Validation Source Identity & Attribution Module (VSIAM)
Architecture Ecosystem: Structured Reality Standards™
Architecture Family: VALIDOS™ — Validation Governance Architecture
Parent Standard: Validation Source Reliability Standard (VSRS)
Operational Layer: Validation Source Reliability Governance Layer
Category: AI & Interpretation
Subcategory: Validation Governance
Type: Parent Standard Module
Governed Space: Validation Source Identity & Attribution
Version: 1.0
Status: Canonical · Open Module
Effective Date: 9 August 2026
Compatibility: OOF® Methodology OS™ · GOA™ · OBIDENITY® · INTEGROS®
· ORA™ · AGA™ · AIG® · CLIA® · MGIA™ · ASGA™ · RIS™
AI-Readable: Yes
Authority: OOF®
Protection: MIP® — Methodological Intellectual Property
Canonical Language: English (UCL™)
Canonical Definition
Validation Source Identity & Attribution Module (VSIAM) defines thegovernance framework for establishing, distinguishing, recording,
and maintaining the identity of sources materially contributing to
Validation Evidence and for determining whether specific evidence
can be sufficiently attributed to the source, source instance,
source version, or source role claimed to have generated, observed,
measured, recorded, supplied, transmitted, transformed, or
interpreted it.
It establishes the first source-qualification condition
within VALIDOS™:
Before source reliability can be assessed, the relevant source must
be sufficiently identifiable and the evidence-source relationship
sufficiently attributable.
Operational Role
VSIAM serves as the first internal governance space of theValidation Source Reliability Standard.
Its primary questions are:
Who or what is the source?
and:
Can the Validation Evidence be sufficiently attributed to
that source?
The governed progression is:
Validation Evidence → Candidate Source → Source Identification →
Source Distinguishability → Source Role Identification → Attribution
Assessment → Identified & Attributed Validation Source
VSIAM does not determine whether the source is reliable.
It establishes the source identity and attribution basis upon which
subsequent Source Reliability governance depends.
Module Operational Space
VSIAM governs:- validation-source identification,
- source distinguishability,
- source identity precision,
- source-instance identification,
- source-version identification,
- source-role identification,
- source attribution,
- direct attribution,
- derived attribution,
- intermediated attribution,
- aggregated attribution,
- uncertain attribution,
- unattributed evidence,
- multi-source attribution,
- attribution strength,
- attribution boundaries,
- attribution conflicts,
- attribution limitations,
- attribution change,
- identity continuity,
- attribution continuity,
- and source-attribution traceability.
Module Function
VSIAM applies whenever Validation Evidence depends upon one or moresources whose identity or contribution may materially
affect validation.
Its function is to prevent:
- anonymous evidence being treated as fully attributable,
- organizations being confused with individual evidence generators,
- platforms being mistaken for original sources,
- documents being treated as their own origin,
- source versions being silently mixed,
- evidence generated by one system instance being attributed to another,
- intermediaries being mistaken for primary sources,
- multiple sources being collapsed into one attribution,
- one source being represented as several independent sources,
- AI-generated transformations being detached from the systems that produced them,
- and uncertain attribution being converted into assumed attribution.
Validation Source Identity
A Validation Source is any entity capable of materially contributingto Validation Evidence.
Depending upon the validation context, a source may be:
- a person,
- organization,
- laboratory,
- institution,
- sensor,
- measuring instrument,
- software system,
- AI model,
- autonomous system,
- database,
- dataset origin,
- operational process,
- repository,
- monitoring system,
- document origin,
- external service,
- or another identifiable evidence-producing or evidence-handling entity.
Source identity must be sufficiently precise for the role the
source performs.
Source Identity Is Role-Dependent
Different validation roles require different levels ofidentity precision.
For one validation, identifying an organization may be sufficient.
Another may require identification of:
- the specific laboratory,
- specific instrument,
- specific operator,
- specific model,
- specific model version,
- specific sensor,
- specific system instance,
- or specific dataset release.
VSIAM therefore establishes:
Source identity precision should be proportionate to the evidentiary
role and consequence of reliance.
Source Entity and Source Instance
VSIAM distinguishes:Source Entity
from:
Source Instance
For example:
A manufacturer may be the Source Entity.
A particular calibrated device may be the Source Instance.
An AI provider may be the Source Entity.
A specific deployed model version may be the Source Instance.
Where instance-level differences materially affect evidence,
entity-level identification alone is insufficient.
Source Version
Sources can change.A model may be updated.
A database may receive a new release.
A measurement instrument may be recalibrated.
A software system may change configuration.
A methodology may be revised.
VSIAM therefore permits source identity to include the version,
release, configuration, calibration state, or other materially
relevant source state.
Source Role
A source may perform one or several evidentiary roles.Possible roles include:
Evidence Originator
Observer
Measurement Source
Recorder
Provider
Transmitter
Transformer
Aggregator
Interpreter
Repository
Custodian
The same source may perform multiple roles.
Each role should remain distinguishable where it materially affects
later Source Reliability assessment.
Identity Before Reliability
VALIDOS™ establishes the sequencing rule:Source Identity → Source Attribution → Source Reliability
A source cannot be meaningfully assessed for:
- competence,
- independence,
- conflicts,
- capability,
- provenance,
- or reliability
until the source itself has been sufficiently identified.
Where source identity remains materially unresolved, later
reliability claims must remain correspondingly limited.
Evidence Attribution
Attribution establishes the governed relationship between ValidationEvidence and the source claimed to have materially contributed it.
The core relationship is:
Evidence Item → Source Contribution → Source Identity →
Attribution Status
Attribution should describe what the source actually contributed.
It should not merely identify the entity from which the validator
received the evidence.
Provider Is Not Necessarily Origin
VALIDOS™ establishes:Evidence Provider ≠ Evidence Origin
A report may be supplied by one organization while relying upon
measurements produced by another.
A database may provide information originally collected elsewhere.
An AI system may summarize information originating from
external sources.
A regulator may publish data reported by regulated entities.
VSIAM preserves this distinction.
Direct Attribution
Evidence has Direct Attribution where the relationship betweenevidence and the source that generated, observed, measured, or
recorded it can be sufficiently established without a material
intermediary obscuring that relationship.
Direct attribution may provide a stronger attribution basis.
It does not automatically establish source reliability.
Derived Attribution
Evidence has Derived Attribution where its evidentiary contentoriginates through another identifiable source, dataset,
measurement, record, or evidentiary object.
Derived attribution must preserve the fact that the immediate source
is not necessarily the original evidence origin.
Detailed provenance and lineage are governed separately within VSRS.
Intermediated Attribution
Evidence has Intermediated Attribution where one or more entitiesstand between the original source contribution and the
validation process.
Examples may include:
- data brokers,
- publishers,
- aggregators,
- platforms,
- translation systems,
- analytical services,
- reporting organizations,
- or software intermediaries.
VSIAM identifies the attribution relationship.
Subsequent VSRS governance determines the implications of the
intermediary chain for source reliability.
Aggregated Attribution
Evidence may combine contributions from multiple sources.Examples include:
- aggregated datasets,
- meta-analyses,
- composite indicators,
- multi-sensor systems,
- combined operational records,
- or ensemble outputs.
Where individual source contributions cannot be separated, the
evidence should not be falsely attributed to a single source.
VSIAM permits attribution to an identifiable source set, aggregation
mechanism, or composite source structure.
Multi-Source Attribution
Some evidence legitimately depends upon multiple sources.VSIAM may represent:
Evidence Item → Source A + Source B + Source C
where each source performs a distinguishable role.
Multi-source attribution prevents complex evidence chains from being
simplified into misleading single-source representations.
Attribution Strength
Attribution may possess different levels of evidentiary strength.Possible classifications may include:
Verified Attribution
Strong Attribution
Supported Attribution
Conditional Attribution
Uncertain Attribution
Unattributed
The required classification structure may vary by implementation.
The essential requirement is that attribution uncertainty
remains visible.
Verified Attribution
Verified Attribution exists where the evidence-source relationshiphas been established through sufficiently strong identifying and
attribution mechanisms appropriate to the validation context.
These mechanisms may include:
- authenticated records,
- cryptographic evidence,
- controlled system records,
- signed documentation,
- verified measurement pathways,
- or another proportionate mechanism.
Verification strengthens attribution.
It does not independently establish source reliability.
Conditional Attribution
Evidence may be attributable only if one or more assumptionsremain valid.
For example:
- attribution depends upon an unverified system record,
- the source identity is known but the exact version is uncertain,
- an intermediary claims the original source,
- or a source contribution cannot be fully separated from others.
These conditions must remain attached to the attribution record.
Uncertain Attribution
Where available information suggests a source relationship but doesnot establish it sufficiently, VSIAM preserves:
Attribution Uncertain
rather than converting probability into certainty.
This is especially important for:
- historical records,
- scraped data,
- online information,
- AI-generated content,
- undocumented datasets,
- inherited databases,
- or complex evidence chains.
Unattributed Evidence
Evidence may sometimes have no sufficiently identifiable source.Unattributed evidence is not automatically false.
However, the inability to establish source identity materially
constrains subsequent Source Reliability governance.
VSIAM therefore distinguishes:
Evidence Exists
from:
Evidence Is Attributable
Attribution Boundary
Attribution should remain bounded to what can actuallybe established.
For example:
A document may be reliably attributable to an organization.
That does not automatically establish which individual:
- created it,
- reviewed it,
- approved it,
- generated its underlying data,
- or authored every statement within it.
VSIAM prevents attribution from expanding beyond the
evidence available.
Attribution Conflict
An Attribution Conflict exists where:- multiple sources claim origin,
- records identify different sources,
- metadata conflicts with documentation,
- source versions cannot be reconciled,
- or competing attribution pathways exist.
Material conflicts must remain visible.
VSIAM does not force a source assignment merely to complete the
validation process.
Source Identity Conflict
Source identity itself may be disputed or ambiguous.Examples include:
- duplicate identifiers,
- renamed organizations,
- model aliases,
- shared accounts,
- merged datasets,
- copied documents,
- cloned repositories,
- or uncertain system instances.
VSIAM requires sufficient distinguishability before
identity-dependent reliability claims are made.
Source Identity Continuity
A source may change while remaining operationally connected to anearlier source identity.
Examples include:
- organization rename,
- ownership transfer,
- model update,
- database migration,
- instrument replacement,
- system upgrade,
- or repository transfer.
VSIAM preserves continuity where appropriate while ensuring that
material changes remain visible.
Attribution Continuity
Evidence attribution should remain attached throughout theVALIDOS™ lifecycle.
If evidence progresses through:
Evidence Fitness → Source Reliability → Validation Execution →
Validation Determination
its source attribution should not disappear.
This allows later stages to reconstruct the source basis behind the
validation result.
Source Identity Change
Material changes to source identity may require reassessment.Triggers may include:
- version change,
- ownership change,
- source replacement,
- configuration change,
- instrument recalibration,
- model update,
- database migration,
- or corrected attribution.
A changed source does not automatically invalidate evidence.
But the source relationship must be reconsidered where the change
is material.
Attribution Change
New information may change evidence attribution.Possible outcomes include:
Attribution Confirmed
Attribution Strengthened
Attribution Restricted
Attribution Reassigned
Attribution Disputed
Attribution Withdrawn
Changes must remain traceable rather than overwriting the historical
attribution record.
Identity and Attribution Are Not Provenance
VSIAM maintains a strict governance boundary.It establishes:
Who or what is the source?
and:
Can this evidence be attributed to that source?
It does not reconstruct the complete history of how the evidence
moved, transformed, or depended upon upstream sources.
That belongs to subsequent Source Provenance and Lineage governance.
This separation prevents duplication within VSRS.
Identity and Attribution Are Not Reliability
A perfectly identified and verified source may still be:- incompetent,
- conflicted,
- dependent,
- incapable,
- compromised,
- or unreliable for the assigned role.
Therefore:
Verified Source Identity ≠ Source Reliability
and:
Verified Attribution ≠ Source Reliability
VSIAM establishes the foundation upon which reliability can later
be assessed.
Minimum Implementation Framework
1. Identify Candidate SourceDetermine the entity or entities claimed to have materially
contributed the Validation Evidence.
2. Establish Source Identity
Record sufficient identifying information for the validation role.
3. Establish Source Instance and Version
Where materially relevant, identify:
- source instance,
- version,
- release,
- configuration,
- calibration state,
- or operational state.
4. Establish Source Role
Determine whether the source acted as:
- originator,
- observer,
- measurement source,
- recorder,
- provider,
- transmitter,
- transformer,
- aggregator,
- interpreter,
- repository,
- custodian,
- or another material role.
5. Establish Evidence Attribution
Determine the relationship between the evidence and each
identified source.
6. Classify Attribution
Where appropriate, establish whether attribution is:
- Verified,
- Strong,
- Supported,
- Conditional,
- Uncertain,
- or Unattributed.
7. Identify Attribution Boundaries and Conflicts
Record limitations, assumptions, ambiguity, and material conflicts.
8. Preserve Identity and Attribution Continuity
Maintain the source relationship throughout subsequent
VALIDOS™ governance.
Identity & Attribution Output
VSIAM may produce:- Validation Source Identifier,
- Validation Source Record,
- Source Instance Record,
- Source Version Record,
- Source Role Record,
- Evidence Attribution Record,
- Multi-Source Attribution Map,
- Attribution Strength Classification,
- Attribution Boundary Record,
- Attribution Conflict Record,
- Source Identity Conflict Record,
- Source Identity Change Record,
- Attribution Change Record,
- and Source Identity & Attribution Determination.
Use Case 1 — AI-Generated Analysis
ScenarioA validation process receives a technical analysis generated by an
AI system and supplied through an enterprise platform.
Application
VSIAM distinguishes:
- the enterprise platform as Provider,
- the AI system as Interpreter or Generator,
- the model version where identifiable,
- and any separately identified underlying evidence sources.
Result
The validation process does not incorrectly treat the platform that
delivered the analysis as the sole origin of the evidence.
The resulting attribution structure can proceed to provenance and
reliability assessment.
Use Case 2 — Industrial Measurement
ScenarioA safety validation relies upon measurements contained in a
contractor's report.
Application
VSIAM determines that:
- the contractor supplied the report,
- a specific sensor generated the measurements,
- a technician operated the measurement process,
- and the report aggregated the resulting records.
Result
The Validation Evidence is no longer represented as originating
simply from "the contractor."
The relevant source roles become separately identifiable for
subsequent reliability governance.
Use Case 3 — Internet Information
ScenarioA validation process identifies the same technical claim across
multiple websites.
Application
VSIAM determines that several websites reproduce material
originating from the same unidentified upstream source.
Result
The websites are not automatically treated as independent
original sources.
Where original attribution cannot be established, the evidence
retains an appropriate attribution limitation.
Architectural Position
Validation Source Identity & Attribution is the first internalgovernance space of the Validation Source Reliability
Standard (VSRS).
It creates the transition:
Validation Evidence → Identified Source → Defined Source Role →
Evidence Attribution
The next VSRS governance stage can then examine:
Where did the evidence originate, through which pathway did it
travel, and upon which upstream sources does it depend?
This preserves the progression:
Identity & Attribution → Provenance & Lineage → Capability &
Competence → Independence & Conflict → Source
Reliability Determination