public accountability
Voting, consensus, quorum, dissent, and deadlock
Complaints, appeals, corrections, and whistleblowing
Security and emergency authority
International and public-interest participation
Governance performance, audit, maturity, and review
Institutional transition, amendment, succession, merger, transfer, and dissolution

This document is the canonical Layer 3 governance source.

Where a future specialist governance policy provides more detailed operational procedures, that policy should remain consistent with this framework.

PROJECT_IDENTITY.md governs matters of present identity, mission, authority, and public positioning.

INSTITUTION_DESIGN.md governs the broader allocation of institutional functions.

This document governs how Standards Body makes, reviews, limits, records, and corrects decisions.

Executive Summary

Frontier AI standards and evaluation institutions exercise power even when they lack formal regulatory authority.

They decide:

Which capabilities matter
which harms receive attention
which evidence is considered credible
which experts are selected
which tasks remain hidden
which thresholds trigger action
which standards become widely adopted
which evaluators receive recognition
which findings are published
which uncertainties remain visible
which institutions are treated as trustworthy

Governance therefore cannot be treated as administrative support around technical work.

Governance is part of the technical and institutional validity of the work.

A protocol developed through a captured process may be technically sophisticated and institutionally unreliable.

An independent review panel without sufficient access may be procedurally independent and evidentially weak.

A balanced board may still fail if commercial dependence controls staff behavior.

A transparent process may still be unjust if under-resourced participants cannot influence outcomes.

A secure institution may become unaccountable if confidentiality eliminates review.

A rapid institution may become reckless if urgency bypasses evidence and appeal.

The central governance proposition is:

Authority should be distributed according to function, constrained according to risk, justified through competence and process, and made reviewable through records, dissent, appeal, correction, and external scrutiny.

The framework rejects several models.

It rejects founder permanence.

It rejects pay-to-govern membership.

It rejects developer control of standards concerning developers.

It rejects evaluator control of evaluator-recognition standards without counterweights.

It rejects a unitary structure in which one body writes standards, evaluates compliance, certifies systems, accredits itself, controls the registry, and hears appeals.

It rejects public-interest theater in which affected parties are consulted but possess no meaningful pathway to influence decisions.

It rejects secrecy as a substitute for evidence.

It rejects transparency that exposes dangerous or confidential information merely to signal openness.

It rejects the idea that technical expertise alone creates democratic authority.

Governance Architecture

The recommended mature architecture contains:

A Governing Board
An Executive Secretariat
A Scientific and Evaluation Council
A Standards Council
A Public Interest and Rights Council
An International Coordination Forum
An Ethics, Integrity, and Conflicts Committee
A Security and Confidentiality Committee
A Finance, Audit, and Risk Committee
An independent Appeals and Review Panel
A Contributor and Community Assembly
Time-limited working groups and technical panels

Each body has a distinct role.

The Governing Board protects mission, fiduciary integrity, institutional strategy, leadership accountability, financial sustainability, and institutional-stage decisions.

The board should not substitute itself for technical committees.

The Executive Secretariat runs operations under delegated authority.

It should not unilaterally approve standards, expand authority, reverse appeals, suppress findings, or create certification powers.

The Scientific and Evaluation Council protects research and evaluation quality.

The Standards Council governs the standards work program and standards process.

The Public Interest and Rights Council reviews rights, distribution, accessibility, competition, affected-party interests, and public claims.

The International Coordination Forum supports cross-border participation, interoperability, translation, and regional capacity.

The Ethics, Integrity, and Conflicts Committee governs conflicts, recusals, misconduct, research integrity, and sponsor influence.

The Security and Confidentiality Committee governs information classification, held-out evidence, sensitive model access, dangerous information, and security incidents.

The Finance, Audit, and Risk Committee oversees financial controls, funding concentration, audit, reserves, compensation, enterprise risk, and insurance.

The Appeals and Review Panel independently reviews eligible consequential decisions.

The Contributor and Community Assembly provides structured participation, proposal, accountability, and nomination pathways.

Governance Hierarchy

The proposed hierarchy is:

Applicable law and binding legal duties
Founding charter or articles
Bylaws
PROJECT_IDENTITY.md
This Governance Framework
Approved specialist frameworks and policies
Board resolutions
Council and committee procedures
Executive procedures
Working-group charters
Project-specific decisions

A lower-level decision may not silently override a higher-level source.

Board Design

The mature Governing Board should ordinarily contain eleven to fifteen voting directors.

Design targets include:

No single constituency controls one third or more of voting seats
At least two thirds of voting directors are independent of organizations directly subject to active Standards Body evaluation, standards, recognition, or assurance work
No permanent founder seat
No permanent founder veto
No automatic board seat for a funder
Three-year staggered terms
Two consecutive full-term limit
Transparent competence and independence criteria
Public conflict disclosures
Independent board evaluation

The board should exercise fiduciary duties and protect mission.

It should not decide technical findings merely because it is the highest organizational body.

Decision Rights

The framework uses six decision classes:

Constitutional and fiduciary
Strategic and institutional
Technical and scientific
Standards
Operational
Review and appeal

Each decision should identify:

Owner
authority
evidence standard
consultation
conflict rules
quorum
voting or consensus method
public record
appeal
expiration or review

Consensus and Dissent

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

It does not require unanimity.

A decision may proceed despite dissent when:

The competent body has followed the process
the objection has been considered
the reason for proceeding is documented
the dissent remains visible where material
appeal remains available where appropriate

Governance should not manufacture consensus by excluding dissenting experts or compressing uncertainty.

Conflicts and Independence

Conflicts include:

Financial
employment
ownership
client
funding
intellectual
political
personal
reputational
access dependence

Disclosure alone may be insufficient.

Controls include:

Recusal
role limitation
alternate reviewer
independent analysis
information barriers
cooling-off periods
removal
public disclosure
rejection of the relationship

No person should participate in a decision concerning their own compensation, evaluation, certification, accreditation, complaint, appeal, or substantial private interest.

Funding Governance

Funding is treated as a governance system.

Funders may support mission.

They may not purchase:

Board control
standards language
reviewer selection
favorable findings
recognition
certification
accreditation
suppression of dissent
publication veto

Funding concentration should decline as the institution matures.

Transparency and Confidentiality

Governance should be presumptively visible.

The institution should publish:

Mission
authority
governing bodies
biographies
appointment methods
conflict disclosures
work programs
material decisions
standards processes
funding
corrections
appeals
annual performance

Sensitive information may remain controlled when necessary for:

Evaluation integrity
cybersecurity
dangerous capabilities
personal data
contractual duties
model access
active incidents
lawful national-security restrictions

Confidentiality should be:

Classified
justified
scoped
logged
time-bounded where possible
independently reviewable
appealable
subject to later release review

Appeals and Correction

Consequential decisions should support:

Notice
reasons
factual response
conflict challenge
appeal
correction
status update

Appeals should not be decided by the body whose decision is challenged.

Emergency Governance

Emergency powers may temporarily protect people, systems, evidence, and institutional continuity.

They may not permanently:

Change mission
eliminate appeal
adopt a standard
create certification authority
entrench leadership
transfer institutional assets
suppress criticism

Emergency actions should be recorded, time-limited, and reviewed after immediate danger passes.

Governance Evaluation

The institution should evaluate its own governance through:

Annual board review
conflict audit
financial audit
standards-process audit
security audit
participation analysis
appeal analysis
periodic independent governance review
public reporting

The final governance rule is:

No important power should exist without a defined owner, boundary, evidence requirement, conflict rule, record, review path, and means of correction.

1. Foundational Governance Propositions

1.1 Mission Primacy

The mission should govern the institution.

Revenue, prestige, membership, partnerships, and organizational growth are subordinate.

1.2 Bounded Authority

Every governing body and office should have explicit authority and explicit limits.

1.3 Functional Separation

Functions with conflicting incentives should be separated.

1.4 Competence

Decision authority should be matched to relevant competence.

1.5 Accountability

Authority should be accompanied by explanation, review, records, and consequence.

1.6 Independence

Decision makers should be sufficiently free from controlling interests.

1.7 Participation

People and institutions materially affected by a decision should have proportionate pathways to participate.

1.8 Evidence

Consequential decisions should be based on documented evidence appropriate to the decision.

1.9 Dissent

Material dissent should be preserved rather than erased.

1.10 Transparency With Protection

Governance should be visible without irresponsibly disclosing protected information.

1.11 Correctability

Decisions should be correctable, suspendable, reversible, or retireable where possible.

1.12 Subsidiarity

Decisions should be made at the lowest level that possesses the competence, legitimacy, and control required.

1.13 Proportionality

Governance burden should rise with consequence and remain proportionate.

1.14 No Purchased Authority

Funding or membership should not buy a technical or institutional conclusion.

1.15 Founder Transition

Founding leadership should not become permanent constitutional control.

1.16 Institutional Pluralism

Standards Body should support a wider institutional ecosystem rather than monopolize authority.

1.17 Public Authority Separation

Technical governance should inform but not impersonate lawful public authority.

1.18 Governance as a Living System

Governance rules should be evaluated and revised in light of evidence, failure, and institutional change.

2. Scope and Non-Claims

2.1 Governance Functions Covered

This framework applies to:

Mission and constitutional governance
board governance
executive governance
research governance
standards governance
evaluation governance
assurance and recognition governance
financial governance
conflict governance
security governance
data and records governance
participation
partnerships
complaints
appeals
incidents
emergency powers
institutional transition

2.2 Persons and Bodies Covered

This framework applies to:

Founders
directors
officers
employees
contractors
fellows
advisors
council members
committee members
working-group participants
contributors
members
reviewers
evaluators
partners
funders
registry operators

2.3 Excluded Authority

This framework does not create authority over persons or organizations outside a lawful or contractual relationship with Standards Body.

2.4 Future Legal Governance

A future legal entity will require:

Articles or charter
bylaws
jurisdiction-specific policies
fiduciary duties
employment policies
tax compliance
data protection
insurance
corporate records

Those instruments should implement this framework.

2.5 Conflict With Law

Applicable law governs where it conflicts with this framework.

The conflict and resulting adaptation should be documented.

3. Canonical Governance Definitions

Definitions in TERMINOLOGY.md govern.

3.1 Governance

The system by which an organization is directed, overseen, held accountable, and enabled to fulfill its purpose.

3.2 Governing Body

The person or group with ultimate organizational accountability under the applicable legal and institutional framework.

3.3 Fiduciary Duty

A legal or institutional duty to act with loyalty, care, obedience to mission, and appropriate stewardship.

3.4 Decision Right

The assigned authority to make a defined decision.

3.5 Delegation

A documented transfer of decision authority subject to scope, conditions, supervision, and revocation.

3.6 Reserved Matter

A decision that may not be delegated below the specified governing body.

3.7 Accountability

The obligation to explain, justify, accept review of, and bear responsibility for a decision or function.

3.8 Oversight

Supervision, review, monitoring, or challenge of another function.

3.9 Independence

Freedom from controlling interests sufficient to exercise the assigned role credibly.

3.10 Conflict of Interest

A relationship or interest that may interfere with impartial performance of a role.

3.11 Recusal

Withdrawal from participation in a matter because of conflict, bias, or disqualification.

3.12 Consensus

Broad agreement after serious effort to address substantial objections.

3.13 Dissent

A reasoned unresolved disagreement.

3.14 Appeal

A formal request for independent review of a decision.

3.15 Complaint

A documented allegation of error, misconduct, unfairness, or failure.

3.16 Quorum

The minimum participation required for a body to act.

3.17 Supermajority

A voting threshold greater than a simple majority.

3.18 Public-Interest Governance

Governance that considers persons and communities affected by institutional decisions, including those without contractual or commercial power.

3.19 Emergency Authority

Temporary authority to act outside ordinary timelines to address immediate and material risk.

3.20 Governance Record

The documented evidence of a governing process, decision, conflict, vote, dissent, action, or review.

4. Constitutional Hierarchy

4.1 Hierarchy

The governance hierarchy should be:

Applicable law and binding legal duty
Founding charter or articles
Bylaws
PROJECT_IDENTITY.md
GOVERNANCE_FRAMEWORK.md
Approved specialist frameworks
Governing Board resolutions
Council and committee procedures
Executive policies and delegations
Working-group charters
Project-specific decisions

4.2 No Silent Override

A lower-level decision may not override a higher-level source without formal amendment.

4.3 Specialist Governance

A specialist policy may govern operational details within its scope.

It may not:

Expand institutional authority
weaken board independence
eliminate appeal
override identity
permit paid recognition
remove conflict controls
reduce security below applicable requirements

4.4 Conflict Resolution

When two sources conflict:

Identify the precise issue.
determine each source's authority and version.
apply the higher-level source.
record the conflict.
correct the lower-level source.
assess dependent decisions.

4.5 Public Version Control

Canonical governance files should display:

Version
status
effective date
superseded version
revision record
owner
review date

5. Governance Principles From Established Practice

The framework draws on established governance and standards practice while remaining tailored to frontier AI.

ISO 37000 provides guidance for governing bodies across organization types and centers organizational purpose, stakeholder value, oversight, accountability, ethical behavior, and effective performance.[^iso-37000]

ISO 37004 provides a governance-maturity framework for evaluating governance conditions and practices.[^iso-37004]

The ISO/IEC Directives establish procedural controls for standards work, including defined committee roles, consensus, voting, appeals, project stages, and maintenance.[^iso-directives]

The NIST AI Risk Management Framework treats governance as a cross-cutting function connecting organizational policies, roles, responsibilities, culture, risk processes, and accountability.[^nist-govern][^nist-rmf]

The OECD AI Principles call for accountability, traceability, transparency, robustness, security, and respect for human rights and democratic values.[^oecd-ai]

The WTO principles for international standards emphasize transparency, openness, impartiality and consensus, effectiveness and relevance, coherence, and the development dimension.[^wto-principles]

The Council of Europe Framework Convention on AI places AI governance within human rights, democracy, and rule-of-law obligations for parties to the Convention.[^coe-convention]

For a future United States nonprofit structure, IRS guidance encourages written conflict-of-interest procedures and active governing-board oversight, while jurisdiction-specific legal advice would still be required.[^irs-governance][^irs-conflict]

These sources do not create authority for Standards Body.

They provide tested governance principles that inform this framework.

6. Governance Architecture

The mature governance architecture contains four levels.

6.1 Constitutional Level

Bodies and sources:

Founding charter
bylaws
Governing Board
independent Appeals and Review Panel for defined matters
amendment and dissolution procedures

Purpose:

Protect mission
define authority
allocate powers
preserve independence
control institutional transitions

6.2 Strategic and Fiduciary Level

Bodies:

Governing Board
Finance, Audit, and Risk Committee
Governance and Nominations Committee
executive leadership

Purpose:

Strategy
budget
leadership
risk
legal compliance
institutional sustainability

6.3 Technical and Public-Interest Level

Bodies:

Scientific and Evaluation Council
Standards Council
Public Interest and Rights Council
International Coordination Forum
Ethics, Integrity, and Conflicts Committee
Security and Confidentiality Committee

Purpose:

Technical quality
standards integrity
rights
representation
conflicts
security
international interoperability

6.4 Operational and Participatory Level

Bodies:

Executive Secretariat
programs
working groups
task forces
Contributor and Community Assembly
project teams
registry operators

Purpose:

Execution
contribution
research
protocol development
standards drafting
administration
public engagement

6.5 Independent Review Layer

The Appeals and Review Panel should remain institutionally separate from ordinary operational reporting lines.

The internal audit function should report functionally to the Finance, Audit, and Risk Committee.

Whistleblower channels should permit escalation outside ordinary management.

6.6 No Undefined Power

Every body should have:

Charter
purpose
authority
limits
composition
competence criteria
conflict rules
quorum
decision method
records
reporting line
review
sunset or term

7. Present-Stage Governance

Standards Body is currently an independent foundational project.

Present governance should be real but proportionate to the stage.

7.1 Present Decision Owner

The project owner presently holds final internal approval authority for canonical documents and project direction.

This authority is transitional.

It does not create external authority.

7.2 Present Decision Record

Material present-stage decisions should record:

Decision
date
owner
rationale
evidence
affected files
external review where obtained
status
future governance implications

7.3 Present External Review

Before legal institutionalization, Standards Body should increasingly use:

Domain review
methodological review
governance review
standards review
public-interest critique
security review

7.4 Present Conflicts

The project should disclose material:

Funding
partnerships
commercial relationships
contributor roles
model-provider access
institutional affiliations

7.5 Present Advisory Groups

Any advisory group should be described accurately.

Permitted labels:

Advisory group
expert panel
working group
reviewer network

Do not use:

Governing board
standards council
accreditation committee
regulatory panel

unless the body actually possesses the defined role.

7.6 Present Authority Boundary

The project may approve its own research and publications.

It may not approve external systems in a regulatory, certification, or accreditation sense.

7.7 Transition Trigger

A formal governance transition should occur before:

Employing permanent staff at material scale
accepting substantial restricted funding
operating protected task banks
publishing formal standards through a recurring process
charging for evaluations
maintaining recognition registries
making consequential institutional decisions affecting external parties

8. Governing Board

8.1 Board Purpose

The Governing Board is responsible for:

Mission stewardship
fiduciary oversight
legal compliance
strategic direction
executive appointment and evaluation
financial sustainability
institutional risk
constitutional changes
stage transitions
merger, transfer, and dissolution

8.2 Board Non-Functions

The board should not ordinarily:

Design evaluation tasks
score model outputs
determine a technical finding
write standards language directly
select individual evaluators for routine engagements
decide appeals assigned to an independent panel
control research conclusions for reputational reasons

8.3 Fiduciary Duties

Directors should exercise duties consistent with applicable law, including:

Care
loyalty
obedience to mission
confidentiality
good faith
appropriate inquiry
stewardship of assets

8.4 Board Size

Recommended mature size:

Eleven to fifteen voting directors

Formation-stage boards may be smaller, but should have a plan to reach sufficient competence and independence.

8.5 Board Competence Matrix

The board collectively should include competence in:

Frontier AI and evaluation science
standards and conformity assessment
governance and nonprofit stewardship
public interest and rights
law and public institutions
finance and audit
cybersecurity and information security
international and regional cooperation
organizational leadership

No director needs to possess all competencies.

8.6 Constituency Balance

Relevant constituencies include:

Independent technical experts
public-interest and rights experts
standards and assurance experts
public or regulatory institutions
academic and research institutions
developers and providers
deployers and purchasers
evaluators
international and regional institutions
open-source and small-actor communities

8.7 Control Limits

The mature board should target:

No single constituency holding one third or more of voting seats
Developer and commercial provider representatives combined below one third
Commercial evaluator and assurance-provider representatives combined below one third
At least two thirds of voting directors independent of organizations directly subject to active Standards Body evaluation, standards, recognition, or assurance work
No automatic seat based solely on funding
No permanent seat based solely on founding role

8.8 Independent Director

A director may be classified as independent when they lack a material relationship reasonably likely to compromise judgment.

Independence review should consider:

Employment
ownership
consulting
client relationship
funding
family relationship
board service
significant intellectual property
active evaluation or certification interest
recent service

8.9 Board Chair

The Board Chair should:

Be elected by the board
serve a limited term
remain separate from the chief executive role
facilitate board effectiveness
protect proper process
not possess unilateral institutional authority

8.10 Vice Chair

The Vice Chair supports continuity and acts when the chair is unavailable or conflicted.

8.11 Secretary

The Secretary ensures:

Notices
minutes
resolutions
governance records
legal corporate records

8.12 Treasurer

The Treasurer supports financial oversight without replacing professional finance staff or auditors.

9. Board Nomination, Appointment, and Election

9.1 Governance and Nominations Committee

A Governance and Nominations Committee should lead board composition and succession.

It should include a majority of directors independent of active commercial interests.

9.2 Nomination Sources

Candidates may be identified through:

Open nominations
board nominations
council nominations
member or contributor nominations
regional partner nominations
public-interest nominations
structured search

9.3 Candidate Criteria

Review:

Competence
mission alignment
integrity
judgment
independence
conflicts
time capacity
international perspective
public-interest awareness
security suitability where relevant

9.4 Public Candidate Information

Before appointment, publish where lawful:

Biography
proposed role
competence
institutional affiliations
material conflicts
constituency classification
independence classification
term

9.5 Appointment Method

Possible appointment methods include:

Board election
constituency election
council nomination followed by board approval
independent appointments panel
hybrid process

The method should avoid direct purchase of seats.

9.6 Founding Board

The founding board may be appointed through a transitional process.

It should:

Use explicit terms
include independent directors
adopt succession rules
avoid permanent founder classes
commission early governance review

9.7 Vacancies

Vacancies should be filled through a documented process.

Temporary vacancy appointments should expire at the next ordinary appointment cycle unless confirmed.

9.8 Diversity and Perspective

Board selection should consider diversity in:

Geography
institutional background
discipline
lived experience
professional pathway
gender
race and ethnicity where lawful
disability
language

Diversity should support, not substitute for, competence and independence.

9.9 No Representative Mandate Without Basis

A director may bring a constituency perspective.

They should not be described as representing a country, community, industry, or public unless a legitimate appointment mandate exists.

10. Board Terms, Removal, and Succession

10.1 Term Length

Recommended:

Three-year terms
Staggered classes

10.2 Term Limit

Recommended:

Maximum two consecutive full terms
At least one-year cooling-off period before renewed service

A shorter formation-stage term may not count as a full term.

10.3 Chair Term

Recommended:

One or two years
renewable within the director's term limit

10.4 Resignation

A director may resign through written notice.

10.5 Automatic Review

Board service should be reviewed after:

Material role change
employment change
conflict change
legal disqualification
prolonged nonattendance
security concern
institutional-stage transition

10.6 Removal Grounds

Possible grounds include:

Breach of fiduciary duty
misconduct
undisclosed material conflict
retaliation
serious confidentiality breach
persistent nonparticipation
mission breach
incapacity
legal disqualification

10.7 Removal Procedure

The process should include:

Notice
evidence
opportunity to respond
conflict-free review
reasoned decision
supermajority where appropriate
record
appeal or external review where required by law

10.8 Suspension

Temporary suspension may be used for:

Active investigation
urgent security concern
immediate conflict
legal restriction

10.9 Succession

The Governance and Nominations Committee should maintain:

Board succession plan
chair succession
committee-chair succession
emergency vacancies
competence-gap analysis

10.10 Founder Succession

The founder should not possess:

Permanent board membership
permanent veto
unilateral appointment power
unilateral amendment power
personal ownership of institutional records after formation

Founding expertise may be preserved through ordinary roles, advisory status, employment, or time-limited board service.

11. Board Meetings and Procedure

11.1 Regular Meetings

The mature board should meet at least quarterly.

11.2 Annual Governance Meeting

At least one meeting annually should focus on:

Mission
strategy
board performance
chief executive performance
conflicts
funding concentration
risk
institutional stage
succession

11.3 Notice

Board materials should ordinarily be distributed sufficiently in advance for informed review.

11.4 Agenda

The chair and chief executive may prepare the agenda.

Directors should have a process to place matters on the agenda.

11.5 Consent Agenda

Routine matters may be grouped.

Any director should be able to request separate discussion.

11.6 Executive Session

The board should meet without management when necessary for:

Chief executive evaluation
compensation
audit
whistleblower matters
litigation
conflicts
succession

11.7 Remote Participation

Remote participation should be permitted where lawful and secure.

11.8 Minutes

Minutes should record:

Attendance
quorum
conflicts
recusals
decisions
votes where required
material dissent
actions
responsible owners
deadlines

Minutes need not reproduce every statement.

11.9 Public Board Summary

Publish a safe summary of material board decisions unless confidentiality is justified.

11.10 Written Consent

Written consent may be used where lawful.

It should not replace deliberation for major reserved matters.

12. Board Quorum and Voting

12.1 Ordinary Quorum

Recommended:

Majority of seated voting directors
including at least one independent director from each required governance category where the matter makes that necessary

12.2 Ordinary Decision

Ordinary board decisions require a simple majority of eligible directors present.

12.3 Supermajority Matters

A two-thirds or three-quarters vote should be required for defined matters.

12.4 Conflicted Directors

A recused director should not count toward the vote.

Whether the director counts toward quorum should follow law and bylaws.

12.5 Tie

A tie means the motion fails.

The chair should not possess a special casting vote unless law requires and the bylaws explicitly provide it.

12.6 Proxy Voting

Proxy voting should generally be prohibited for directors because fiduciary participation is personal.

12.7 Abstention

Abstention should be recorded.

It should not be used to conceal a conflict.

12.8 Vote Record

Publish vote totals for constitutional and major public-interest decisions where lawful and useful.

Individual votes may be published for the most consequential matters.

13. Reserved Matters

The following should ordinarily be reserved to the Governing Board.

13.1 Constitutional Matters

Mission amendment
charter amendment
bylaw amendment
governance-framework adoption
merger
dissolution
asset transfer
legal-form change

13.2 Institutional Authority

Transition to formal standards-development status
creation of certification functions
creation of accreditation functions
acceptance of public enforcement authority
use of an institutional approval mark

13.3 Leadership

Appointment and removal of chief executive
chief executive compensation
succession
senior misconduct response

13.4 Financial

Annual budget
audited financial statements
material debt
endowment policy
reserves policy
major related-party transactions
acceptance of unusually concentrated or controlling funding

13.5 Risk and Security

Enterprise-risk appetite
critical security architecture
response to existential institutional risk
function suspension after major failure

13.6 Major Partnerships

Merger-like partnerships
government delegation
exclusive strategic partnership
transfer of canonical assets
partnership creating material authority or conflict

13.7 Board Governance

Director appointments
committee charters
board policies
governance review

13.8 Nondelegation Rule

Reserved matters may receive committee recommendations.

Final decision remains with the board.

14. Executive Secretariat

14.1 Executive Purpose

The Executive Secretariat converts approved mission, strategy, standards processes, research programs, and institutional policies into operations.

14.2 Chief Executive Authority

The chief executive may:

Hire and supervise staff
execute the approved budget
enter ordinary contracts
administer programs
implement board decisions
maintain systems and records
represent the institution within approved policy
issue operational procedures

14.3 Chief Executive Limits

The chief executive may not unilaterally:

Change mission
approve a standard
reverse an appeal
certify an external system
accredit an evaluator
expand public authority
suppress a valid finding for reputational reasons
override board conflict rules
appoint or remove directors
authorize major related-party transactions
conceal material institutional risk

14.4 Executive Appointment

The board appoints the chief executive through:

Role specification
candidate assessment
conflict review
reference and background review where lawful
compensation review
documented decision

14.5 Executive Evaluation

The board should evaluate the chief executive annually against:

Mission
strategy
integrity
research quality
standards quality
staff culture
security
financial stewardship
public accountability
correction
succession

14.6 Executive Compensation

Compensation should be:

Reasonable
independently reviewed
benchmarked
approved by unconflicted directors
documented

14.7 Executive Removal

The board may remove the chief executive under contract and law.

Emergency suspension may occur when immediate risk exists.

14.8 Executive Leadership Team

The executive may establish a leadership team with written delegations.

14.9 No Shadow Governance

Senior staff should not make constitutional or standards decisions through informal meetings outside approved processes.

15. Delegation of Authority

15.1 Delegation Register

Maintain a current register identifying:

Delegating authority
delegate
decision type
financial limit
conditions
reporting
review date
revocation

15.2 Delegation Principles

Delegation should be:

Written
specific
proportionate
competence-based
reviewable
revocable

15.3 No Delegation of Accountability

A body may delegate work or decision execution.

It remains accountable for proper delegation and oversight.

15.4 Subdelegation

Subdelegation is permitted only when authorized.

15.5 Temporary Delegation

Temporary delegation should include start and end dates.

15.6 Emergency Delegation

Emergency delegation should be narrow and reviewed after use.

15.7 Delegation Review

Review delegations:

Annually
after leadership change
after incident
after stage transition
after audit finding

16. Scientific and Evaluation Council

16.1 Mandate

The Scientific and Evaluation Council protects the integrity of Standards Body research and evaluation.

16.2 Responsibilities

Maintain evaluation philosophy
review research methodology
review evidence standards
approve or recommend high-consequence protocol work
assess construct validity
review threshold methodology
commission replication
monitor evaluation-science developments
recommend research priorities
identify evidence gaps
supervise technical peer-review standards

16.3 Authority

The Council may:

Approve technical guidance within delegated scope
require revision of a protocol before institutional use
refer security-sensitive matters to the Security Committee
require independent review
recommend suspension of invalid protocols
issue technical dissent

16.4 Limits

The Council may not:

Create legal obligations
approve organizational budgets
grant certification
grant accreditation
override the Appeals Panel
determine public policy merely through technical expertise

16.5 Composition

The Council should include competence in:

AI evaluation
measurement
statistics
machine learning
agentic systems
high-stakes capability domains
human factors
research integrity
operational evaluation

16.6 Independence

At least half of voting Council members should be independent of organizations whose frontier systems are regularly evaluated under Standards Body protocols.

16.7 Terms

Use staggered terms and renewal limits.

16.8 Technical Panels

The Council may form domain panels for:

Cybersecurity
biological and chemical risk
autonomous systems
persuasion
AI research and development
critical infrastructure

16.9 Council Records

Publish:

Membership
affiliations
conflicts
agenda
decisions
dissent
technical opinions

except where protected information prevents full disclosure.

17. Standards Council

17.1 Mandate

The Standards Council governs the standards work program and ensures procedural integrity.

17.2 Responsibilities

Review new work proposals
authorize standards projects
establish technical committees
monitor balance and participation
approve public-review drafts
determine whether consensus requirements are met
recommend or approve final standards under delegated authority
oversee maintenance and retirement
hear procedural standards concerns before appeal
coordinate with external standards organizations

17.3 Authority

The Council may approve standards only if the Governing Board has delegated standards approval and the institutional stage permits it.

Before that stage, the Council may approve:

Research specifications
proposed frameworks
pilot standards
internal technical specifications

with accurate public labels.

17.4 Limits

The Council may not:

Claim regulatory authority
certify conformity
accredit evaluators
ignore substantial objections without record
permit one interest category to dominate
approve a standard that lacks an implementation and maintenance plan

17.5 Composition

Include:

Standards experts
evaluation scientists
developers
deployers
evaluators
public-interest experts
government or public-sector liaisons
small-actor and open-community participants
international participants

17.6 Balance

Balance should be assessed project by project.

No materially affected interest group should control the Council's standards decisions.

17.7 Consensus

The Council should use consensus as defined in this framework and in the future STANDARDS_DEVELOPMENT_PROCESS.md.

17.8 Substantial Objection

A substantial objection is one that raises a material concern concerning:

Technical validity
safety
rights
legal effect
competition
implementation
interoperability
process fairness

17.9 Council Appeal

Procedural standards decisions should be appealable to the Appeals and Review Panel.

Technical disagreement alone is not automatically a procedural appeal, but hidden conflict, exclusion, or ignored material evidence may be.

18. Public Interest and Rights Council

18.1 Mandate

The Public Interest and Rights Council ensures that technical and standards decisions consider people and institutions affected by AI systems and governance.

18.2 Responsibilities

Review:

Human rights
civil liberties
labor
privacy
accessibility
distributional effects
affected-party interests
market concentration
small-actor burden
public claims
procedural inclusion
social and environmental impact

18.3 Authority

The Council may:

Require a public-interest impact assessment
require affected-party consultation
recommend changes
issue a public-interest opinion
require escalation of a material unresolved issue
nominate members to working groups
request independent review

18.4 Reconsideration Power

For a material unresolved public-interest concern, the Council may require one formal reconsideration by the responsible decision body.

It should not possess an undefined permanent veto over all technical work.

18.5 Composition

Include expertise and experience in:

Human rights
public policy
labor
disability and accessibility
privacy
consumer protection
competition
community engagement
public administration
affected sectors

18.6 Affected-Party Input

The Council should create pathways for direct input without claiming that one participant represents an entire community.

18.7 Public Record

Publish opinions and unresolved concerns unless confidentiality is necessary.

19. International Coordination Forum

19.1 Mandate

The International Coordination Forum supports international participation and interoperability without claiming universal authority.

19.2 Responsibilities

Maintain regional relationships
coordinate translations
develop crosswalks
identify existing standards
support bridge studies
advise on recognition
support regional evaluator capacity
assess international participation
identify geopolitical and jurisdictional risks

19.3 Nature

The Forum is ordinarily advisory and coordinating.

It should not be described as an intergovernmental body unless created through a legitimate intergovernmental process.

19.4 Composition

Include institutions and experts from multiple regions.

Avoid concentration in:

One country
one legal system
one language
one economic bloc
one technical community

19.5 Regional Seats

A mature Forum may use regional participation categories while retaining competence and independence requirements.

19.6 Translation Governance

Translated governance and standards texts should receive:

Linguistic review
domain review
legal-context review where relevant
version control

19.7 International Dissent

Regional or jurisdictional reservations should be preserved.

19.8 Capacity Support

Participation funding may support under-resourced institutions and regions.

20. Ethics, Integrity, and Conflicts Committee

20.1 Mandate

The Committee protects institutional integrity.

20.2 Responsibilities

Conflict-of-interest policy
annual disclosures
recusal decisions
research integrity
authorship and contribution disputes
misconduct triage
sponsor-influence review
retaliation concerns
related-party transactions
ethics advice

20.3 Independence

The Committee should include members independent of executive management.

Its chair should have direct access to the board.

20.4 Conflict Decisions

The Committee may determine:

No material conflict
disclosure sufficient
role limitation
information barrier
recusal
independent review
relationship rejection
removal recommendation

20.5 Due Process

A person subject to a conflict or integrity decision should receive:

Notice
opportunity to provide facts
reasoned outcome
appeal where material

20.6 Misconduct

The Committee should distinguish:

Honest error
negligence
undisclosed conflict
retaliation
evidence suppression
fabrication
falsification
plagiarism
corruption
security misconduct

20.7 Referral

Legal, criminal, employment, or regulatory matters should be referred appropriately.

21. Security and Confidentiality Committee

21.1 Mandate

The Committee governs security and protected information.

21.2 Responsibilities

Information-classification policy
held-out task governance
sensitive model access
research-security review
dangerous-information review
incident-response oversight
access exceptions
declassification and release
security risk acceptance
external security audit

21.3 Composition

Include:

Security engineering
cybersecurity
evaluation operations
legal and privacy
high-stakes domain expertise
governance
public-interest perspective

21.4 Security Authority

The Committee may:

Restrict access
suspend a compromised protocol
require secure environments
delay publication temporarily
order evidence preservation
recommend public warning

21.5 Limits

The Committee may not use security as a reason to:

Conceal conflicts
suppress unfavorable findings
avoid correction
create permanent secret authority
prevent independent review by properly cleared or authorized persons

21.6 Classification Decision

Every material classification decision should identify:

Information
classification
rationale
owner
access
review date
release conditions
appeal

21.7 Security Appeal

A qualified person may appeal overclassification through a secure process.

22. Finance, Audit, and Risk Committee

22.1 Mandate

The Committee oversees financial stewardship, audit, enterprise risk, and institutional resilience.

22.2 Responsibilities

Budget review
financial statements
independent audit
funding concentration
related-party transactions
compensation controls
reserves
insurance
investment
risk register
internal audit
fraud controls
business continuity

22.3 Composition

Include financially literate independent directors.

At least one member should possess substantial accounting, audit, finance, or risk expertise.

22.4 External Auditor

The Committee recommends appointment and evaluates independence of the external financial auditor.

22.5 Auditor Independence

The auditor should not perform incompatible management functions.

22.6 Executive Access

The Committee should meet privately with:

External auditors
internal audit
finance leadership
whistleblowers where appropriate

22.7 Funding Risk

The Committee should review any funding arrangement that may:

Create control
threaten publication independence
create mission drift
produce major concentration
link payment to outcome
create political or commercial dependency

22.8 Risk Appetite

The board approves institutional risk appetite based on Committee recommendation.

22.9 Public Financial Record

Publish audited statements and material funding categories where lawful.

23. Governance and Nominations Committee

23.1 Mandate

The Committee maintains governance quality, board composition, succession, and institutional constitutional health.

23.2 Responsibilities

Board competence matrix
nomination
independence review
term tracking
succession
board evaluation
committee performance
governance-framework review
bylaw review
institutional-stage governance
founder transition

23.3 Composition

A majority should be independent directors.

The founder should not chair the Committee during a decision concerning founder succession or special rights.

23.4 Board Evaluation

The Committee should conduct:

Annual board self-assessment
committee assessment
director participation review
periodic external governance review

23.5 Governance Gaps

The Committee should maintain a governance-gap register.

24. Appeals and Review Panel

24.1 Mandate

The Appeals and Review Panel provides independent review of eligible consequential decisions.

24.2 Independence

The Panel should:

Be appointed through a process protected from ordinary management
include qualified independent members
have a separate budget sufficient for its function
receive direct evidence access
report outcomes without executive approval
avoid members involved in the original decision

24.3 Eligible Matters

Possible matters:

Standards procedure
evaluator or registry status
membership discipline
conflict decisions
confidentiality classification
correction refusal
participation exclusion
misconduct process
mark misuse decisions
institutional recognition

24.4 Excluded Matters

The Panel should not substitute its own policy preference for a valid decision merely because it disagrees.

It should review:

Authority
process
evidence
conflict
reasonableness
equal treatment
new material evidence

24.5 Powers

The Panel may:

Affirm
modify
remand
suspend
reverse
require correction
find the matter outside jurisdiction
recommend governance change

24.6 Finality

The bylaws should define which Panel decisions are final within the institution.

Legal rights remain unaffected.

24.7 Public Decision

Publish a reasoned decision or safe summary.

24.8 Systemic Findings

The Panel may identify recurring governance failures for board review.

25. Contributor and Community Assembly

25.1 Mandate

The Assembly creates structured participation for contributors and the wider Standards Body community.

25.2 Functions

Propose work
identify emerging issues
nominate eligible representatives
review public work programs
discuss institutional performance
surface participation barriers
provide community feedback
request formal responses to supported proposals

25.3 Limits

The Assembly does not automatically possess:

Fiduciary authority
security access
standards approval
employment authority
financial control
legal enforcement power

25.4 Membership

Eligibility should be defined through CONTRIBUTOR_FRAMEWORK.md.

25.5 Assembly Governance

Use:

Published agenda
facilitation
conduct rules
accessible participation
proposal thresholds
records
conflict disclosure

25.6 Community Proposal

A proposal reaching a defined support threshold should receive a reasoned response from the appropriate body.

25.7 No Popularity Substitution

Community support may establish priority or legitimacy concerns.

It does not replace technical evidence.

26. Working Groups and Task Forces

26.1 Charter Requirement

Every working group requires a charter.

26.2 Charter Fields

Purpose
scope
non-scope
deliverables
authority
parent body
chair
membership
participation categories
competence
conflict rules
decision method
records
security
timeline
sunset
appeal route

26.3 Working-Group Types

Research
protocol
standards
interoperability
incident
implementation
domain
emergency

26.4 Balance

Working groups should reflect the issue's affected interests.

26.5 Chair

The chair should:

Facilitate
manage agenda
enforce process
preserve dissent
avoid using procedural power to control substance

26.6 Technical Editor

A technical editor may control drafting consistency.

The editor should not silently change agreed substance.

26.7 Participation

Participation may include:

Members
invited experts
observers
liaisons
public commenters
affected-party participants

26.8 Sunset

The group should dissolve at the end of its mandate unless renewed.

26.9 Inactive Group

Inactive groups should be closed rather than preserved for appearance.

27. Advisory Bodies

27.1 Advisory Status

Advisory bodies provide expertise and recommendations.

They do not possess approval authority unless explicitly delegated.

27.2 Advisory Charter

State:

Question
duration
membership
conflicts
access
output
publication
nonauthority

27.3 Use of Names

Do not use an advisor's name to imply endorsement beyond their actual role.

27.4 Advice Record

Material advice should be recorded.

27.5 Disagreement

Advisors should be able to record disagreement.

27.6 Termination

Advisory roles may end after:

Mandate completion
conflict
inactivity
misconduct
institutional change

28. Decision Taxonomy

Every material decision should be classified.

28.1 Constitutional Decision

Examples:

Mission
bylaws
dissolution
authority stage

Owner:

Governing Board, with any legally required member or public process

28.2 Fiduciary Decision

Examples:

Budget
executive appointment
audit
major risk
related-party transaction

Owner:

Governing Board

28.3 Strategic Decision

Examples:

Multi-year plan
program portfolio
major partnership
international strategy

Owner:

Governing Board or Executive under delegation

28.4 Technical Decision

Examples:

Protocol validity
evaluation method
evidence interpretation
research priority

Owner:

Scientific and Evaluation Council or qualified technical body

28.5 Standards Decision

Examples:

New work
committee draft
consensus
approval
withdrawal

Owner:

Standards Council under approved process

28.6 Operational Decision

Examples:

Hiring
ordinary contracts
project administration
communications

Owner:

Executive Secretariat

28.7 Security Decision

Examples:

Access
classification
suspension
publication delay

Owner:

Security function within delegation

28.8 Integrity Decision

Examples:

Conflict
recusal
misconduct
authorship

Owner:

Ethics, Integrity, and Conflicts Committee

28.9 Review Decision

Examples:

Appeal
correction dispute
procedural reversal

Owner:

Appeals and Review Panel

28.10 Public-Interest Review

Examples:

Rights impact
participation
accessibility
competition

Owner:

Public Interest and Rights Council within its mandate

29. Decision Standard

Every material decision should state:

29.1 Question

What is being decided?

29.2 Authority

Who has the right to decide?

29.3 Evidence

What evidence standard applies?

29.4 Consultation

Who should be consulted?

29.5 Conflicts

Who is conflicted?

29.6 Options

What alternatives were considered?

29.7 Consequences

What happens if the decision is wrong?

29.8 Reversibility

Can it be changed?

29.9 Outcome

What was decided?

29.10 Reasons

Why?

29.11 Conditions

Which limits or requirements apply?

29.12 Dissent

Which material objections remain?

29.13 Public Record

What should be published?

29.14 Appeal

Can it be challenged?

29.15 Review

When will it be reconsidered?

30. Quorum, Voting, and Decision Procedure

30.1 Quorum Principle

Quorum should ensure that a body cannot act without meaningful participation from its required competence and independence categories.

30.2 Council Quorum

A council quorum should ordinarily require:

A majority of seated voting members
the chair or authorized deputy
sufficient independent members
required domain competence for the matter

30.3 Committee Quorum

A committee quorum should be defined in its charter.

30.4 Working-Group Quorum

Working groups may operate more flexibly during drafting.

Final recommendations should require a documented participation threshold.

30.5 Simple Majority

Use for ordinary administrative decisions when consensus is not required.

30.6 Supermajority

Use for:

Constitutional amendments
institutional-stage changes
standards approval where consensus cannot be demonstrated but the process permits a vote
director removal
major conflicts exceptions
function creation or transfer
dissolution

30.7 Unanimity

Avoid requiring unanimity except for narrow voluntary actions.

Unanimity can create veto power and hidden pressure.

30.8 Written Ballot

Use written ballots when:

Participants span time zones
a standards process requires formal voting
conflicts need a clear record
deliberation has concluded

30.9 Secret Ballot

Secret ballots may protect independence in appointments or sensitive personnel matters.

They should not be used to hide institutional votes that require public accountability.

30.10 Vote Explanation

For high-consequence decisions, members should be able to submit a reasoned vote statement.

30.11 Procedural Neutrality

Chairs and secretariats should apply procedure consistently.

30.12 Decision Validation

Before finalizing, confirm:

Authority
quorum
conflicts
required consultation
evidence
vote or consensus rule
record
appeal

31. Consensus and Dissent

31.1 Consensus Standard

Consensus requires:

Adequate notice
balanced participation
access to relevant evidence
serious discussion
attempts to resolve substantial objections
no controlling interest
a reasoned conclusion

31.2 Consensus Is Not Unanimity

Some disagreement may remain.

31.3 Consensus Is Not Silence

Nonresponse should not automatically be treated as agreement when participation barriers exist.

31.4 Consensus Is Not Majority Alone

A majority vote may be valid under the rules.

It should not be labeled consensus if substantial objections were not addressed.

31.5 Substantial Objection Record

Record:

Objector
interest or expertise
objection
evidence
response
change made
unresolved element
final status

31.6 Minority Report

A minority report should be available when dissent concerns:

Safety
rights
construct validity
conflict
legal effect
severe implementation burden
international noncomparability

31.7 No Retaliation for Dissent

Good-faith dissent should not result in exclusion, employment retaliation, loss of future access, or reputational punishment.

31.8 Dissent Abuse

Dissent protections do not permit:

Harassment
confidentiality breaches
bad-faith obstruction
repetitive process abuse
undisclosed lobbying

31.9 Public Dissent

Material dissent should be published with the final decision where safe and lawful.

31.10 Learning From Dissent

Unresolved dissent should inform:

Review dates
pilot design
monitoring
future research
standards revision

32. Deadlock Resolution

32.1 Deadlock Definition

Deadlock exists when the responsible body cannot make a decision under its approved rules within a reasonable period.

32.2 Deadlock Tools

Clarify the question
narrow scope
obtain additional evidence
use mediation
appoint a neutral facilitator
conduct a pilot
preserve alternative profiles
refer a procedural issue to appeal
defer
publish nonconsensus status

32.3 No Forced Technical Result

The board should not resolve a scientific deadlock by declaring one side technically correct without appropriate expertise and process.

32.4 Urgent Deadlock

For urgent risk, a temporary precautionary decision may be made by the authorized body.

It should include:

Expiration
monitoring
review
dissent
proportionality

32.5 Nonconsensus Output

A framework may be published as:

Research report
alternative options
provisional specification
committee report

without being labeled a consensus standard.

33. Conflict-of-Interest Framework

33.1 Purpose

Conflict governance protects decisions from controlling private or institutional interests.

33.2 Covered Persons

Directors
officers
employees
contractors
council and committee members
reviewers
evaluators
working-group chairs
standards editors
registry decision makers
advisors

33.3 Conflict Categories

Financial

Compensation, ownership, investments, grants, contracts, or financial benefit.

Employment

Current, recent, or expected employment.

Client

Service relationships with affected parties.

Funding

Dependence on a sponsor or donor.

Intellectual

Authorship, ownership, strong public advocacy, or professional identity tied to a method or conclusion.

Personal

Family, close personal relationship, dispute, or hostility.

Political

Political office, campaign role, or controlling partisan commitment relevant to the decision.

Reputational

Personal or institutional status dependent on the outcome.

Access

Dependence on an organization for future data, model access, or professional opportunity.

33.4 Annual Disclosure

Covered persons should complete annual disclosures.

33.5 Event-Triggered Disclosure

Disclose new conflicts when they arise.

33.6 Matter-Specific Declaration

At the start of a material decision, participants should declare matter-specific interests.

33.7 Conflict Register

Maintain:

Public summary
controlled details where privacy requires
decisions
recusals
review dates

33.8 Conflict Assessment

Assess:

Materiality
directness
duration
decision role
available safeguards
public perception
necessity of expertise

33.9 Conflict Responses

No action
disclosure
monitoring
role limitation
no access to specific evidence
recusal from discussion
recusal from vote
independent review
replacement
termination of relationship

33.10 Recusal Procedure

A recused person should:

Leave the relevant decision process
not receive restricted deliberative information unless necessary
not attempt to influence the decision privately
have the recusal recorded

33.11 Expertise and Conflict

A conflicted expert may provide factual or technical input when necessary.

They should not control the conclusion.

33.12 Related-Party Transaction

A related-party transaction should require:

Full disclosure
independent comparison
determination of fairness
unconflicted approval
record
legal compliance

33.13 Compensation Conflict

No person should vote on their own compensation.

33.14 Appeal

Material conflict decisions should be appealable.

34. Independence Framework

34.1 Independence Dimensions

Organizational
financial
governance
methodological
informational
operational
publication
intellectual
political
security

34.2 Independence Profile

A body or reviewer should have a role-specific independence profile.

34.3 Independence Is Not Isolation

Relevant parties may provide:

Evidence
factual correction
system access
technical explanation
implementation feedback

The decision maker should preserve control of method and conclusion.

34.4 Independence Threshold

The required independence rises with:

Consequence
conflict
public reliance
irreversibility
financial interest
authority

34.5 Independence Impairment

Possible impairments:

Result-dependent payment
publication veto
excessive client dependence
selection controlled by the reviewed party
future employment expectation
proprietary method ownership
hidden government direction
access retaliation risk

34.6 Independence Statement

Consequential outputs should state:

Who commissioned the work
who paid
who selected participants
who controlled method
who had access
who controlled publication
which conflicts remained

34.7 No Independence Label by Location

External, third-party, academic, nonprofit, government, and international do not automatically mean independent.

35. Funding Governance

35.1 Funding Authority

The board governs funding policy.

The executive raises and administers funds within policy.

35.2 Funding Acceptance Test

Assess:

Mission fit
restrictions
control rights
publication rights
concentration
reputation
political risk
security
related-party status
exit

35.3 Prohibited Conditions

Reject funding conditioned on:

Favorable result
standards language
appointment of reviewers
appointment of directors solely through funding
suppression of dissent
publication veto
recognition or certification
exclusion of a competitor
misleading endorsement

35.4 Funding Concentration

The mature institution should adopt targets and review exceptions.

Suggested targets:

Formation stage, ordinarily no single funder above 35 percent without safeguards
Institutionalization stage, target below 25 percent
Mature stage, target below 15 percent

35.5 Exception

An exception requires:

Board approval by unconflicted directors
public disclosure
independence protections
diversification plan
expiration
periodic review

35.6 Restricted Funding

Program restrictions should not:

Override evidence standards
prevent correction
control findings
create false urgency
exclude necessary public-interest work

35.7 Donor Anonymity

Anonymous donations may be accepted only under a policy that permits sufficient due diligence and conflict review.

Large anonymous donations should receive enhanced scrutiny.

35.8 In-Kind Support

Disclose material:

Compute
model access
data
staff
facilities
travel
security
legal services

35.9 Endowment

Endowment governance should address:

Mission alignment
investment
donor restrictions
spending
conflicts
long-term independence

35.10 Funding Transparency

Publish:

Revenue categories
major funders or legally permitted categories
concentration
restricted funding
related-party transactions
service revenue
reserves

36. Financial Governance

36.1 Budget

The board approves an annual budget aligned with strategy.

36.2 Budget Monitoring

Management and the Finance Committee should review:

Actual versus budget
cash flow
restricted funds
reserves
concentration
commitments
risk

36.3 Financial Controls

Use:

Segregation of duties
approval thresholds
procurement rules
expense policies
reconciliations
fraud reporting
audit logs

36.4 Reserves

Target six to twelve months of core operations as maturity permits.

36.5 Procurement

Material procurement should use:

Need
alternatives
conflicts
security
price and quality
documented approval

36.6 Related-Party Procurement

Use enhanced review.

36.7 Compensation

Compensation should be:

Reasonable
role-based
independently approved
documented
not tied to favorable technical findings

36.8 Board Compensation

Directors may be unpaid or compensated depending on law and institutional need.

If compensated:

Use a transparent policy
avoid result-based compensation
preserve independence
disclose material amounts

36.9 Financial Audit

Obtain an independent annual audit when required or appropriate to scale.

36.10 Fraud

Suspected fraud should be reportable outside the ordinary management chain.

37. Membership Governance

37.1 Membership Purpose

Membership provides structured participation, support, and community.

It should not create purchased authority.

37.3 Membership Rights

May include:

Participation
proposals
nominations
elections within a constituency
working-group eligibility
member briefings
use of accurate membership language

37.4 Membership Non-Rights

Membership does not create:

Endorsement
certification
accreditation
favorable evaluation
standards veto
confidential access unrelated to role
legal approval
immunity from criticism

37.5 Dues

Dues should be scaled by capacity where possible.

37.6 Financial Access

Provide waivers or reduced dues for:

Independent researchers
public-interest organizations
low-resource regions
small evaluators
open-source communities

37.7 Voting

Where members vote, voting should be structured to avoid dominance by:

Revenue
organization size
number of affiliated accounts
one constituency

37.8 Member Conduct

Members should comply with:

Accurate claims
conflicts
confidentiality
nonretaliation
respectful participation
no improper influence

37.9 Discipline

Membership discipline should include:

Notice
evidence
response
reasoned outcome
appeal

38. Participation Governance

38.1 Participation Objective

Participation should improve:

Evidence
legitimacy
implementation
fairness
interoperability
error detection

38.2 Stakeholder Mapping

For a material project, identify:

Developers
deployers
evaluators
users
affected non-users
domain experts
public-interest institutions
workers
purchasers
governments
standards bodies
international partners
smaller actors

38.3 Participation Plan

State:

Who should participate
why
at which stage
through which method
with what access
with what decision influence
with what support

38.4 Participation Methods

Working-group membership
public comment
consultation
interviews
workshops
advisory panel
affected-party hearing
survey
regional forum
written submission

38.5 Participation Barriers

Assess:

Cost
language
time zone
disability
travel
confidentiality
technical knowledge
legal resources
retaliation
model access

38.6 Participation Support

Provide where feasible:

Stipends
travel
translation
accessibility
remote access
orientation
technical assistance
confidentiality protection

38.7 Influence Record

Document:

Comments received
changes made
comments rejected
reasons
unresolved concerns

38.8 Participation Theater Test

Participation is weak when:

It occurs after the decision
comments receive no response
dominant actors set the question
under-resourced actors cannot attend
dissent is omitted
confidentiality excludes all external scrutiny

39. Public Interest and Rights Governance

39.1 Public-Interest Assessment

Material standards and institutional decisions should assess:

Benefits
harms
rights
distribution
competition
access
labor
privacy
environment
democracy
vulnerable populations
international effects

39.2 Rights Review

Qualified expertise should review decisions that may affect:

Privacy
expression
due process
nondiscrimination
labor rights
accessibility
democratic participation
personal security

39.3 Affected-Party Notice

Where practical, affected parties should receive notice and opportunity to comment.

39.4 No Private Definition of Democratic Legitimacy

Standards Body may assess rights and public-interest consequences.

It should not claim that its internal process substitutes for democratic lawmaking.

39.5 Competing Interests

The decision record should state tradeoffs.

39.6 Public-Interest Dissent

Material unresolved rights concerns should remain visible.

40. Research Governance

40.1 Research Authority

Research projects should be approved under RESEARCH_METHODOLOGY.md.

40.2 Research Classification

Use consequence, sensitivity, review, and registration levels.

40.3 Human Participants

Obtain appropriate legal and ethical review.

40.4 Research Security

High-risk research should receive security and dual-use review.

40.5 Research Independence

Sponsors may define a need.

They should not control findings.

40.6 Publication

Research publication should follow evidence and security review, not reputation management.

40.7 Research Correction

Material errors should be corrected visibly.

40.8 Research Integrity

Allegations should receive fair and qualified review.

41. Standards Governance

41.1 Governing Sources

Standards work should follow:

This framework
STANDARDS_DEVELOPMENT_PROCESS.md
the work-group charter
approved standards procedures
applicable external standards principles

41.2 New Work

A new standards project requires:

Need
scope
evidence maturity
stakeholder mapping
nonduplication review
resources
public-interest assessment
maintenance plan

41.3 Committee Balance

No interest category should dominate.

41.4 Editor Control

Editors control form, not unilateral substance.

41.5 Public Comment

Material standards should receive public comment.

41.6 Comment Disposition

Every material comment should receive a recorded response.

41.7 Approval

Approval requires:

Process completion
evidence
consensus assessment
public-interest review
security review where relevant
maintenance
appeal

41.8 Standard Status

Use accurate labels:

Research draft
proposed standard
public-review draft
approved Standards Body standard
superseded
withdrawn

41.9 No Legal Claim

An approved Standards Body standard is not legally binding unless adopted through an external lawful process.

42. Evaluation Governance

42.1 Evaluation Authority

Evaluation authority should be assigned by protocol and project.

42.2 Protocol and Evaluation Separation

Where Standards Body owns a protocol and performs an evaluation:

Use separate roles
independent review
conflict disclosure
external replication where consequential

42.3 Developer Role

The developer may provide:

System access
factual correction
elicitation support
security information

The developer should not control the evaluation conclusion.

42.4 Evaluation Sponsor

A sponsor should not select a favorable result.

42.5 Result Approval

The technical team prepares the result.

Independent review should be required at higher consequence levels.

42.6 Public Release

Release should identify:

Object
protocol
evaluator
evidence
uncertainty
limitations
status
expiration

42.7 Result Appeal

Appeals may address:

Factual error
procedure
conflict
scoring
access
evidence omission

An appeal should not become unlimited task coaching after result access.

42.8 Evaluation Incident

Task compromise, data loss, system mismatch, or scoring error may require suspension or withdrawal.

43. Assurance and Recognition Governance

43.1 Role Separation

Maintain distinct governance for:

Evaluation
audit
inspection
certification
accreditation
recognition

43.2 Present Limits

Standards Body should not presently certify or accredit.

43.3 Evaluator Recognition

Any pilot recognition should state:

Purpose
scope
evidence
limitations
status
expiration
non-accreditation status

43.4 Commercial Separation

Recognition should not depend on purchasing:

Membership
consulting
training
evaluation
sponsorship

43.5 Registry Governance

Registry status decisions should include due process and appeal.

43.6 Future Scheme Governance

A future assurance scheme requires:

Scheme owner
criteria
competence
impartiality
surveillance
complaints
certificate claims
withdrawal
independent oversight

43.7 Future Accreditation Function

Creating an accreditation function requires constitutional amendment and separate institutional analysis.

44. Transparency Governance

44.1 Presumption

Governance information should be public unless a legitimate reason requires protection.

44.2 Public Governance Information

Publish:

Mission and authority
governing documents
board and council membership
biographies and affiliations
appointment methods
terms
committee charters
standards work program
material decisions
conflicts
funding categories
annual reports
corrections
appeals
standards and protocol status
institutional-stage status

44.3 Meeting Transparency

Different bodies may have different transparency levels.

Public Session

Appropriate for:

Work programs
standards discussions
public-interest hearings
community meetings

Published Summary

Appropriate for:

Board meetings
committee decisions
security-governed technical work

Controlled Record

Appropriate for:

Personnel
litigation
incidents
held-out tasks
sensitive system access

44.4 Transparency Is Not Data Dumping

Disclosure should be:

Timely
organized
understandable
complete enough for accountability
linked to current status

44.5 Delayed Disclosure

Delay may be justified for:

Security
negotiation
personal privacy
responsible disclosure
active investigation

The reason and review date should be recorded.

44.6 Transparency Review

The TRANSPARENCY_FRAMEWORK.md should define detailed disclosure classes.

45. Confidentiality Governance

45.1 Legitimate Confidentiality

Confidentiality may protect:

Held-out evaluation material
vulnerabilities
model access
personal information
personnel matters
contracts
active investigations
legal privilege
national-security information

45.2 Classification Levels

Public
controlled
confidential
restricted
highly restricted

45.3 Classification Owner

Every protected record should have an owner.

45.4 Minimum Record

Record:

Information
classification
rationale
authority
authorized roles
retention
review date
release condition
incident response

45.5 Overclassification

Overclassification can:

Conceal error
block participation
reduce legitimacy
prevent replication
preserve obsolete restrictions

45.6 Underclassification

Underclassification can:

Compromise tests
expose vulnerabilities
violate privacy
create harm
breach agreements

45.7 Independent Review

Consequential conclusions based on nonpublic evidence should receive qualified independent review.

45.8 Confidentiality Agreement

An agreement should not prevent:

Lawful reporting
whistleblowing
correction of public misinformation
reporting serious risk to authorized channels

subject to applicable law.

45.9 Release Review

Protected information should be reviewed for:

Release
redaction
continued protection
destruction
archival access

46. Records Governance

46.1 Records Principle

A decision that cannot be reconstructed cannot be governed credibly.

46.2 Required Records

Maintain:

Governing documents
resolutions
minutes
delegations
conflict disclosures
recusals
votes
dissent
standards comments
evaluation decisions
appeals
complaints
funding agreements
security classifications
incidents
corrections
versions

46.3 Record Owner

Every record class should have an owner.

46.4 Retention

Retention should consider:

Legal requirements
institutional memory
evidence
privacy
security
appeals
historical value

46.5 Destruction

Destruction should be:

Authorized
documented
suspended during legal hold or investigation
consistent with security and privacy

46.6 Version Control

Material governance documents should use controlled versioning.

46.7 Authenticity

High-consequence records may use:

Signatures
hashes
immutable logs
trusted repositories

46.8 Access

Access should follow role and classification.

46.9 Public Archive

Superseded public governance records should remain discoverable.

46.10 Records Incident

Loss, tampering, or unauthorized disclosure may invalidate decisions and trigger review.

47. Public Communications Governance

47.1 Authorized Speakers

Define who may speak for Standards Body.

47.2 Personal Capacity

Board members, advisors, contributors, and staff should distinguish personal statements from institutional statements.

47.3 Public Claims Review

Material claims concerning:

Authority
standards status
evaluation findings
safety
certification
accreditation
international status
partnerships

should receive appropriate review.

47.4 No Implied Endorsement

Use of logos, names, members, partners, or advisors should not imply broader endorsement.

47.5 Crisis Communications

Crisis statements should be:

Accurate
timely
evidence-bounded
coordinated with security and legal review
corrected when necessary

47.6 Publication Ownership

The responsible institutional body should own each public output.

47.7 Media Independence

Media pressure should not accelerate a finding beyond evidence.

48. Complaints Governance

48.1 Complaint Scope

Complaints may concern:

Process
conduct
conflicts
evaluation
standards participation
membership
security
retaliation
misleading claims
accessibility
registry status
service quality

48.2 Intake

Provide accessible channels.

48.3 Triage

Classify:

Informational
service
procedural
integrity
security
legal
urgent

48.4 Independence

A complaint should not be investigated solely by the person or team complained about.

48.5 Procedure

Acknowledge.
assess jurisdiction.
preserve evidence.
screen conflicts.
investigate.
permit response.
decide.
communicate outcome.
offer appeal.
monitor corrective action.

48.6 Anonymous Complaints

Anonymous complaints may be reviewed when sufficiently specific and credible.

48.7 Bad-Faith Complaints

Bad-faith or harassing complaints may be restricted through documented process.

48.8 Complaint Metrics

Track:

Volume
type
response time
substantiation
corrective action
recurrence
appeal

49. Appeals Governance

49.1 Appeal Eligibility

An appeal should require a defined decision and eligible ground.

49.2 Grounds

Authority error
procedural error
factual error
conflict
unequal treatment
unreasonable conclusion
new material evidence
insufficient access
failure to address substantial objection

49.3 Filing

State:

Decision
grounds
evidence
requested remedy
timing

49.4 Interim Relief

The Appeals Panel may suspend a decision when:

Irreparable harm is plausible
the appeal has a credible basis
suspension is proportionate

49.5 Review Standard

The framework should define whether review is:

De novo
substantial evidence
procedural
abuse of authority
mixed

49.6 Hearing

A hearing may be written, oral, or mixed.

49.7 Decision

The Panel should provide reasons.

49.8 Publication

Publish outcomes proportionately.

49.9 Frivolous Repetition

Repeated appeals without new grounds may be dismissed.

49.10 Systemic Learning

Appeals should update governance and standards when they reveal recurring problems.

50. Correction, Withdrawal, and Institutional Error

50.1 Correction Duty

Standards Body has a duty to correct material error.

50.2 Correction Sources

Corrections may arise from:

Internal discovery
complaint
appeal
replication
incident
source update
legal change
external criticism

50.3 Correction Classes

Editorial
minor factual
material factual
methodological
status
governance
withdrawal
supersession

50.4 Approval

The body responsible for the original decision should ordinarily approve correction.

If conflicted or unwilling, the Appeals Panel or higher authority may act within its mandate.

50.5 No Silent Change

Material public changes should preserve the original record.

50.6 Propagation

Correction should update:

Website
registry
standards
protocols
reports
partnership claims
dependent decisions

50.7 Withdrawal

Withdraw when the work should no longer support the claim or decision.

50.8 Governance Error

A technically correct output may require correction if the process was invalid.

50.9 Correction Review

Review whether the error reveals a systemic governance problem.

51. Whistleblowing and Nonretaliation

51.1 Purpose

Whistleblowing provides a channel for reporting serious concerns that ordinary management may not address.

51.2 Protected Concerns

Fraud
corruption
evidence manipulation
safety concealment
security breach
unlawful conduct
retaliation
conflicts
misuse of authority
standards manipulation
financial misconduct

51.3 Reporting Channels

Provide:

Management channel
Ethics Committee channel
Board or Audit Committee channel
independent external channel where appropriate

51.4 Confidentiality

Protect identity to the degree possible and lawful.

51.5 Nonretaliation

Prohibit retaliation against good-faith reporters and participating witnesses.

51.6 False Reports

Knowingly false reports may be misconduct.

A complaint that is not substantiated is not automatically false or bad faith.

51.7 Board Reporting

Material whistleblower matters should be reported to an independent board committee.

51.8 External Reporting

Nothing should improperly restrict lawful reporting to authorities.

52. Ethics and Conduct Governance

52.1 Code of Conduct

Adopt a code covering:

Integrity
respect
accuracy
confidentiality
conflicts
harassment
discrimination
retaliation
evidence
misuse of affiliation
responsible disclosure

52.2 Applicability

Apply to:

Directors
staff
members
contributors
reviewers
evaluators
event participants
working-group participants

52.3 Enforcement

Use proportionate outcomes:

Guidance
warning
training
role limitation
removal
suspension
termination
referral

52.4 Procedural Fairness

Conduct enforcement should include:

Notice
evidence
response
conflict-free decision
appeal

52.5 Power Imbalance

Special care is required where the complainant depends on the institution for:

Employment
funding
publication
model access
professional recognition
participation

53. Security Governance

53.1 Security Accountability

The board retains ultimate oversight.

The executive and security leadership manage operations.

53.2 Security Risk Register

Track:

Cyber risk
insider risk
task compromise
model access
data breach
physical risk
vendor risk
continuity
dangerous publication
geopolitical risk

53.3 Security-by-Design

Security review should occur at project initiation.

53.4 Access Governance

Access should be:

Role-based
least-privilege
approved
logged
reviewed
revoked promptly

53.5 Vendor Security

Assess vendors handling:

Cloud services
code
model access
task banks
personal data
communications
payments

53.6 Security Incident

An incident should trigger:

Containment
evidence preservation
authority notification
impact assessment
result-status review
correction
public notice where appropriate
independent review

53.7 Security Exception

Exceptions require:

Justification
risk owner
compensating controls
expiration
approval

53.8 Annual Security Review

Conduct internal and external security review proportionate to risk.

54. Emergency Governance

54.1 Emergency Definition

An emergency is an immediate condition that threatens:

Human safety
serious public harm
evaluation integrity
protected information
institutional continuity
legal compliance

54.2 Emergency Actors

Define which officers or committees may act.

54.3 Permitted Temporary Actions

Suspend access
preserve records
isolate systems
delay publication
warn affected parties
suspend protocol or registry status
authorize emergency expenditure
convene emergency review

54.4 Prohibited Permanent Actions

Emergency authority may not permanently:

Change mission
amend bylaws
create certification or accreditation powers
dissolve the institution
remove appeal
transfer core assets
entrench leadership
adopt a permanent standard

54.5 Duration

Emergency actions should expire automatically unless renewed through ordinary governance.

54.6 Review

After immediate risk:

Review authority
evidence
proportionality
impact
errors
corrective action
public disclosure

54.7 Abuse

Abuse of emergency authority is a serious governance violation.

55. Incident Governance

55.1 Institutional Incidents

Governance incidents include:

Conflict failure
process manipulation
financial irregularity
standards compromise
evaluation compromise
retaliation
security breach
registry error
false public claim
leadership misconduct

55.2 Incident Owner

Assign an owner independent of implicated persons.

55.3 Severity

Classify:

Minor
limited
material
serious
critical

55.4 Board Notification

Serious and critical incidents should be reported promptly to the board.

55.5 Root Cause

Investigate:

Immediate failure
contributing conditions
governance weakness
incentives
culture
oversight
recurrence

55.6 Corrective Action

Track to verification.

55.7 Public Learning

Publish safe lessons and corrections.

55.8 Incident Registry

Maintain a governance-incident register.

56. Partnership Governance

56.1 Partnership Authority

The board approves major or authority-shaping partnerships.

The executive may approve ordinary partnerships within delegation.

56.2 Review Criteria

Mission
role
authority
funding
conflict
public claims
security
data
intellectual property
publication
exit
international implications

56.3 Partnership Classification

Research
standards
evaluation
government
international
assurance
funding
infrastructure
public-interest

56.4 No Implied Endorsement

Agreements should control use of names and marks.

56.5 Exclusive Partnership

Exclusive relationships require enhanced review.

56.6 Government Partnership

State clearly whether the relationship is:

Research
advisory
contractual
recognized
delegated
regulatory

56.7 Exit

Allow termination for:

Interference
misconduct
mission conflict
security failure
misleading claims
legal change

56.8 Partnership Record

Publish a summary of material partnerships.

57. International Governance

57.1 International Participation

International governance should be based on meaningful influence, not symbolic inclusion.

57.2 Regional Balance

Track:

Board geography
council geography
working-group participation
funding
leadership
language
project distribution

57.3 National Delegations

Standards Body should not treat an individual as an official national delegate without authorization.

57.4 Liaisons

Liaison roles should define:

Institution
mandate
information rights
confidentiality
nonvoting or voting status
reporting

57.5 International Decisions

Cross-border recognition and interoperability decisions should include:

Jurisdiction
purpose
scope
legal effect
evidence
conditions
reservations
review

57.6 Geopolitical Conflict

The institution should preserve technical cooperation where responsible while respecting:

Law
sanctions
security
human rights
export controls
public duties

57.7 One-Country Control

No country should obtain control through:

Board seats
funding
hosting
legal registration
security access
standards voting

57.8 International Transition

Claiming international institutional status requires evidence of durable, cross-regional governance and participation.

58. Registry Governance

58.1 Registry Authority

Each registry should have:

Owner
scope
data standard
status rules
correction
appeal
security
continuity plan

58.2 Record Status

Use:

Proposed
active
conditional
suspended
expired
withdrawn
superseded
archived

58.3 Listing Criteria

Listing should not be confused with endorsement.

58.4 Status Change

Status changes require:

Authority
evidence
notice
response
record
appeal where material

58.5 Machine-Readable Governance

Registry records should support version and provenance.

58.6 Registry Continuity

Maintain backup, succession, and transfer plans.

58.7 Public Availability

Public status and scope should be freely accessible.

59. Marks, Names, and Institutional Claims

59.1 Mark Governance

Any future institutional mark should have:

Defined meaning
eligibility
scope
duration
surveillance
misuse rules
withdrawal
registry

59.2 Membership Mark

A membership mark should state membership only.

59.3 Standards-Conformance Mark

Should not be created before a mature conformity scheme.

59.4 Safety Mark

A broad safe-AI mark should not be created.

59.5 Partner Use

Partners may describe the relationship accurately.

59.6 Misuse

The institution may require correction or cessation of misleading use.

59.7 Public Claim Review

The public should be able to verify marks and status through a registry.

60. Enterprise Risk Governance

60.1 Risk Responsibility

The Governing Board approves the institutional risk framework and risk appetite.

The Executive Secretariat manages risk.

The Finance, Audit, and Risk Committee oversees.

60.3 Risk Register

Record:

Risk
cause
consequence
likelihood
controls
owner
residual risk
action
trigger
review

60.4 Risk Appetite

The institution may accept limited operational risk to advance research and public benefit.

It should have low tolerance for:

Misrepresentation of authority
evidence manipulation
pay-to-play recognition
retaliation
serious security negligence
undisclosed controlling conflicts
misuse of protected information
false certification or accreditation claims

60.5 Emerging Risk

Councils and staff should be able to escalate emerging institutional risks.

60.6 Risk Reporting

Serious risk should be reported directly to the board.

60.7 Risk Acceptance

High residual risk should be accepted only by the authorized body.

60.8 Risk Review

Review after:

Incident
major partnership
institutional transition
legal change
new technical function
significant funding change

61. Internal Audit and External Review

61.1 Internal Audit Purpose

Internal audit evaluates whether governance, risk, and controls operate as intended.

61.2 Independence

Internal audit should report functionally to the Finance, Audit, and Risk Committee.

61.3 Audit Scope

Board governance
delegations
conflicts
funding
procurement
standards process
evaluation process
security
records
complaints
appeals
partnerships
registries
public claims

61.4 Audit Plan

Use a risk-based annual plan.

61.5 Audit Finding

Record:

Criteria
condition
evidence
risk
cause
recommendation
owner
deadline
verification

61.6 Management Response

Management should respond without controlling the finding.

61.7 External Governance Review

Commission periodic independent governance review.

Recommended cadence:

Within two years of legal formation
before transition into formal standards status
every three years during institutionalization
every five years at maturity
after a critical governance failure

61.8 Public Summary

Publish a summary of material external findings and corrective actions.

61.9 Auditor Selection

Review:

Competence
independence
conflicts
scope
access
publication rights

62. Governance Performance

62.1 Performance Question

Governance should be evaluated by whether it improves mission achievement, decision quality, integrity, and public accountability.

62.2 Board Metrics

Attendance
preparation
conflict compliance
competence coverage
succession
decision quality
executive oversight
corrective-action completion

62.3 Participation Metrics

Stakeholder diversity
regional distribution
access support
comment influence
withdrawal
unresolved barriers
affected-party participation

62.4 Standards Metrics

Process compliance
comment disposition
consensus quality
appeal rate
revision speed
implementation burden
external adoption
retirement

62.5 Evaluation Governance Metrics

Conflict controls
independent review
result corrections
protocol suspensions
access sufficiency
appeal outcomes
result expiration compliance

62.6 Financial Metrics

Funding concentration
unrestricted revenue
reserves
audit findings
related-party transactions
budget variance
service dependence

62.7 Integrity Metrics

Disclosure completion
recusals
complaints
retaliation findings
correction time
whistleblower resolution

62.8 Security Metrics

Access reviews
incidents
compromise rate
remediation
recovery testing
vendor findings

62.9 Governance Outcome

Avoid treating low complaint or appeal volume as automatic success.

It may reflect trust, or it may reflect inaccessible processes.

62.10 Annual Governance Report

Publish:

Governing-body activity
membership changes
conflicts
funding
standards and evaluation governance
complaints
appeals
corrections
security summary
performance
independent-review findings
planned improvements

63. Board and Committee Evaluation

63.1 Annual Self-Assessment

Evaluate:

Purpose
composition
meetings
information
challenge
conflicts
culture
executive oversight
strategy
succession

63.2 Individual Director Review

Review:

Attendance
preparation
contribution
conduct
conflicts
competence
continuing education

63.3 Committee Review

Each committee should assess:

Mandate
workload
composition
access
decisions
overlap
outcomes

63.4 External Assessment

Periodic external assessment should test whether internal self-evaluation is credible.

63.5 Corrective Action

Evaluation may result in:

Training
charter change
composition change
chair change
process change
director nonrenewal
role transfer

64. Governance Education

64.1 Board Orientation

New directors should receive:

Mission
identity
authority limits
fiduciary duties
governance architecture
finances
conflicts
security
standards and evaluation functions
current risks
canonical files

64.2 Continuing Education

Provide ongoing education concerning:

Frontier AI
evaluation science
standards
conformity assessment
public-interest governance
legal duties
security
international developments

64.3 Committee Training

Members should understand their specific authority and limits.

64.4 Contributor Orientation

Participants should understand:

Process
conduct
conflicts
confidentiality
decision rights
dissent
public claims

64.5 Evaluation of Training

Measure whether training improves decisions and compliance.

65. Succession and Continuity

65.1 Leadership Succession

Maintain plans for:

Chief executive
board chair
committee chairs
research leadership
standards leadership
security leadership
registry custody

65.2 Key-Person Risk

No critical function should depend on one person.

65.3 Canonical Assets

The institution should control:

Domains
repositories
canonical documents
records
protocol identifiers
registries
marks
keys and credentials

65.4 Access Continuity

Use:

Multiple authorized custodians
emergency access
secure backups
documented recovery
periodic tests

65.5 Departure

Departing personnel should:

Transfer records
return assets
lose access promptly
preserve confidentiality
disclose unresolved matters

65.6 Founder Transition

Before legal or institutional maturity:

Transfer canonical assets to the institution
define founder role
remove permanent special rights
document institutional ownership
create successor leadership

65.7 Continuity Event

After unexpected loss of leadership, a designated interim authority should operate within narrow delegated powers.

66. Amendment Governance

66.1 Amendment Classes

Editorial

No change in meaning.

Operational

Changes a procedure within existing authority.

Material

Changes decision rights, conflicts, participation, transparency, or committee mandate.

Constitutional

Changes mission, authority, board control, appeals, institutional form, certification, accreditation, merger, or dissolution.

66.2 Proposal

An amendment proposal should identify:

Current text
proposed text
reason
evidence
affected bodies
transition
risks
public effect

66.3 Review

Material and constitutional amendments should receive:

Governance review
legal review
conflict review
public-interest review
public comment where appropriate

66.4 Approval

Operational amendment, authorized body
material amendment, board supermajority
constitutional amendment, enhanced supermajority and any legal or member approval

66.5 Emergency Amendment

Emergency action may create a temporary procedure.

Permanent amendment should follow normal process.

66.6 Version

Publish the new version and preserve the old version.

67. Institutional Transition Governance

67.1 Transition Principle

Standards Body should not assume a more authoritative role merely because it desires greater impact.

67.2 Transition Decisions

Transitions include:

Project to legal organization
research organization to protocol steward
protocol steward to standards-development organization
standards organization to assurance-scheme owner
creation of certification function
creation of accreditation function
acceptance of government delegation
international institutional transformation

67.3 Transition Evidence

Require:

Public-interest need
competence
governance
legal authority
financial sustainability
security
independence
participation
external review
alternatives
failure plan

67.4 Transition Procedure

Publish proposal.
obtain specialist reviews.
disclose conflicts.
conduct public consultation.
obtain independent governance review.
approve through enhanced board vote.
amend PROJECT_IDENTITY.md.
update public claims.
monitor transition.
review after implementation.

67.5 No Automatic Transition

The institution may determine that:

Another organization should perform the role
a network model is preferable
the science is immature
the market lacks evaluator capacity
authority would create unacceptable conflict

67.6 Reversal

A new function should have suspension and exit criteria.

68. Merger, Transfer, and Dissolution Governance

68.1 Merger

A merger requires:

Mission compatibility
asset protection
authority analysis
governance analysis
staff and stakeholder impact
public-interest review
independent legal review
board supermajority

68.2 Function Transfer

A function may be transferred when another institution can perform it better or more credibly.

68.3 Asset Transfer

Mission assets should transfer only to a compatible public-interest organization where required by law and charter.

68.4 Dissolution Grounds

Insolvency
legal impossibility
mission impossibility
sustained governance failure
merger
obsolescence
decision that functions are better housed elsewhere

68.5 Dissolution Process

Independent review
legal compliance
board supermajority
any required member or regulator approval
creditor protection
asset transfer
record preservation
public notice

68.6 Record Archive

Preserve:

Standards
version history
corrections
public decisions
research
institutional lessons
status of registries

69. Governance Maturity Model

Level 0: Personal Control

Characteristics:

Founder decisions
informal authority
incomplete records
no independent review
no conflict system

Level 1: Documented Project Governance

Characteristics:

Identity
decision owner
version control
public authority limits
basic conflict disclosure
correction

Level 2: Governed Organization

Characteristics:

Legal entity
accountable board
bylaws
committees
financial controls
staff policies
complaints
security

Level 3: Multi-Body Technical Governance

Characteristics:

Scientific Council
Standards Council
public-interest review
independent appeals
working-group charters
public decision records
external review

Level 4: Mature Standards and Infrastructure Governance

Characteristics:

Balanced standards process
audited funding independence
robust security
international participation
functioning registries
measurable outcomes
regular external governance evaluation

Level 5: Adaptive Polycentric Governance

Characteristics:

Distributed implementation
interoperable recognition
regional influence
continuous governance evaluation
institutional correction
function transfer
durable succession
demonstrated public legitimacy

69.1 Maturity Rule

Governance maturity depends on actual practice.

A detailed governance document does not create mature governance by itself.

70. Consolidated Governance Failure Modes

70.1 Founder Capture

The founder remains the permanent decision authority.

Control:

Term limits
no veto
institutional asset ownership
succession
independent board

70.2 Board Capture

One constituency controls the board.

Control:

Seat limits
independence targets
transparent appointments
external review

70.3 Executive Capture

Staff leadership dominates nominal oversight.

Control:

Board information rights
executive sessions
internal audit
whistleblower channels
reserved matters

70.4 Donor Capture

Funding controls priorities or findings.

Control:

Concentration targets
prohibited conditions
public disclosure
reserves

70.5 Developer Capture

Developers control standards or evaluation conclusions.

Control:

Balanced participation
independent review
role separation
public-interest review

70.6 Evaluator Capture

Commercial evaluators shape competence rules to exclude rivals or sell services.

Control:

Diverse participation
proficiency evidence
competition review
external accreditation relationships

70.7 Government Capture

One government controls a purportedly international institution.

Control:

Funding diversity
cross-regional governance
publication independence
explicit mandate

70.8 Committee Theater

Committees exist without authority or output.

Control:

Charters
performance
records
sunset

70.9 Public-Interest Theater

Affected parties are consulted without influence.

Control:

Early participation
comment disposition
reconsideration rights
support funding

70.10 Consensus Theater

A vote is labeled consensus while substantial objections are ignored.

Control:

Objection records
independent process review
minority reports

70.11 Confidentiality Capture

Sensitive status conceals weak evidence or conflict.

Control:

Classification review
independent access
public minimum
appeal

70.12 Transparency Failure

Disclosure exposes sensitive information or overwhelms users.

Control:

Structured transparency
redaction
responsible timing
clear summaries

70.13 Appeals Illusion

Appeals are controlled by the original decision maker.

Control:

Independent Panel
direct access
separate budget
reasoned decisions

70.14 Records Failure

Decisions cannot be reconstructed.

Control:

Mandatory records
version control
retention
audit

70.15 Emergency Entrenchment

Temporary power becomes permanent.

Control:

Automatic expiration
prohibited actions
post-event review

70.16 Mission Drift

Revenue or political activity displaces core purpose.

Control:

Mission review
program portfolio
board duty
funding policy
dissolution option

70.17 Governance Overload

Process becomes too heavy for timely technical work.

Control:

Proportionality
delegation
risk tiers
provisional outputs
defined timelines

70.18 Governance Underload

High-consequence work receives informal approval.

Control:

Decision classification
mandatory review
reserved matters
audit

70.19 Competence Failure

Decision makers lack relevant expertise.

Control:

Competence matrix
specialist councils
external experts
training
recusal for lack of competence where necessary

70.20 Institutional Permanence

The institution preserves itself after losing value.

Control:

External evaluation
sunset
transfer
merger
dissolution

71. Serious Objections and Responses

Objection 1: The framework is too complex for an early project

The complete framework describes a mature institution.

Present-stage governance should apply proportionately.

The alternative is not no governance.

It is undocumented personal power.

Objection 2: Strong board independence will reduce technical access

Developer and evaluator participation remains necessary.

Control limits prevent dominance rather than exclusion.

Objection 3: Multistakeholder governance slows decisions

It can.

Use risk tiers, delegation, provisional outputs, and defined timelines.

Speed should not eliminate legitimacy for consequential work.

Objection 4: Public-interest councils will politicize technical standards

Technical choices already distribute benefits, burdens, and authority.

Public-interest review makes those effects visible without replacing technical competence.

Objection 5: Consensus enables obstruction

Consensus should not require unanimity.

Bad-faith obstruction can be managed through procedure.

Material dissent should still be preserved.

Objection 6: Confidential work cannot support transparent governance

Exact evidence may remain restricted.

Governance, reviewer identity, scope, limitations, status, and appeal can remain visible.

Objection 7: An independent appeals body will undermine management

A bounded appeal function improves authority by correcting error.

It should not manage ordinary operations.

Objection 8: Funding concentration targets are unrealistic during formation

Temporary concentration may be unavoidable.

The exception should be transparent, governed, and accompanied by diversification.

Objection 9: Founder protections are needed to preserve mission

Mission should be protected through charter, board duties, independent governance, and public accountability.

Permanent founder control creates its own mission risk.

Objection 10: A private institution cannot represent the public interest

It cannot represent the public as a whole.

It can create public-interest review, affected-party participation, transparent reasoning, and bounded claims.

72. Governance Implementation Pathway

Phase 1: Present-Stage Controls

Adopt this framework
maintain material decision records
publish authority limits
disclose material conflicts and funding
create correction and complaint channels
use external review

Phase 2: Formation Governance

Draft charter and bylaws
complete legal analysis
create board competence matrix
establish nomination process
transfer canonical assets
adopt core policies

Phase 3: Initial Board and Executive Governance

Appoint founding board
establish term limits
create committees
appoint executive
establish financial controls
create board calendar
create delegation register

Phase 4: Technical Governance

Establish Scientific and Evaluation Council
establish Standards Council
establish Public Interest and Rights Council
charter working groups
adopt standards procedure

Phase 5: Integrity and Review Governance

Establish Ethics Committee
establish Security Committee
establish independent Appeals Panel
establish whistleblower channel
conduct governance audit

Phase 6: Participatory Governance

Launch Contributor and Community Assembly
create member structure
fund participation
publish comment and proposal systems

Phase 7: International Governance

Establish International Coordination Forum
develop regional participation
translate core governance sources
test cross-border decision procedures

Phase 8: Institutional Review

Commission external review
publish findings
correct weaknesses
decide readiness for standards-development transition

73. Governance Scorecard

Dimension	Core question
Mission	Does governance protect the stated mission?
Authority	Is every power bounded and accurately described?
Hierarchy	Are governing sources ordered and controlled?
Board	Is the board competent, independent, plural, and accountable?
Founder	Is permanent founder control prevented?
Executive	Is management authority delegated and supervised?
Separation	Are conflicting functions separated?
Councils	Do technical and public-interest bodies have real mandates?
Committees	Are integrity, security, finance, and nominations governed?
Appeals	Are eligible decisions reviewed independently?
Participation	Can affected and under-resourced actors influence work?
Membership	Does membership avoid pay-to-govern control?
Decisions	Are authority, evidence, reasons, dissent, and review recorded?
Consensus	Are substantial objections genuinely addressed?
Conflicts	Are conflicts disclosed, assessed, and controlled?
Independence	Is role-specific independence sufficient?
Funding	Can funders influence findings or standards improperly?
Finance	Are assets, budgets, procurement, and reserves controlled?
Research	Is research governed by method, ethics, and security?
Standards	Is standards work balanced, open, and appealable?
Evaluation	Are protocol, evaluator, sponsor, and result roles controlled?
Assurance	Are evaluation, certification, accreditation, and recognition distinct?
Transparency	Is governance visible and understandable?
Confidentiality	Is protected information governed and reviewable?
Records	Can decisions be reconstructed?
Complaints	Are complaints accessible and independently reviewed?
Whistleblowing	Are reporters protected?
Security	Are protected systems and evidence controlled?
Emergency	Are emergency powers narrow and temporary?
Partnerships	Are authority, funding, claims, and exit governed?
International	Is international participation meaningful and nonhegemonic?
Risk	Are institutional risks owned and monitored?
Audit	Is governance independently evaluated?
Succession	Can the institution survive key-person loss?
Transition	Are authority expansions evidence-based and reversible?
Dissolution	Can functions and assets be transferred responsibly?

73.1 Critical Failures

The following normally prevent Standards Body from operating as a credible formal standards institution:

Permanent founder veto
One constituency controlling the board
Funder control of findings
No conflict process
No independent appeals
No standards-process records
No security for protected evidence
No correction process
Certification or accreditation claims without authority
Membership purchasing recognition
Executive control of board appointments
Inability to reconstruct decisions
No succession or asset control
No external governance review
Public claims exceeding legal or institutional authority

73.2 No Composite Score

Do not average the scorecard into one overall number.

A critical governance failure should remain decisive.

74. Governance Body Charter Template

Body name:
Body type:
Parent authority:
Version:
Effective date:
Review date:

Purpose

Authority

Limits

Responsibilities

Reserved Matters

Composition

Competence Requirements

Independence Requirements

Appointment

Terms

Chair and Officers

Quorum

Decision Method

Conflicts and Recusal

Records and Transparency

Confidentiality

Reporting

Appeals

Performance Review

Amendment

Sunset or Dissolution

75. Board Competence and Independence Matrix

Seat	Competence	Constituency perspective	Current affiliation	Material relationships	Independence status	Term	Committee roles
1
2
3

Coverage Review

Frontier AI and evaluation:
Standards and conformity assessment:
Governance and nonprofit stewardship:
Public interest and rights:
Law and public institutions:
Finance and audit:
Security:
International and regional experience:

Control Review

Largest constituency share:
Developer and provider share:
Evaluator and assurance-provider share:
Independent-director share:
Largest funder relationship:
Founder status:
Identified gaps:

76. Board Nomination Record Template

Candidate:
Proposed seat:
Nominator:
Date:

Competence

Mission Alignment

Governance Experience

Institutional Affiliations

Financial and Professional Relationships

Current and Recent Conflicts

Independence Assessment

Constituency Classification

Geographic and Perspective Contribution

Time Capacity

Security Considerations

Public Information

Interview Findings

References and Due Diligence

Appointment Recommendation

Term

Conditions

77. Annual Conflict Disclosure Template

Name:
Role:
Reporting period:

Disclose relevant:

Employment and Offices

Board and Advisory Roles

Ownership and Investments

Consulting and Client Relationships

Funding and Grants

Intellectual Property

Research and Standards Interests

Family and Close Personal Relationships

Political or Government Roles

Litigation or Disputes

Model, Data, or Infrastructure Access Dependencies

Other Interests

Certification:
I have disclosed interests reasonably relevant to my Standards Body role and will disclose material changes when they arise.

Signature:
Date:

78. Matter-Specific Conflict Assessment Template

Matter:
Person:
Role in decision:
Reviewer:
Date:

Interest

Relationship to Matter

Materiality

Public Perception

Necessity of Expertise

Available Controls

Decision

No material conflict
disclosure
role limitation
discussion recusal
voting recusal
information restriction
independent review
replacement
relationship rejection

Conditions

Appeal

Review Date

79. Delegation of Authority Record

Delegation ID:
Delegating body:
Delegate:
Effective date:
Expiration or review date:

Authority Delegated

Excluded Authority

Financial Limit

Conditions

Required Consultation

Conflict Rules

Reporting

Records

Subdelegation

Emergency Use

Revocation

Approval

80. Material Decision Record Template

Decision ID:
Decision class:
Decision owner:
Date:
Status:

Question

Authority

Proposal

Scope

Evidence Standard

Evidence Reviewed

Consultation

Conflicts and Recusals

Options

Consequences of Error

Decision

Reasons

Conditions

Dissent

Public Record

Confidential Record

Appeal

Effective Date

Expiration or Review

Responsible Actions

81. Substantial Objection Record Template

Project or decision:
Objector:
Affiliation or interest:
Date:

Objection

Evidence

Materiality

Responsible Body Response

Changes Made

Unresolved Elements

Final Status

Resolved
partly resolved
preserved dissent
rejected with reasons
outside scope

Publication

82. Governance Meeting Record Template

Body:
Date:
Location or platform:
Chair:
Secretary:

Attendance

Quorum

Conflicts and Recusals

Agenda

Evidence and Materials

Deliberation Summary

Decisions

Votes

Dissent

Actions and Owners

Deadlines

Confidential Items

Public Summary

Approval of Record

83. Funding Acceptance Review Template

Funding source:
Amount or value:
Period:
Purpose:
Reviewer:

Mission Fit

Restrictions

Control Rights

Publication Rights

Standards or Evaluation Relationship

Board or Appointment Rights

Concentration Effect

Related Parties

Political and Reputational Risk

Security and Data Conditions

Exit and Termination

Independence Safeguards

Public Disclosure

Decision

Accept
accept with conditions
defer
reject

Review Date

84. Complaint Record Template

Complaint ID:
Complainant:
Confidentiality request:
Date received:
Subject:

Allegation

Jurisdiction

Severity

Conflicts

Evidence

Interim Action

Investigation

Respondent Response

Finding

Corrective Action

Communication

Appeal

Closure Date

Systemic Lessons

85. Appeal Record Template

Appeal ID:
Decision appealed:
Appellant:
Date:

Eligible Ground

Requested Remedy

Evidence

Interim Relief

Original Decision Record

Panel Members and Conflicts

Review Standard

Hearing or Submissions

Findings

Decision

Affirm
modify
remand
suspend
reverse
outside jurisdiction

Reasons

Public Record

Effective Date

Systemic Recommendation

86. Emergency Decision Template

Emergency ID:
Trigger:
Date and time:
Decision maker:
Authority:

Immediate Risk

Evidence Available

Action

Affected Systems, Records, or Rights

Proportionality

Alternatives

Duration

Notification

Review Body

Review Deadline

Public Notice

Termination

Corrective Actions

87. Governance Risk Register Template

Risk	Category	Cause	Consequence	Likelihood	Existing controls	Residual risk	Owner	Action	Trigger	Review

88. Governance Transition Review Template

Current institutional stage:
Proposed stage:
Decision owner:
Date:

New Function or Authority

Public-Interest Need

Alternatives

Evidence of Competence

Board and Council Readiness

Independence

Funding

Legal Authority

Security

Participation

International Implications

Conflicts

Failure and Exit Plan

Independent Review

Public Comment

Decision

Approve
pilot
approve with conditions
defer
reject

Required Amendments

Monitoring

Review Date

89. Annual Governance Report Template

Institutional Status

Governing Bodies

Appointments and Terms

Board and Committee Activity

Mission and Strategy

Standards Governance

Evaluation Governance

Research Governance

Public-Interest Participation

International Participation

Conflicts and Recusals

Funding and Concentration

Financial Audit

Security and Incidents

Complaints

Appeals

Corrections and Withdrawals

Whistleblower Matters

Governance Performance

External Review

Material Risks

Planned Improvements

90. Canonical Standards Body Governance Positions

Standards Body adopts the following working positions.

Governance is part of technical and institutional validity.
Every important power should have a defined owner and boundary.
Applicable law and the institutional charter govern above internal policy.
PROJECT_IDENTITY.md governs present mission, status, and authority.
Lower-level decisions may not silently override higher-level governance sources.
Standards Body should not become one unitary authority for research, standards, evaluation, certification, accreditation, enforcement, and appeals.
Governing bodies should exercise the function assigned to them and no more.
The Governing Board protects mission, fiduciary integrity, strategy, leadership, and institutional risk.
The board should not substitute itself for qualified technical review.
The chief executive should not chair the Governing Board.
The chief executive should operate under written delegation.
Reserved constitutional and fiduciary matters should remain with the board.
No single constituency should control one third or more of mature board voting seats.
At least two thirds of mature board directors should ordinarily be independent of organizations directly subject to active Standards Body work.
Funding should not create automatic board seats.
The founder should not hold a permanent board seat, veto, appointment right, or amendment right.
Board terms should be staggered and limited.
Directors should be selected through competence, integrity, independence, and perspective review.
Directors should not be described as representing a constituency without a legitimate mandate.
Every council and committee should have a written charter.
Advisory bodies should not be presented as governing bodies.
The Scientific and Evaluation Council should govern technical quality within scope.
The Standards Council should govern the standards process within delegated authority.
The Public Interest and Rights Council should possess meaningful reconsideration and review functions.
The International Coordination Forum should support participation and interoperability without claiming intergovernmental authority.
The Ethics, Integrity, and Conflicts Committee should have independent access to the board.
The Security and Confidentiality Committee should protect evidence without suppressing valid criticism.
The Finance, Audit, and Risk Committee should oversee funding concentration and institutional independence.
Eligible appeals should be decided independently of original decision makers.
The Contributor and Community Assembly should create real proposal and accountability pathways.
Working groups should be chartered, balanced, recorded, and time-limited.
Membership should create participation, not purchased authority.
Membership should not imply endorsement, certification, accreditation, or approval.
Participation should begin early enough to affect the question and design.
Affected-party consultation should not be treated as democratic authority.
Consensus is broad agreement after addressing substantial objections, not unanimity or silence.
Majority vote should not be mislabeled consensus.
Material dissent should remain visible.
Technical deadlock should not be resolved by unsupported board declaration.
Conflicts should be assessed by materiality and role, not disclosure alone.
No person should decide their own compensation, complaint, appeal, evaluation, certification, accreditation, or material private transaction.
External status does not establish independence.
Independence should be assessed across organizational, financial, methodological, informational, operational, publication, intellectual, political, and security dimensions.
Funding is a governance system.
Result-dependent funding is prohibited.
Funders should not select reviewers or control findings.
Funding concentration should decline as the institution matures.
Financial reserves should support continuity and publication independence.
Material related-party transactions require unconflicted approval and documentation.
Core governance information should be public.
Confidentiality should be justified, scoped, reviewable, and time-bounded where possible.
Consequential public claims based on nonpublic evidence require qualified independent review.
Governance records should allow reconstruction of decisions.
Material public errors should not be corrected silently.
Complaints should be accessible and conflict-free.
Good-faith whistleblowers should be protected from retaliation within institutional control.
A complaint that is not substantiated is not automatically bad faith.
Security exceptions should be documented and expire.
Emergency authority should be narrow, temporary, and reviewed.
Emergency authority should not permanently change mission, authority, appeals, leadership, or asset ownership.
Partnership does not imply endorsement.
Major partnerships should disclose purpose, funding, governance, and claim limits.
International participation should be meaningful, multilingual, and regionally distributed.
No one country should control a purportedly international institution.
A registry listing should not be treated as endorsement unless the registry explicitly provides recognition.
Marks should have defined meaning, scope, duration, surveillance, and withdrawal.
Standards Body should not create a broad safe-AI mark.
Research, standards, evaluation, assurance, and recognition should each have distinct governance.
Standards approval does not create legal obligation without external lawful adoption.
Standards Body should not initially certify or accredit.
Any future certification or accreditation function requires constitutional amendment, separate competence, impartiality, and external review.
Institutional risk should include mission, authority, capture, security, funding, standards, evaluation, registry, and continuity risk.
Internal audit should have direct access to an independent board committee.
The institution should commission periodic external governance evaluation.
Low complaint volume should not automatically be interpreted as good governance.
Board and committee performance should be reviewed regularly.
Governance education is a continuing obligation.
No critical function should depend on one person.
Canonical assets should be institutionally controlled after formation.
Institutional-stage transitions should require public-interest need, competence, governance, legal analysis, security, funding, participation, and external review.
Institutional authority expansions should be reversible.
A function may be transferred when another institution can perform it more credibly.
Dissolution should preserve public-interest assets and records.
Governance maturity depends on demonstrated practice, not document volume.
Governance failure should trigger correction, suspension, restructuring, transfer, or dissolution as appropriate.
Standards Body should preserve the possibility that it is not the appropriate final institution for a function.

91. Relationship to Other Canonical Files

`PROJECT_IDENTITY.md`

Defines the project's mission, current status, public positioning, and authority limits.

This framework cannot expand those limits by implication.

`PROJECT_MANIFESTO.md`

Defines the deeper project purpose and long-term ambition.

`INSTITUTION_DESIGN.md`

Allocates institutional functions and defines the preferred organizational ecosystem.

This framework operationalizes governance within that design.

`FOUNDATIONS.md`

Defines the eight foundations the governance system must support.

`FOUNDATIONS_APPENDIX.md`

Provides the integrated cross-foundation lifecycle and decision architecture.

`TERMINOLOGY.md`

Defines governance, authority, consensus, review, audit, certification, accreditation, and related terms.

`EVIDENCE_STANDARDS.md`

Defines evidence levels and decision-grade evidence.

Governance decisions should state their evidence standard.

`RESEARCH_METHODOLOGY.md`

Governs research approval, methods, review, ethics, security, and correction.

`TAXONOMY.md`

Classifies governance bodies, roles, decisions, authority, conflicts, status, and records.

`EVALUATION_PHILOSOPHY.md`

Defines the evaluation principles that technical governance should preserve.

`STANDARDS_DEVELOPMENT_PROCESS.md`

Will provide the complete standards-project lifecycle, consensus rules, public comment, approval, maintenance, and appeals.

`EVALUATOR_ACCREDITATION_FRAMEWORK.md`

Will define evaluator competence, recognition, accreditation relationships, surveillance, and scope governance.

`CONTRIBUTOR_FRAMEWORK.md`

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

`TRANSPARENCY_FRAMEWORK.md`

Will define disclosure classes, records, reporting, access requests, and protected review.

`PARTNERSHIP_PRINCIPLES.md`

Will define partnership review, funding, claims, data, intellectual property, and exit.

`LONG_TERM_ROADMAP.md`

Will sequence governance formation and institutional transitions.

92. Final Governance Position

Governance determines whether Standards Body becomes a credible institution or a persuasive appearance of one.

A technically sophisticated project can fail through:

Founder control
hidden funding influence
unreviewable secrecy
ceremonial councils
purchased membership power
manipulated consensus
weak records
inaccessible appeals
permanent emergency authority
false claims of official status

The opposite failure is also possible.

Governance can become so procedural that it prevents timely learning, excludes technical experimentation, and protects the institution rather than its mission.

The goal is not maximum bureaucracy.

The goal is disciplined authority.

A credible governance system should make it possible to answer:

Who decided?
Under which authority?
Based on what evidence?
Who participated?
Who was conflicted?
Which objections remained?
Which information was protected and why?
Who can appeal?
When will the decision be reviewed?
How can it be corrected?
What happens if the institution itself fails?

The mature institution should be governed strongly enough to maintain standards, evidence, security, and continuity.

It should be constrained strongly enough that no founder, funder, developer, government, evaluator, board, executive, or technical council becomes the unquestionable source of truth.

The defining governance rule of Standards Body is:

Allocate power by function, limit it by rule, support it with evidence, expose it to challenge, and preserve the ability to correct or transfer it.

References and Research Basis

[^iso-37000]: International Organization for Standardization, ISO 37000:2021, Governance of organizations, Guidance. https://www.iso.org/standard/65036.html

[^iso-37004]: International Organization for Standardization, ISO 37004:2023, Governance maturity model, Guidance. https://www.iso.org/standard/65037.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

[^nist-rmf]: National Institute of Standards and Technology, Artificial Intelligence Risk Management Framework (AI RMF 1.0), NIST AI 100-1, 2023. https://nvlpubs.nist.gov/nistpubs/ai/nist.ai.100-1.pdf

[^nist-govern]: National Institute of Standards and Technology, AI RMF Playbook, Govern Function. https://airc.nist.gov/airmf-resources/playbook/govern/

[^oecd-ai]: OECD, Recommendation of the Council on Artificial Intelligence, adopted 2019 and updated 2024. https://legalinstruments.oecd.org/en/instruments/oecd-legal-0449

[^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

[^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

[^irs-governance]: Internal Revenue Service, Governance and Related Topics, 501(c)(3) Organizations. https://www.irs.gov/pub/irs-tege/governance_practices.pdf

[^irs-conflict]: Internal Revenue Service, Form 1023: Purpose of Conflict of Interest Policy. https://www.irs.gov/charities-non-profits/form-1023-purpose-of-conflict-of-interest-policy

[^iso-consensus]: International Organization for Standardization, ISO/IEC Directives and consensus in standards development. https://www.iso.org/directives-and-policies.html

[^nist-standards]: National Institute of Standards and Technology, AI Standards. https://www.nist.gov/artificial-intelligence/ai-standards

Revision Record

Version 1.0

Date: July 16, 2026

Change type: Complete foundational edition

Summary: Establishes the canonical Standards Body governance constitution and decision-control system. Defines authority limits, governance principles, constitutional hierarchy, present-stage governance, governing-board composition and independence, nomination, terms, meetings, reserved matters, executive authority, delegation, councils, committees, appeals, contributor participation, working groups, decision taxonomy, voting, consensus, dissent, deadlock, conflicts, independence, funding, finance, membership, public-interest participation, research, standards, evaluation, assurance, transparency, confidentiality, records, communications, complaints, correction, whistleblowing, ethics, security, emergencies, incidents, partnerships, international governance, registries, marks, risk, audit, performance, succession, amendment, transition, dissolution, maturity, failure modes, objections, implementation, scorecard, operational templates, canonical positions, and primary research basis.

Status: Approved foundational source.

Downloads

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Markdown, Version 1.0 SHA-256 0a4b1ba690b40f6bf7a8eda59f6378b4eb3889c87c034d7693a08c282e67de87
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Citation and record

Standards Body. "Standards Body Governance Framework." Institutional-design proposal, public edition, Version 1.0, July 17, 2026. https://standardsbody.ai/library/institutional-design/governance-framework/

Canonical page: /library/institutional-design/governance-framework/

Immutable Version 1.0: /library/institutional-design/governance-framework/versions/1.0/

Corrections: [email protected]. Corrections, supersession, and withdrawal are recorded; released versions are preserved without silent edits.

Standards Body Institution Design Institutional-design proposal
Authority and Nonauthority Site page
Standards Body Project Identity Foundational source
The Foundations of Frontier AI Evaluation Infrastructure Foundational source