RRRGM — Recovered Resource Recognition &
Governance Module
Architecture:
RSGA™ — Resource Sustainability Governance Architecture
Parent Standard:
Resource Recovery & Circularity Standard (RRCS)
Category:
Governance & Enforcement
Subcategory:
Resource Governance
Type:
Core Module
Governed Space:
Recovered Resource Recognition & Validation Governance
Module ID:
RSGA-RRCS-RRRGM-04
Origin ID:
OOF-RSGA-RRCS-RRRGM
Version:
1.0
Status:
Canonical Open
Effective Date:
8 October 2026
Compatibility:
Methodology OS — Modular Compatibility
GIE-Compatible:
Yes
AI-Readable:
Yes
Authority:
OOF® — OriginOpen® Foundation
Protection:
Protected Methodological Work
Canonical Language:
English
1. Canonical Definition
RRRGM — Recovered Resource Recognition & Governance Module is the Core Module within RRCS that governs how outputs produced through Resource Recovery processes are identified, traced, assessed, tested, validated, classified, recognized, restricted, monitored, and reassessed against defined Resource-quality, identity, provenance, and intended-use requirements.
RRRGM establishes the conditions under which a candidate recovered output may be recognized as a validated recovered Resource.
It distinguishes Recovery process completion from verified Resource capability and ensures that recovered Resource status is supported by evidence rather than assumed from the operation of a Recovery process.
Recovery Process Completed ≠ Recovered Resource Validated.
2. Operational Role
RRRGM governs the transition from Recovery process output to recognized recovered Resource.
Its role is to determine what Resource was actually produced, whether its identity and origin are traceable, which characteristics have been established, and whether the output satisfies the applicable validation requirements.
RRRGM:
Identifies candidate recovered outputs. Preserves Recovery process provenance. Establishes recovered Resource identity. Evaluates recovered quantity and quality. Verifies applicable validation criteria. Records testing and inspection evidence. Distinguishes validation for different intended uses. Identifies restrictions and unresolved conditions. Establishes recovered Resource recognition states. Supports reassessment when evidence or Resource condition changes.
RRRGM does not authorize subsequent Resource Access, Allocation, substitution, or reintegration.
3. Operational Question
Under what evidenced conditions can an output of a Resource Recovery process be recognized as a recovered Resource with established identity, provenance, quantity, quality, and defined use-specific suitability, without confusing process completion, technical recovery, validation, availability, or authorization for subsequent use?
4. Position in Architecture Governance Flow
RSGA™ Governance Flow
Resource Characterization → Availability & Capacity → Demand → Dependency & Criticality → Access → Prioritization & Allocation → Consumption & Utilization → Scarcity & Constraint → Recovery & Circularity → Substitution & Flexibility → Interdependency & Resilience → Continuity & Sustainability
RRCS Governance Flow
1. End-of-Use Resource Recognition — ERRM 2. Resource Recovery Potential — RPMM 3. Resource Recovery Process — RURPM 4. Recovered Resource Recognition & Validation — RRRGM 5. Secondary Resource Reintegration
RRRGM occupies the fourth governance position.
It receives candidate recovered outputs and process evidence from RURPM.
Its validated outputs provide the Resource-quality and identity basis required for subsequent secondary Resource governance.
5. Governed Space
Recovered Resource Recognition & Validation Governance
This governed space concerns the establishment of reliable recovered Resource identity, condition, quantity, quality, provenance, and validation state.
It includes the evidence required to determine whether recovered outputs satisfy defined Resource requirements.
Validation is always associated with an explicit assessment boundary.
A recovered Resource may satisfy one application while failing another.
6. Governed Object
The primary Governed Object is:
A Candidate Recovered Resource Output associated with an identifiable Recovery process, provenance record, measurable Resource characteristics, and applicable validation criteria.
Canonical relationship:
Recovery Process Output → Recovered Output Identification → Provenance Verification → Resource Characterization → Validation Criteria → Testing & Evidence → Validation Decision → Recovered Resource Recognition State
7. Scope
RRRGM governs:
Candidate recovered output identification. Recovered Resource identity. Recovery process provenance. Resource quantity verification. Resource quality characterization. Composition and purity assessment. Functional performance assessment. Contamination and degradation assessment. Validation criteria. Intended-use-specific validation. Testing and inspection evidence. Evidence sufficiency and conflict. Recovered Resource recognition states. Conditional validation. Resource restrictions. Revalidation and reassessment. Validation traceability and versioning.
RRRGM does not govern the actual Recovery process, Resource Access authorization, Resource Allocation, substitution decisions, operational reintegration, Circularity performance, or long-term Sustainability.
8. Foundational Governance Principles
8.1 Process–Validation Separation
Recovery Process Completed ≠ Recovered Resource Validated.
8.2 Output–Capability Separation
Recovered Output Exists ≠ Usable Resource Capability Established.
8.3 Quantity–Quality Separation
Recovered Quantity ≠ Recovered Quality.
8.4 Use-Specific Validation
Valid for Use A ≠ Valid for Use B.
8.5 Recognition–Availability Separation
Validated Recovered Resource ≠ Available Resource.
8.6 Recognition–Authorization Separation
Recovered Resource Recognition ≠ Authorization for Subsequent Use.
9. Candidate Recovered Output
A Candidate Recovered Output is an identifiable Resource output produced through a Recovery process and submitted for recognition or validation.
It may include:
Recovered Material
Recovered Water
Recovered Energy
Recovered Component
Recovered Functional Capacity
Recovered Chemical Resource
Other Recovered Resource Output
Candidate status must remain distinguishable from validated status.
10. Recovered Resource Identity
Each material recovered output should have a distinct Resource identity.
Minimum references include:
Recovered Resource ID
Source Recovery Process ID
Original Resource Reference
Resource Type
Quantity
Condition
Location
Recovery Completion Time
Validation Reference
Where outputs are split or combined, their identity relationships must remain traceable.
11. Provenance Continuity
Recovered Resource provenance should connect the output to the Resource and process from which it originated.
Canonical relationship:
Original Resource → Residual Resource → Recovery Potential → Recovery Process → Candidate Recovered Output → Validation Record
Recovered Resource Identity Without Provenance ≠ Complete Recovery Traceability.
Where provenance is incomplete, the limitation must remain explicit.
12. Recovered Quantity
Recovered quantity must be established using an appropriate physical measurement.
Relevant units may include:
kilograms; tonnes; litres; cubic metres; kilowatt-hours; component counts; or other Resource-specific units.
Quantity measurements must preserve the applicable measurement basis, time, and uncertainty.
13. Quantity Verification
RRRGM should distinguish:
Reported Output Quantity
Measured Output Quantity
Verified Output Quantity
Quantity Evidence-Limited
Quantity Conflicted
Reported Quantity ≠ Verified Quantity.
14. Recovered Resource Quality
Recovered Resource quality concerns the characteristics that determine whether an output satisfies defined Resource requirements.
Relevant characteristics may include:
Material composition. Purity. Contamination. Mechanical properties. Structural integrity. Chemical properties. Water quality. Energy characteristics. Functional performance. Reliability. Other Resource-specific parameters.
Quality must be evaluated against an explicit validation basis.
15. Quality Validation Boundary
A Resource cannot be declared universally suitable merely because one characteristic has been measured.
One Passing Quality Parameter ≠ Complete Resource Validation.
16. Intended-Use Requirements
Recovered Resource validation may depend on the intended future use.
For example:
Recovered water may satisfy industrial cooling requirements but not drinking-water requirements.
Recovered metal may satisfy one manufacturing specification but not another.
Recovered hardware may support low-demand computation but not high-performance operation.
Resource Validation Is Use-Specific Where Requirements Differ.
17. Validation Criteria
Validation criteria should be defined before or independently of the validation decision.
They may include:
Required Composition
Minimum Purity
Maximum Contamination
Required Functional Performance
Structural Requirements
Safety Requirements
Reliability Requirements
Measurement Tolerances
Applicable Technical Standards
Other Intended-Use Conditions
RRRGM does not invent external legal or technical thresholds.
18. Validation Authority
Validation may require an authorized laboratory, inspector, technical authority, or other competent mechanism.
RRRGM preserves the applicable authority and evidence references.
It does not independently create certification authority.
Methodology Authority ≠ Technical Certification Authority.
19. Testing and Inspection
Validation may rely on:
Laboratory Testing
Physical Inspection
Functional Testing
Performance Testing
Composition Analysis
Contamination Testing
Reliability Testing
Other Applicable Methods
The testing method must be appropriate to the Resource and validation requirement.
20. Testing Evidence
Testing evidence should preserve:
Test Method
Sample Identity
Sampling Method
Testing Time
Testing Entity
Measured Result
Measurement Unit
Measurement Uncertainty
Acceptance Criterion
Result Interpretation
Evidence Provenance
21. Sampling Boundary
Validation based on samples must preserve the relationship between the sample and the Resource quantity represented.
Sample Pass ≠ Entire Batch Pass Without a Valid Sampling Basis.
22. Batch Validation
Where Resources are recovered in batches, RRRGM should establish the applicable batch boundary.
It should distinguish:
Individual Resource Validation
Batch Validation
Sample-Based Batch Validation
Partial Batch Validation
Batch Validation Evidence-Limited
A batch must not be treated as homogeneous without adequate evidence.
23. Composition Validation
Composition validation establishes whether the recovered Resource contains the required constituents within applicable limits.
It may concern:
Material Fractions
Chemical Constituents
Alloy Composition
Water Constituents
Other Resource-Specific Properties
24. Purity Validation
Purity validation concerns the proportion or concentration of required constituents relative to impurities.
Recovered Material Quantity ≠ Usable Pure Material Quantity.
25. Contamination Validation
Contamination validation concerns unwanted substances or conditions that may limit use.
It should preserve:
Contaminant Type
Measured Concentration
Applicable Limit
Testing Evidence
Validation Outcome
A Resource may pass one intended-use boundary and fail another.
26. Functional Validation
Functional validation establishes whether a recovered component or capacity performs according to defined requirements.
Examples include:
Electrical Performance
Mechanical Performance
Storage Capacity
Thermal Performance
Processing Capability
Other Functional Characteristics
27. Degradation Validation
Recovered Resources may retain degradation from previous use or Recovery processing.
RRRGM should preserve degradation evidence where it affects Resource suitability.
Recovered Functionality ≠ Original Functionality Restored.
28. Reliability Validation
Some recovered Resources require evidence that performance remains acceptable over a relevant operating period.
RRRGM may preserve reliability evidence or identify reliability as an unresolved condition.
One Successful Functional Test ≠ Long-Term Reliability Established.
29. Recovery-Induced Changes
The Recovery process may introduce new Resource characteristics, impurities, defects, or limitations.
RRRGM should distinguish:
Pre-Recovery Condition
Recovery-Induced Change
Post-Recovery Condition
The final validation must concern the actual recovered output.
30. Secondary Resource Candidate
A validated recovered Resource may become a candidate for secondary Resource classification.
However, recognition as a secondary Resource may require additional classification and governance conditions.
Validated Recovered Resource ≠ Automatically Classified Secondary Resource.
31. Conditional Validation
Conditional validation may apply where a Resource satisfies requirements only under defined restrictions.
Examples include:
Limited Intended Use
Restricted Operating Conditions
Additional Treatment Required
Additional Testing Required
Time-Limited Validation
Specific Environmental Conditions
Conditions must remain attached to the validation record.
32. Failed Validation
Validation fails when the recovered Resource does not satisfy applicable requirements.
Failure should preserve:
Failed Criterion
Evidence
Affected Resource
Relevant Limitation
Possible Reassessment Conditions
Failure under one validation basis does not establish failure under all possible uses.
33. Validation Conflict
Validation evidence may be materially inconsistent.
Examples include:
Different laboratories reporting incompatible results. Conflicting composition measurements. Inconsistent performance tests. Disagreement between sample and batch evidence. Conflicting Resource provenance.
RRRGM must preserve unresolved conflicts.
Conflicting Validation Evidence ≠ Permission to Declare Resource Validated.
34. Evidence-Limited Validation
Where evidence is insufficient, the Resource must remain in an appropriate Evidence-Limited state.
Missing Validation Evidence ≠ Validation Passed.
35. Validation Uncertainty
RRRGM should preserve uncertainty concerning:
Measurement
Sampling
Composition
Condition
Performance
Reliability
Provenance
Intended-Use Suitability
Uncertainty should not be hidden by a binary pass/fail representation where material.
36. Validation Confidence
Where confidence is represented, it must reflect the supporting evidence and assessment method.
High Validation Confidence ≠ Universal Resource Suitability.
37. Minimum Validation States
At minimum:
Not Submitted for Validation
Validation Pending
Under Assessment
Validated
Conditionally Validated
Partially Validated
Validation Failed
Validation Evidence-Limited
Validation Conflicted
Validation Unknown
Validation Expired
Revalidation Required
Recognition Withdrawn
These states must remain distinguishable from Recovery process states.
38. Recovered Resource Recognition
A recovered Resource may be recognized only when the applicable identity, provenance, and validation requirements have been sufficiently satisfied.
Recognition should preserve the exact validation scope.
Recovered Resource Recognized ≠ Resource Approved for Every Use.
39. Recognition Restrictions
Recognition may carry restrictions relating to:
Intended Use
Quality Grade
Operating Conditions
Storage Conditions
Handling Requirements
Time Validity
Further Testing
Other Resource-Specific Limitations
Restrictions must remain traceable to the Resource.
40. Recognition Withdrawal
Recognition may require withdrawal when:
New evidence invalidates the previous result. Resource condition materially changes. Provenance is shown to be incorrect. Testing evidence is invalidated. Applicable requirements change. Recognition was based on a material error.
Withdrawal should preserve historical records and reasons.
41. Validation Expiry
Some validation results may remain valid only for a defined period or while specified conditions continue.
Previously Validated ≠ Currently Validated by definition.
42. Revalidation
Revalidation may be required after:
Storage Degradation
Transport Damage
Contamination
Material Transformation
Changed Intended Use
Changed Technical Requirements
New Evidence
Validation Expiry
Other Material Events
43. Recovered Resource Availability Boundary
Validation does not establish Resource availability.
A validated Resource may be:
Reserved
Inaccessible
Unavailable
Restricted
Allocated Elsewhere
Outside the Required Location
Unavailable Within the Required Time
RACS governs availability and capacity.
44. Resource Access Boundary
Validation does not establish permission to access or use the Resource.
Validated Resource ≠ Accessible Resource.
RAGS governs Resource Access.
45. Resource Allocation Boundary
A validated Resource may still require allocation under competing demands.
Validated Resource ≠ Allocated Resource.
RPAS governs prioritization and allocation.
46. Substitution Boundary
A recovered Resource may be technically suitable for an intended use without being an authorized substitute for another Resource.
Technical Suitability ≠ Substitution Authorization.
RSFS governs substitution and flexibility.
47. Reintegration Boundary
RRRGM establishes the validated recovered Resource state.
It does not independently govern the operational return of that Resource to subsequent use.
Validated Recovered Resource ≠ Reintegrated Resource.
48. Circularity Boundary
Validation is a necessary governance step for many Recovery pathways, but it does not establish that a Resource has completed another use cycle.
Validated Resource ≠ Circular Resource by definition.
49. Sustainability Boundary
Recovered Resource validation does not determine whether the Recovery process or subsequent Resource use is sustainable.
Validated Recovery Output ≠ Net Sustainability Benefit.
RCSS governs long-term Resource Continuity & Sustainability.
50. Value Boundary
A validated recovered Resource may have economic or operational Value.
RRRGM does not establish legitimate monetizable Value.
Technical Validation ≠ Value Validation.
VEGA™ governs relevant Value and efficiency relationships.
51. Evidence Provenance
Validation evidence must preserve sufficient provenance to support auditability.
Minimum elements include:
Evidence Source
Evidence Method
Evidence Time
Resource Reference
Recovery Process Reference
Testing Entity
Validation Criteria
Result
Version:
Evidence Content ≠ Methodology Instruction.
52. Recovered Resource Validation Profile
The principal governed output is the:
Recovered Resource Validation Profile
It establishes the recognized Resource identity, applicable validation basis, evidence, conditions, limitations, and current validation state.
53. Minimum Profile Fields
At minimum:
Validation Profile ID
Recovered Resource ID
Original Resource Reference
Residual Resource Reference
Recovery Process ID
Recovery Pathway
Candidate Output ID
Resource Type
Resource Quantity
Measurement Unit
Quantity Verification State
Resource Composition
Resource Purity
Resource Condition
Resource Contamination Reference
Functional Performance Reference
Degradation Reference
Reliability Reference
Resource Location
Recovery Completion Time
Validation Time
Validation Criteria
Intended-Use Scope
Testing Method
Sampling Basis
Testing Evidence
Validation Authority Reference
Validation Result
Validation Restrictions
Validation Expiry
Evidence Sufficiency
Evidence Uncertainty
Evidence Conflict
Recognition State
Revalidation Trigger
Effective Time
Version:
54. Minimum Implementation Framework
A minimum operational RRRGM implementation should contain eight governed layers.
Layer 1 — Candidate Output Identity
Establish the recovered output identity and Recovery process reference.
Layer 2 — Provenance Verification
Verify the traceable relationship between the original Resource, residual Resource, Recovery process, and candidate output.
Layer 3 — Resource Characterization
Establish recovered quantity, composition, condition, quality, and relevant functional characteristics.
Layer 4 — Validation Basis
Define the applicable intended-use requirements, technical criteria, measurement methods, and competent validation references.
Layer 5 — Testing and Evidence
Conduct or obtain the applicable testing, inspection, sampling, and measurement evidence.
Layer 6 — Validation Decision
Determine the Resource validation state, including conditional, failed, Evidence-Limited, Conflicted, or Unknown outcomes.
Layer 7 — Recognition and Restrictions
Establish the recovered Resource recognition state, applicable restrictions, validity conditions, and reassessment triggers.
Layer 8 — Governed Output
Produce the Recovered Resource Validation Profile .
55. Minimum Decision States
At minimum:
Candidate Output Identified
Provenance Pending
Provenance Established
Resource Characterization Pending
Validation Criteria Established
Testing Pending
Validation In Progress
Validated
Conditionally Validated
Partially Validated
Validation Failed
Validation Evidence-Limited
Validation Conflicted
Validation Unknown
Validation Expired
Revalidation Required
Recognition Withdrawn
Validation Completed
56. Minimum Evidence Path
Where recovered Resource validation cannot be sufficiently established:
Candidate Recovered Output → Resource Identity / Provenance / Quantity / Quality / Intended-Use Evidence → Validation Unknown / Evidence-Limited / Conflicted → Missing or Conflicting Evidence → Evidence Acquisition → Testing / Inspection / Provenance Review → Validation Criteria Assessment → Validation State → Recovered Resource Validation Profile
Unsupported validation claims must not be converted into validated Resource status.
57. Minimum Reassessment Framework
Current Recovered Resource Validation Profile → New Resource / Testing / Quality / Provenance / Intended-Use Evidence → Materiality Assessment → Validation Basis Review → Testing Evidence Review → Recognition-State Reassessment → Restriction Review → Profile Update → Version Update
Reassessment may be triggered by:
New laboratory results. Changed Resource condition. Newly identified contamination. Updated composition evidence. Changed intended-use requirements. Validation expiry. Transport damage. Storage degradation. Provenance conflict. Testing error. New technical requirements. Evidence invalidating earlier recognition.
58. Governance Requirements
A conforming RRRGM implementation must satisfy the following requirements.
Resource Identity and Provenance
1. Identify the candidate recovered output. 2. Preserve the Recovery process reference. 3. Preserve original Resource provenance where available. 4. Preserve residual Resource provenance. 5. Establish recovered Resource identity. 6. Preserve fragmentation and aggregation relationships. 7. Identify provenance limitations. 8. Prevent incomplete provenance from being represented as complete traceability.
Quantity and Characterization
9. Preserve recovered Resource quantity. 10. Preserve measurement units. 11. Distinguish reported from verified quantity. 12. Preserve composition evidence. 13. Preserve relevant purity evidence. 14. Preserve contamination evidence. 15. Preserve Resource condition. 16. Preserve functional performance evidence where applicable. 17. Preserve degradation evidence where material. 18. Preserve reliability evidence where applicable.
Validation Basis
19. Establish explicit validation criteria. 20. Preserve intended-use requirements. 21. Identify applicable technical standards. 22. Preserve validation-authority references. 23. Distinguish validation for different intended uses. 24. Prevent one passing characteristic from establishing complete validation. 25. Preserve sampling boundaries. 26. Preserve batch boundaries where applicable.
Testing and Evidence
27. Preserve testing methods. 28. Preserve testing results. 29. Preserve evidence provenance. 30. Preserve measurement uncertainty. 31. Evaluate evidence sufficiency. 32. Support Evidence-Limited states. 33. Support Conflicted states. 34. Support Unknown states. 35. Prevent unsupported validation declarations. 36. Preserve material testing limitations.
Recognition and Restrictions
37. Establish a governed validation state. 38. Support conditional validation. 39. Support partial validation. 40. Support failed validation. 41. Preserve recognition restrictions. 42. Preserve validation validity conditions. 43. Support validation expiry. 44. Support recognition withdrawal. 45. Preserve reasons for withdrawal. 46. Preserve historical recognition states.
Governance Boundaries
47. Preserve RURPM Recovery Process boundaries. 48. Preserve secondary Resource classification boundaries. 49. Preserve Resource Availability boundaries. 50. Preserve Resource Access boundaries. 51. Preserve Resource Allocation boundaries. 52. Preserve substitution boundaries. 53. Preserve reintegration boundaries. 54. Preserve Circularity boundaries. 55. Preserve Sustainability boundaries. 56. Preserve independent Value, Harm, and Liability governance.
Lifecycle and Output
57. Support revalidation. 58. Preserve reassessment triggers. 59. Preserve material version history. 60. Preserve effective time. 61. Maintain traceability between Recovery process output and validated Resource. 62. Preserve unresolved validation conditions. 63. Prevent expired validation from being represented as current validation. 64. Produce a Recovered Resource Validation Profile.
59. Governance Logic
Canonical RRRGM logic:
Recovery Process Output → Candidate Recovered Resource Identity → Provenance Verification → Quantity & Quality Characterization → Intended-Use Validation Criteria → Testing & Inspection → Evidence Sufficiency / Uncertainty / Conflict → Validation Decision → Recovered Resource Recognition State → Restrictions & Validity → Recovered Resource Validation Profile → Monitoring → Revalidation
60. Governance Outputs
RRRGM may produce:
Recovered Resource Validation Profile
Candidate Recovered Output Identity
Recovered Resource Provenance Record
Recovered Quantity Verification
Recovered Resource Composition Record
Recovered Resource Purity Record
Recovered Resource Contamination Record
Recovered Resource Condition Record
Functional Performance Validation
Reliability Evidence Reference
Intended-Use Validation Basis
Testing and Inspection Record
Sampling and Batch Validation Record
Validation Criteria Record
Validation Decision
Conditional Validation Record
Validation Failure Record
Validation Restriction Record
Validation Expiry Record
Recognition Withdrawal Record
Evidence Sufficiency State
Validation Uncertainty
Validation Conflict
Revalidation Trigger
Version:
61. Critical Distinctions
Recovery Process Completed ≠ Recovered Resource Validated.
Recovered Output Exists ≠ Usable Resource Capability Established.
Recovered Quantity ≠ Recovered Quality.
Reported Quantity ≠ Verified Quantity.
One Passing Quality Parameter ≠ Complete Resource Validation.
Valid for Use A ≠ Valid for Use B.
Sample Pass ≠ Entire Batch Pass Without a Valid Sampling Basis.
Recovered Material Quantity ≠ Usable Pure Material Quantity.
Recovered Functionality ≠ Original Functionality Restored.
One Successful Functional Test ≠ Long-Term Reliability Established.
Candidate Recovered Output ≠ Validated Recovered Resource.
Validated Recovered Resource ≠ Automatically Classified Secondary Resource.
Recovered Resource Recognized ≠ Resource Approved for Every Use.
Previously Validated ≠ Currently Validated by definition.
Validated Recovered Resource ≠ Available Resource.
Validated Resource ≠ Accessible Resource.
Validated Resource ≠ Allocated Resource.
Technical Suitability ≠ Substitution Authorization.
Validated Recovered Resource ≠ Reintegrated Resource.
Validated Resource ≠ Circular Resource by definition.
Validated Recovery Output ≠ Net Sustainability Benefit.
Technical Validation ≠ Value Validation.
Missing Validation Evidence ≠ Validation Passed.
Conflicting Validation Evidence ≠ Permission to Declare Resource Validated.
62. Use Case 1 — AI Data Center Accelerator Recovery
An AI data center retires accelerator servers.
The hardware undergoes a Recovery process.
RURPM records the disassembly, component separation, refurbishment, and candidate recovered outputs.
RRRGM evaluates the recovered accelerator cards.
Candidate Resource: Refurbished Accelerator Card
Recovery Process: Hardware Refurbishment
Validation Requirements:
Component identity. Provenance. Electrical integrity. Functional performance. Thermal behavior. Memory integrity. Reliability evidence.
Intended-use requirements.
A card may pass functional testing but fail the performance requirements of its original AI workload.
It may nevertheless satisfy a lower-demand application.
RRRGM must preserve the distinction between those validation scopes.
Validated for Lower-Demand Compute ≠ Validated for Original High-Performance AI Compute.
The module produces a Recovered Resource Validation Profile specifying the applicable conditions.
It does not authorize deployment or Resource Allocation.
63. Use Case 2 — Recovered Industrial Water Validation
An industrial facility operates a wastewater Recovery process.
RURPM records the treatment stages, Resource inputs, recovered water output, and process completion.
RRRGM evaluates the recovered water.
Candidate Resource: Treated Industrial Water
Recovery Process: Wastewater Treatment
Validation Requirements:
Water identity and Source. Recovered volume. Chemical composition. Contaminant concentrations. Physical water-quality parameters. Applicable intended-use requirements. Laboratory evidence. Sampling validity.
The recovered water may satisfy industrial cooling requirements but fail requirements for a more demanding application.
RRRGM records the use-specific validation outcome.
Validated for Industrial Cooling ≠ Validated for Every Water Use.
The module does not authorize water reintegration into the industrial system.
That decision belongs to subsequent governance.
64. Cross-Architecture Boundary
RRRGM receives evidence from:
ERRM — End-of-Use Resource Recognition Module
RPMM — Resource Recovery Potential Module
RURPM — Resource Recovery Process Module
It may consume supporting evidence from:
RCHS — Resource Characterization Standard
RACS — Resource Availability & Capacity Standard
RDGS — Resource Demand Governance Standard
RAGS — Resource Access Governance Standard
RPAS — Resource Prioritization & Allocation Standard
RCUS — Resource Consumption & Utilization Standard
Its validated outputs may support:
Secondary Resource Reintegration
RSFS — Resource Substitution & Flexibility Standard
RIRS — Resource Interdependency & Resilience Standard
RCSS — Resource Continuity & Sustainability Standard
Relevant external architectural relationships include:
ORA™ — Operational Reality Architecture
VEGA™ — Value Execution Governance Architecture
HAGA™ — Harm Governance Architecture
LIGA™ — Liability Governance Architecture
RRRGM governs recovered Resource recognition and validation. It does not absorb independent Access, Allocation, technical certification, Harm, Liability, or Value governance.
65. Cross-Architecture Mechanism Principle
An operational mechanism may produce inputs for multiple governance architectures, but it belongs only to the architecture whose governed domain includes that mechanism itself. Other architectures govern only its domain- specific relevance or consequences.
Recovered Resource testing may produce evidence relevant to Resource Availability, substitution, operational safety, Value, or Sustainability.
RRRGM governs the Resource Recovery validation state itself.
Other architectures govern their respective downstream decisions and consequences.
66. Canonical Boundary
RRRGM governs how outputs produced through Resource Recovery processes are identified, traced, assessed, tested, validated, classified, recognized, restricted, monitored, and reassessed against defined Resource-quality, identity, provenance, and intended-use requirements.
It does not execute Recovery, independently create technical certification authority, determine Resource Access or Allocation, authorize substitution, govern operational reintegration, establish Circularity achievement, or determine long- term Sustainability.
Its principal governed output is the Recovered Resource Validation Profile .
67. Canonical Closing Statement
A Resource is not validated merely because a Recovery process produced it, because its quantity was measured, or because one technical characteristic passed inspection. Recovered Resource capability must be established through traceable identity, applicable quality requirements, appropriate evidence, and explicit validation boundaries.
RRRGM establishes the governance transition from Recovery output to recognized Resource capability — ensuring that recovered Resources are validated for what they can actually support, without confusing recognition with availability, authorization, reintegration, or Sustainability.