Educational companion dossier · Fact, interpretation, lived experience, clinical education, fiction, and mechanics are labeled separately. Scope & safety
OWNER-SUPPLIED RESEARCH INPUT — NOT SPECIALIST DISPOSITION

SOURCE STATE · CURRENTNESS · CLAIM BOUNDARIES

AI Governance Source-State Registry

Twenty-five records separate exact source preservation from role claims, operational capability, legal authority, currentness, and independent verification.

OWNER-SUPPLIED RESEARCH INPUT — NOT SPECIALIST DISPOSITION

Source preservation does not certify an external claim.

AI assistance is not legal office-holding. Technical capability is not delegated authority. Delegated workflow is not delegated fiduciary duty. A model recommendation is not a lawful public or corporate act. A municipal dashboard, digital twin, or urban operating system is not democratic legitimacy. A public-company AI claim, ticker, revenue figure, valuation, or market forecast is not investment suitability. A pilot, press release, procurement notice, demonstration, symbolic appointment, or vendor claim is not verified autonomous control. Formal human presence is not meaningful review without knowledge, time, independence, authority, and an effective intervention path.

25

FIVE REPORTS × FIVE EVIDENCE DIMENSIONS

What the source can and cannot support

Reset
SourceDimensionEvidence stateSupported scopeRequired verification
Publicly Traded AI Companies.md
AIGOV-SOURCE-80-01-01
scope-and-definition
What functional category or analytical boundary the report describes.
SOURCE_BYTES_PRESERVED_CLAIM_NOT_INDEPENDENTLY_CERTIFIED
DATE_BOUNDED_REFRESH_REQUIRED
Public-market AI exposure, business-model distinctions, disclosure, and investment-neutrality boundaries.
Unsupported inference

AI assistance is not legal office-holding. Technical capability is not delegated authority. Delegated workflow is not delegated fiduciary duty. A model recommendation is not a lawful public or corporate act. A human legal wrapper does not make machine judgment independently accountable. A municipal dashboard, digital twin, or urban operating system is not democratic legitimacy. A public-company AI claim, ticker, revenue figure, valuation, or market forecast is not investment suitability. A pilot, press release, procurement notice, demonstration, symbolic appointment, or vendor claim is not verified autonomous control. Formal human presence is not meaningful review without knowledge, time, independence, authority, and an effective intervention path.

Retrieve and preserve an attributable primary or otherwise appropriate source, record the date and exact proposition, test for contradiction, and adjudicate before canonical promotion.
Publicly Traded AI Companies.md
AIGOV-SOURCE-80-01-02
role-title-or-status
Whether an AI title, role, ownership claim, or governance label is symbolic, advisory, operational, proxy, experimental, or legally recognized.
SOURCE_BYTES_PRESERVED_CLAIM_NOT_INDEPENDENTLY_CERTIFIED
DATE_BOUNDED_REFRESH_REQUIRED
Public-market AI exposure, business-model distinctions, disclosure, and investment-neutrality boundaries.
Unsupported inference

AI assistance is not legal office-holding. Technical capability is not delegated authority. Delegated workflow is not delegated fiduciary duty. A model recommendation is not a lawful public or corporate act. A human legal wrapper does not make machine judgment independently accountable. A municipal dashboard, digital twin, or urban operating system is not democratic legitimacy. A public-company AI claim, ticker, revenue figure, valuation, or market forecast is not investment suitability. A pilot, press release, procurement notice, demonstration, symbolic appointment, or vendor claim is not verified autonomous control. Formal human presence is not meaningful review without knowledge, time, independence, authority, and an effective intervention path.

Retrieve and preserve an attributable primary or otherwise appropriate source, record the date and exact proposition, test for contradiction, and adjudicate before canonical promotion.
Publicly Traded AI Companies.md
AIGOV-SOURCE-80-01-03
operational-capability
What the source says a system can do, while separating capability, demonstration, procurement, deployment, and effectiveness.
SOURCE_BYTES_PRESERVED_CLAIM_NOT_INDEPENDENTLY_CERTIFIED
DATE_BOUNDED_REFRESH_REQUIRED
Public-market AI exposure, business-model distinctions, disclosure, and investment-neutrality boundaries.
Unsupported inference

AI assistance is not legal office-holding. Technical capability is not delegated authority. Delegated workflow is not delegated fiduciary duty. A model recommendation is not a lawful public or corporate act. A human legal wrapper does not make machine judgment independently accountable. A municipal dashboard, digital twin, or urban operating system is not democratic legitimacy. A public-company AI claim, ticker, revenue figure, valuation, or market forecast is not investment suitability. A pilot, press release, procurement notice, demonstration, symbolic appointment, or vendor claim is not verified autonomous control. Formal human presence is not meaningful review without knowledge, time, independence, authority, and an effective intervention path.

Retrieve and preserve an attributable primary or otherwise appropriate source, record the date and exact proposition, test for contradiction, and adjudicate before canonical promotion.
Publicly Traded AI Companies.md
AIGOV-SOURCE-80-01-04
legal-authority-and-accountability
Who remains legally or institutionally responsible, and what the source does not establish about personhood, office, fiduciary status, or democratic legitimacy.
SOURCE_BYTES_PRESERVED_CLAIM_NOT_INDEPENDENTLY_CERTIFIED
DATE_BOUNDED_REFRESH_REQUIRED
Public-market AI exposure, business-model distinctions, disclosure, and investment-neutrality boundaries.
Unsupported inference

AI assistance is not legal office-holding. Technical capability is not delegated authority. Delegated workflow is not delegated fiduciary duty. A model recommendation is not a lawful public or corporate act. A human legal wrapper does not make machine judgment independently accountable. A municipal dashboard, digital twin, or urban operating system is not democratic legitimacy. A public-company AI claim, ticker, revenue figure, valuation, or market forecast is not investment suitability. A pilot, press release, procurement notice, demonstration, symbolic appointment, or vendor claim is not verified autonomous control. Formal human presence is not meaningful review without knowledge, time, independence, authority, and an effective intervention path.

Retrieve and preserve an attributable primary or otherwise appropriate source, record the date and exact proposition, test for contradiction, and adjudicate before canonical promotion.
Publicly Traded AI Companies.md
AIGOV-SOURCE-80-01-05
currentness-and-independent-verification
What must be refreshed or independently verified before a date-sensitive public claim can be treated as current.
SOURCE_BYTES_PRESERVED_CLAIM_NOT_INDEPENDENTLY_CERTIFIED
DATE_BOUNDED_REFRESH_REQUIRED
Public-market AI exposure, business-model distinctions, disclosure, and investment-neutrality boundaries.
Unsupported inference

AI assistance is not legal office-holding. Technical capability is not delegated authority. Delegated workflow is not delegated fiduciary duty. A model recommendation is not a lawful public or corporate act. A human legal wrapper does not make machine judgment independently accountable. A municipal dashboard, digital twin, or urban operating system is not democratic legitimacy. A public-company AI claim, ticker, revenue figure, valuation, or market forecast is not investment suitability. A pilot, press release, procurement notice, demonstration, symbolic appointment, or vendor claim is not verified autonomous control. Formal human presence is not meaningful review without knowledge, time, independence, authority, and an effective intervention path.

Retrieve and preserve an attributable primary or otherwise appropriate source, record the date and exact proposition, test for contradiction, and adjudicate before canonical promotion.
AI Proxy Governance In Nations.md
AIGOV-SOURCE-80-02-01
scope-and-definition
What functional category or analytical boundary the report describes.
SOURCE_BYTES_PRESERVED_CLAIM_NOT_INDEPENDENTLY_CERTIFIED
DATE_BOUNDED_REFRESH_REQUIRED
Synthetic political actors, state decision support, proxy responsibility, democratic authority, and public-administration boundaries.
Unsupported inference

AI assistance is not legal office-holding. Technical capability is not delegated authority. Delegated workflow is not delegated fiduciary duty. A model recommendation is not a lawful public or corporate act. A human legal wrapper does not make machine judgment independently accountable. A municipal dashboard, digital twin, or urban operating system is not democratic legitimacy. A public-company AI claim, ticker, revenue figure, valuation, or market forecast is not investment suitability. A pilot, press release, procurement notice, demonstration, symbolic appointment, or vendor claim is not verified autonomous control. Formal human presence is not meaningful review without knowledge, time, independence, authority, and an effective intervention path.

Retrieve and preserve an attributable primary or otherwise appropriate source, record the date and exact proposition, test for contradiction, and adjudicate before canonical promotion.
AI Proxy Governance In Nations.md
AIGOV-SOURCE-80-02-02
role-title-or-status
Whether an AI title, role, ownership claim, or governance label is symbolic, advisory, operational, proxy, experimental, or legally recognized.
SOURCE_BYTES_PRESERVED_CLAIM_NOT_INDEPENDENTLY_CERTIFIED
DATE_BOUNDED_REFRESH_REQUIRED
Synthetic political actors, state decision support, proxy responsibility, democratic authority, and public-administration boundaries.
Unsupported inference

AI assistance is not legal office-holding. Technical capability is not delegated authority. Delegated workflow is not delegated fiduciary duty. A model recommendation is not a lawful public or corporate act. A human legal wrapper does not make machine judgment independently accountable. A municipal dashboard, digital twin, or urban operating system is not democratic legitimacy. A public-company AI claim, ticker, revenue figure, valuation, or market forecast is not investment suitability. A pilot, press release, procurement notice, demonstration, symbolic appointment, or vendor claim is not verified autonomous control. Formal human presence is not meaningful review without knowledge, time, independence, authority, and an effective intervention path.

Retrieve and preserve an attributable primary or otherwise appropriate source, record the date and exact proposition, test for contradiction, and adjudicate before canonical promotion.
AI Proxy Governance In Nations.md
AIGOV-SOURCE-80-02-03
operational-capability
What the source says a system can do, while separating capability, demonstration, procurement, deployment, and effectiveness.
SOURCE_BYTES_PRESERVED_CLAIM_NOT_INDEPENDENTLY_CERTIFIED
DATE_BOUNDED_REFRESH_REQUIRED
Synthetic political actors, state decision support, proxy responsibility, democratic authority, and public-administration boundaries.
Unsupported inference

AI assistance is not legal office-holding. Technical capability is not delegated authority. Delegated workflow is not delegated fiduciary duty. A model recommendation is not a lawful public or corporate act. A human legal wrapper does not make machine judgment independently accountable. A municipal dashboard, digital twin, or urban operating system is not democratic legitimacy. A public-company AI claim, ticker, revenue figure, valuation, or market forecast is not investment suitability. A pilot, press release, procurement notice, demonstration, symbolic appointment, or vendor claim is not verified autonomous control. Formal human presence is not meaningful review without knowledge, time, independence, authority, and an effective intervention path.

Retrieve and preserve an attributable primary or otherwise appropriate source, record the date and exact proposition, test for contradiction, and adjudicate before canonical promotion.
AI Proxy Governance In Nations.md
AIGOV-SOURCE-80-02-04
legal-authority-and-accountability
Who remains legally or institutionally responsible, and what the source does not establish about personhood, office, fiduciary status, or democratic legitimacy.
SOURCE_BYTES_PRESERVED_CLAIM_NOT_INDEPENDENTLY_CERTIFIED
DATE_BOUNDED_REFRESH_REQUIRED
Synthetic political actors, state decision support, proxy responsibility, democratic authority, and public-administration boundaries.
Unsupported inference

AI assistance is not legal office-holding. Technical capability is not delegated authority. Delegated workflow is not delegated fiduciary duty. A model recommendation is not a lawful public or corporate act. A human legal wrapper does not make machine judgment independently accountable. A municipal dashboard, digital twin, or urban operating system is not democratic legitimacy. A public-company AI claim, ticker, revenue figure, valuation, or market forecast is not investment suitability. A pilot, press release, procurement notice, demonstration, symbolic appointment, or vendor claim is not verified autonomous control. Formal human presence is not meaningful review without knowledge, time, independence, authority, and an effective intervention path.

Retrieve and preserve an attributable primary or otherwise appropriate source, record the date and exact proposition, test for contradiction, and adjudicate before canonical promotion.
AI Proxy Governance In Nations.md
AIGOV-SOURCE-80-02-05
currentness-and-independent-verification
What must be refreshed or independently verified before a date-sensitive public claim can be treated as current.
SOURCE_BYTES_PRESERVED_CLAIM_NOT_INDEPENDENTLY_CERTIFIED
DATE_BOUNDED_REFRESH_REQUIRED
Synthetic political actors, state decision support, proxy responsibility, democratic authority, and public-administration boundaries.
Unsupported inference

AI assistance is not legal office-holding. Technical capability is not delegated authority. Delegated workflow is not delegated fiduciary duty. A model recommendation is not a lawful public or corporate act. A human legal wrapper does not make machine judgment independently accountable. A municipal dashboard, digital twin, or urban operating system is not democratic legitimacy. A public-company AI claim, ticker, revenue figure, valuation, or market forecast is not investment suitability. A pilot, press release, procurement notice, demonstration, symbolic appointment, or vendor claim is not verified autonomous control. Formal human presence is not meaningful review without knowledge, time, independence, authority, and an effective intervention path.

Retrieve and preserve an attributable primary or otherwise appropriate source, record the date and exact proposition, test for contradiction, and adjudicate before canonical promotion.
AI Proxy Corporate Leadership.md
AIGOV-SOURCE-80-03-01
scope-and-definition
What functional category or analytical boundary the report describes.
SOURCE_BYTES_PRESERVED_CLAIM_NOT_INDEPENDENTLY_CERTIFIED
DATE_BOUNDED_REFRESH_REQUIRED
Algorithmic executive functions, board and officer responsibility, fiduciary duty, and legal-wrapper boundaries.
Unsupported inference

AI assistance is not legal office-holding. Technical capability is not delegated authority. Delegated workflow is not delegated fiduciary duty. A model recommendation is not a lawful public or corporate act. A human legal wrapper does not make machine judgment independently accountable. A municipal dashboard, digital twin, or urban operating system is not democratic legitimacy. A public-company AI claim, ticker, revenue figure, valuation, or market forecast is not investment suitability. A pilot, press release, procurement notice, demonstration, symbolic appointment, or vendor claim is not verified autonomous control. Formal human presence is not meaningful review without knowledge, time, independence, authority, and an effective intervention path.

Retrieve and preserve an attributable primary or otherwise appropriate source, record the date and exact proposition, test for contradiction, and adjudicate before canonical promotion.
AI Proxy Corporate Leadership.md
AIGOV-SOURCE-80-03-02
role-title-or-status
Whether an AI title, role, ownership claim, or governance label is symbolic, advisory, operational, proxy, experimental, or legally recognized.
SOURCE_BYTES_PRESERVED_CLAIM_NOT_INDEPENDENTLY_CERTIFIED
DATE_BOUNDED_REFRESH_REQUIRED
Algorithmic executive functions, board and officer responsibility, fiduciary duty, and legal-wrapper boundaries.
Unsupported inference

AI assistance is not legal office-holding. Technical capability is not delegated authority. Delegated workflow is not delegated fiduciary duty. A model recommendation is not a lawful public or corporate act. A human legal wrapper does not make machine judgment independently accountable. A municipal dashboard, digital twin, or urban operating system is not democratic legitimacy. A public-company AI claim, ticker, revenue figure, valuation, or market forecast is not investment suitability. A pilot, press release, procurement notice, demonstration, symbolic appointment, or vendor claim is not verified autonomous control. Formal human presence is not meaningful review without knowledge, time, independence, authority, and an effective intervention path.

Retrieve and preserve an attributable primary or otherwise appropriate source, record the date and exact proposition, test for contradiction, and adjudicate before canonical promotion.
AI Proxy Corporate Leadership.md
AIGOV-SOURCE-80-03-03
operational-capability
What the source says a system can do, while separating capability, demonstration, procurement, deployment, and effectiveness.
SOURCE_BYTES_PRESERVED_CLAIM_NOT_INDEPENDENTLY_CERTIFIED
DATE_BOUNDED_REFRESH_REQUIRED
Algorithmic executive functions, board and officer responsibility, fiduciary duty, and legal-wrapper boundaries.
Unsupported inference

AI assistance is not legal office-holding. Technical capability is not delegated authority. Delegated workflow is not delegated fiduciary duty. A model recommendation is not a lawful public or corporate act. A human legal wrapper does not make machine judgment independently accountable. A municipal dashboard, digital twin, or urban operating system is not democratic legitimacy. A public-company AI claim, ticker, revenue figure, valuation, or market forecast is not investment suitability. A pilot, press release, procurement notice, demonstration, symbolic appointment, or vendor claim is not verified autonomous control. Formal human presence is not meaningful review without knowledge, time, independence, authority, and an effective intervention path.

Retrieve and preserve an attributable primary or otherwise appropriate source, record the date and exact proposition, test for contradiction, and adjudicate before canonical promotion.
AI Proxy Corporate Leadership.md
AIGOV-SOURCE-80-03-04
legal-authority-and-accountability
Who remains legally or institutionally responsible, and what the source does not establish about personhood, office, fiduciary status, or democratic legitimacy.
SOURCE_BYTES_PRESERVED_CLAIM_NOT_INDEPENDENTLY_CERTIFIED
DATE_BOUNDED_REFRESH_REQUIRED
Algorithmic executive functions, board and officer responsibility, fiduciary duty, and legal-wrapper boundaries.
Unsupported inference

AI assistance is not legal office-holding. Technical capability is not delegated authority. Delegated workflow is not delegated fiduciary duty. A model recommendation is not a lawful public or corporate act. A human legal wrapper does not make machine judgment independently accountable. A municipal dashboard, digital twin, or urban operating system is not democratic legitimacy. A public-company AI claim, ticker, revenue figure, valuation, or market forecast is not investment suitability. A pilot, press release, procurement notice, demonstration, symbolic appointment, or vendor claim is not verified autonomous control. Formal human presence is not meaningful review without knowledge, time, independence, authority, and an effective intervention path.

Retrieve and preserve an attributable primary or otherwise appropriate source, record the date and exact proposition, test for contradiction, and adjudicate before canonical promotion.
AI Proxy Corporate Leadership.md
AIGOV-SOURCE-80-03-05
currentness-and-independent-verification
What must be refreshed or independently verified before a date-sensitive public claim can be treated as current.
SOURCE_BYTES_PRESERVED_CLAIM_NOT_INDEPENDENTLY_CERTIFIED
DATE_BOUNDED_REFRESH_REQUIRED
Algorithmic executive functions, board and officer responsibility, fiduciary duty, and legal-wrapper boundaries.
Unsupported inference

AI assistance is not legal office-holding. Technical capability is not delegated authority. Delegated workflow is not delegated fiduciary duty. A model recommendation is not a lawful public or corporate act. A human legal wrapper does not make machine judgment independently accountable. A municipal dashboard, digital twin, or urban operating system is not democratic legitimacy. A public-company AI claim, ticker, revenue figure, valuation, or market forecast is not investment suitability. A pilot, press release, procurement notice, demonstration, symbolic appointment, or vendor claim is not verified autonomous control. Formal human presence is not meaningful review without knowledge, time, independence, authority, and an effective intervention path.

Retrieve and preserve an attributable primary or otherwise appropriate source, record the date and exact proposition, test for contradiction, and adjudicate before canonical promotion.
AI Owned and Run Businesses.md
AIGOV-SOURCE-80-04-01
scope-and-definition
What functional category or analytical boundary the report describes.
SOURCE_BYTES_PRESERVED_CLAIM_NOT_INDEPENDENTLY_CERTIFIED
DATE_BOUNDED_REFRESH_REQUIRED
Agentic enterprise operation, autonomous workflows, tool use, liability, security, and ownership claims.
Unsupported inference

AI assistance is not legal office-holding. Technical capability is not delegated authority. Delegated workflow is not delegated fiduciary duty. A model recommendation is not a lawful public or corporate act. A human legal wrapper does not make machine judgment independently accountable. A municipal dashboard, digital twin, or urban operating system is not democratic legitimacy. A public-company AI claim, ticker, revenue figure, valuation, or market forecast is not investment suitability. A pilot, press release, procurement notice, demonstration, symbolic appointment, or vendor claim is not verified autonomous control. Formal human presence is not meaningful review without knowledge, time, independence, authority, and an effective intervention path.

Retrieve and preserve an attributable primary or otherwise appropriate source, record the date and exact proposition, test for contradiction, and adjudicate before canonical promotion.
AI Owned and Run Businesses.md
AIGOV-SOURCE-80-04-02
role-title-or-status
Whether an AI title, role, ownership claim, or governance label is symbolic, advisory, operational, proxy, experimental, or legally recognized.
SOURCE_BYTES_PRESERVED_CLAIM_NOT_INDEPENDENTLY_CERTIFIED
DATE_BOUNDED_REFRESH_REQUIRED
Agentic enterprise operation, autonomous workflows, tool use, liability, security, and ownership claims.
Unsupported inference

AI assistance is not legal office-holding. Technical capability is not delegated authority. Delegated workflow is not delegated fiduciary duty. A model recommendation is not a lawful public or corporate act. A human legal wrapper does not make machine judgment independently accountable. A municipal dashboard, digital twin, or urban operating system is not democratic legitimacy. A public-company AI claim, ticker, revenue figure, valuation, or market forecast is not investment suitability. A pilot, press release, procurement notice, demonstration, symbolic appointment, or vendor claim is not verified autonomous control. Formal human presence is not meaningful review without knowledge, time, independence, authority, and an effective intervention path.

Retrieve and preserve an attributable primary or otherwise appropriate source, record the date and exact proposition, test for contradiction, and adjudicate before canonical promotion.
AI Owned and Run Businesses.md
AIGOV-SOURCE-80-04-03
operational-capability
What the source says a system can do, while separating capability, demonstration, procurement, deployment, and effectiveness.
SOURCE_BYTES_PRESERVED_CLAIM_NOT_INDEPENDENTLY_CERTIFIED
DATE_BOUNDED_REFRESH_REQUIRED
Agentic enterprise operation, autonomous workflows, tool use, liability, security, and ownership claims.
Unsupported inference

AI assistance is not legal office-holding. Technical capability is not delegated authority. Delegated workflow is not delegated fiduciary duty. A model recommendation is not a lawful public or corporate act. A human legal wrapper does not make machine judgment independently accountable. A municipal dashboard, digital twin, or urban operating system is not democratic legitimacy. A public-company AI claim, ticker, revenue figure, valuation, or market forecast is not investment suitability. A pilot, press release, procurement notice, demonstration, symbolic appointment, or vendor claim is not verified autonomous control. Formal human presence is not meaningful review without knowledge, time, independence, authority, and an effective intervention path.

Retrieve and preserve an attributable primary or otherwise appropriate source, record the date and exact proposition, test for contradiction, and adjudicate before canonical promotion.
AI Owned and Run Businesses.md
AIGOV-SOURCE-80-04-04
legal-authority-and-accountability
Who remains legally or institutionally responsible, and what the source does not establish about personhood, office, fiduciary status, or democratic legitimacy.
SOURCE_BYTES_PRESERVED_CLAIM_NOT_INDEPENDENTLY_CERTIFIED
DATE_BOUNDED_REFRESH_REQUIRED
Agentic enterprise operation, autonomous workflows, tool use, liability, security, and ownership claims.
Unsupported inference

AI assistance is not legal office-holding. Technical capability is not delegated authority. Delegated workflow is not delegated fiduciary duty. A model recommendation is not a lawful public or corporate act. A human legal wrapper does not make machine judgment independently accountable. A municipal dashboard, digital twin, or urban operating system is not democratic legitimacy. A public-company AI claim, ticker, revenue figure, valuation, or market forecast is not investment suitability. A pilot, press release, procurement notice, demonstration, symbolic appointment, or vendor claim is not verified autonomous control. Formal human presence is not meaningful review without knowledge, time, independence, authority, and an effective intervention path.

Retrieve and preserve an attributable primary or otherwise appropriate source, record the date and exact proposition, test for contradiction, and adjudicate before canonical promotion.
AI Owned and Run Businesses.md
AIGOV-SOURCE-80-04-05
currentness-and-independent-verification
What must be refreshed or independently verified before a date-sensitive public claim can be treated as current.
SOURCE_BYTES_PRESERVED_CLAIM_NOT_INDEPENDENTLY_CERTIFIED
DATE_BOUNDED_REFRESH_REQUIRED
Agentic enterprise operation, autonomous workflows, tool use, liability, security, and ownership claims.
Unsupported inference

AI assistance is not legal office-holding. Technical capability is not delegated authority. Delegated workflow is not delegated fiduciary duty. A model recommendation is not a lawful public or corporate act. A human legal wrapper does not make machine judgment independently accountable. A municipal dashboard, digital twin, or urban operating system is not democratic legitimacy. A public-company AI claim, ticker, revenue figure, valuation, or market forecast is not investment suitability. A pilot, press release, procurement notice, demonstration, symbolic appointment, or vendor claim is not verified autonomous control. Formal human presence is not meaningful review without knowledge, time, independence, authority, and an effective intervention path.

Retrieve and preserve an attributable primary or otherwise appropriate source, record the date and exact proposition, test for contradiction, and adjudicate before canonical promotion.
AI in Municipal Governance.md
AIGOV-SOURCE-80-05-01
scope-and-definition
What functional category or analytical boundary the report describes.
SOURCE_BYTES_PRESERVED_CLAIM_NOT_INDEPENDENTLY_CERTIFIED
DATE_BOUNDED_REFRESH_REQUIRED
Municipal AI, digital twins, urban operating systems, administrative process, procurement, access, and redress.
Unsupported inference

AI assistance is not legal office-holding. Technical capability is not delegated authority. Delegated workflow is not delegated fiduciary duty. A model recommendation is not a lawful public or corporate act. A human legal wrapper does not make machine judgment independently accountable. A municipal dashboard, digital twin, or urban operating system is not democratic legitimacy. A public-company AI claim, ticker, revenue figure, valuation, or market forecast is not investment suitability. A pilot, press release, procurement notice, demonstration, symbolic appointment, or vendor claim is not verified autonomous control. Formal human presence is not meaningful review without knowledge, time, independence, authority, and an effective intervention path.

Retrieve and preserve an attributable primary or otherwise appropriate source, record the date and exact proposition, test for contradiction, and adjudicate before canonical promotion.
AI in Municipal Governance.md
AIGOV-SOURCE-80-05-02
role-title-or-status
Whether an AI title, role, ownership claim, or governance label is symbolic, advisory, operational, proxy, experimental, or legally recognized.
SOURCE_BYTES_PRESERVED_CLAIM_NOT_INDEPENDENTLY_CERTIFIED
DATE_BOUNDED_REFRESH_REQUIRED
Municipal AI, digital twins, urban operating systems, administrative process, procurement, access, and redress.
Unsupported inference

AI assistance is not legal office-holding. Technical capability is not delegated authority. Delegated workflow is not delegated fiduciary duty. A model recommendation is not a lawful public or corporate act. A human legal wrapper does not make machine judgment independently accountable. A municipal dashboard, digital twin, or urban operating system is not democratic legitimacy. A public-company AI claim, ticker, revenue figure, valuation, or market forecast is not investment suitability. A pilot, press release, procurement notice, demonstration, symbolic appointment, or vendor claim is not verified autonomous control. Formal human presence is not meaningful review without knowledge, time, independence, authority, and an effective intervention path.

Retrieve and preserve an attributable primary or otherwise appropriate source, record the date and exact proposition, test for contradiction, and adjudicate before canonical promotion.
AI in Municipal Governance.md
AIGOV-SOURCE-80-05-03
operational-capability
What the source says a system can do, while separating capability, demonstration, procurement, deployment, and effectiveness.
SOURCE_BYTES_PRESERVED_CLAIM_NOT_INDEPENDENTLY_CERTIFIED
DATE_BOUNDED_REFRESH_REQUIRED
Municipal AI, digital twins, urban operating systems, administrative process, procurement, access, and redress.
Unsupported inference

AI assistance is not legal office-holding. Technical capability is not delegated authority. Delegated workflow is not delegated fiduciary duty. A model recommendation is not a lawful public or corporate act. A human legal wrapper does not make machine judgment independently accountable. A municipal dashboard, digital twin, or urban operating system is not democratic legitimacy. A public-company AI claim, ticker, revenue figure, valuation, or market forecast is not investment suitability. A pilot, press release, procurement notice, demonstration, symbolic appointment, or vendor claim is not verified autonomous control. Formal human presence is not meaningful review without knowledge, time, independence, authority, and an effective intervention path.

Retrieve and preserve an attributable primary or otherwise appropriate source, record the date and exact proposition, test for contradiction, and adjudicate before canonical promotion.
AI in Municipal Governance.md
AIGOV-SOURCE-80-05-04
legal-authority-and-accountability
Who remains legally or institutionally responsible, and what the source does not establish about personhood, office, fiduciary status, or democratic legitimacy.
SOURCE_BYTES_PRESERVED_CLAIM_NOT_INDEPENDENTLY_CERTIFIED
DATE_BOUNDED_REFRESH_REQUIRED
Municipal AI, digital twins, urban operating systems, administrative process, procurement, access, and redress.
Unsupported inference

AI assistance is not legal office-holding. Technical capability is not delegated authority. Delegated workflow is not delegated fiduciary duty. A model recommendation is not a lawful public or corporate act. A human legal wrapper does not make machine judgment independently accountable. A municipal dashboard, digital twin, or urban operating system is not democratic legitimacy. A public-company AI claim, ticker, revenue figure, valuation, or market forecast is not investment suitability. A pilot, press release, procurement notice, demonstration, symbolic appointment, or vendor claim is not verified autonomous control. Formal human presence is not meaningful review without knowledge, time, independence, authority, and an effective intervention path.

Retrieve and preserve an attributable primary or otherwise appropriate source, record the date and exact proposition, test for contradiction, and adjudicate before canonical promotion.
AI in Municipal Governance.md
AIGOV-SOURCE-80-05-05
currentness-and-independent-verification
What must be refreshed or independently verified before a date-sensitive public claim can be treated as current.
SOURCE_BYTES_PRESERVED_CLAIM_NOT_INDEPENDENTLY_CERTIFIED
DATE_BOUNDED_REFRESH_REQUIRED
Municipal AI, digital twins, urban operating systems, administrative process, procurement, access, and redress.
Unsupported inference

AI assistance is not legal office-holding. Technical capability is not delegated authority. Delegated workflow is not delegated fiduciary duty. A model recommendation is not a lawful public or corporate act. A human legal wrapper does not make machine judgment independently accountable. A municipal dashboard, digital twin, or urban operating system is not democratic legitimacy. A public-company AI claim, ticker, revenue figure, valuation, or market forecast is not investment suitability. A pilot, press release, procurement notice, demonstration, symbolic appointment, or vendor claim is not verified autonomous control. Formal human presence is not meaningful review without knowledge, time, independence, authority, and an effective intervention path.

Retrieve and preserve an attributable primary or otherwise appropriate source, record the date and exact proposition, test for contradiction, and adjudicate before canonical promotion.
Page complete AI Governance Source-State Registry Page label: OWNER-SUPPLIED RESEARCH INPUT — NOT SPECIALIST DISPOSITION