GMAM — Group Memory Accountability Module
OOF™ Origin Open Foundation™
Independent Methodological Authority
OriginID: OOF-OID-MEM-GMAM-2026-06-08-0005
Architecture Ecosystem: Structured Reality Standards™
Architecture Family: Memory Governance Intelligence Architecture (MGIA™)
Operational Layer: Group Memory Governance Layer
Governed Space: Group Memory Accountability Integrity
Category: AI & Interpretation
Subcategory: Group Memory Accountability Governance
Type: Group Memory Integrity Module
Parent Standard: Group Memory Integrity Standard (GMIS)
Version: 1.0
Status: Canonical · Open Module
Origin Date: 8 June 2026
Compatibility: OOF Methodology OS · Group Memory Integrity Standard (GMIS) ·
Memory Integrity Standard (MIS) · Shared Memory Integrity Module (SMIM) ·
Memory Accountability Integrity Module (MAIM) · Collective Cognition Integrity Standard (CCIS) ·
INTEGROS® — Integrity Standard
AI-Readable: Yes
Authority: OOF
Protection: MIP — Methodological Intellectual Property
Canonical Language: English (UCL)
Canonical Definition System
Canonical DefinitionGroup Memory Accountability Module (GMAM) defines the structural conditions under which creation,
modification, utilization, sharing, preservation, retrieval, and governance of group memory remain attributable,
traceable, reviewable, governable, and operationally accountable throughout collective activity and collaborative operation.
GMAM governs group memory accountability.
The module ensures that shared memory remains connected to identifiable actions, responsibilities, governance controls,
and accountable participants rather than becoming an anonymous or ungovernable memory environment.
A system satisfies GMAM only if:
- memory actions remain attributable
- accountability relationships remain visible
- responsibility remains identifiable
- governance oversight remains assessable
- collective memory utilization remains reviewable
- accountability remains operationally valid
A collaborative environment that cannot explain who changed, created, approved, or utilized shared memory
does not satisfy GMAM.
Module Operational Space
GMAM governs:- group memory accountability
- shared-memory ownership
- responsibility attribution
- collective governance
- memory oversight
- accountability preservation
- memory-action traceability
- collaborative accountability
The module applies wherever memory is shared among multiple participants.
Module Function
The module applies wherever systems must preserve:- accountable collaboration
- visible responsibility chains
- governance-valid memory usage
- traceable shared-memory actions
- transparent collective operation
- trustworthy collaborative environments
Its function is to ensure that group memory remains linked to accountable actors and accountable decisions.
Minimum Implementation Framework
1. Define the Group Memory Accountability ObjectThe organization must define which shared-memory activities require accountability governance.
This may include:
- memory creation
- memory modification
- memory sharing
- memory retrieval
- memory preservation
- memory deletion
- collaborative decision records
- Human-AI memory activities
2. Define Group Memory Accountability Conditions
The system must define the conditions under which accountability remains valid.
This includes:
- attribution requirements
- responsibility requirements
- governance requirements
- oversight requirements
- reviewability requirements
- accountability-valid conditions
3. Define Accountability Degradation Detection Logic
The system must define how accountability degradation is identified.
This may include:
- anonymous memory actions
- ownership ambiguity
- governance-blind modifications
- accountability gaps
- unattributed decisions
- oversight failures
4. Define Operational Response or Governance Logic
The system must define governance logic for accountability-integrity failures.
Governance response may include:
- accountability review
- attribution verification
- governance intervention
- escalation
- corrective actions
- operational restrictions
- operational invalidation where required
5. Preserve Traceability & Restrict Invalid Conditions
The system must preserve reconstructable traceability of:
- memory actions
- accountability assignments
- governance reviews
- intervention activities
- oversight procedures
- resulting memory states
A group-memory environment must not remain accountability-valid if materially significant
shared-memory activities cannot be attributed, reconstructed, reviewed, or governed.
Use Case 1 — Human-AI Decision Team
ScenarioHumans and AI systems jointly create, update, and utilize shared operational knowledge while
participating
in collective decision-making.
Application
GMAM governs accountability of memory contributions, memory modifications, and decision-support
activities.
Result
The team gains stronger transparency, improved governance reliability, and reduced exposure to
accountability ambiguity.
Use Case 2 — Enterprise Knowledge Governance Environment
ScenarioA large organization maintains shared operational knowledge used by multiple departments, teams,
and AI systems.
Application
GMAM governs responsibility attribution, oversight, and accountability of shared-memory operations.
Result
The organization gains stronger auditability, improved governance visibility, and reduced exposure
to unmanaged knowledge changes.
Canonical Closing Statement
Group Memory Accountability Module (GMAM) defines the structural conditions under which creation, modification,utilization, sharing, preservation, retrieval, and governance of group memory remain attributable, traceable,
reviewable, governable, and operationally accountable throughout collective activity and collaborative operation.
Shared memory cannot remain trustworthy if nobody is accountable for it.
Group memory accountability therefore becomes a foundational integrity
condition of collaborative intelligence and collective memory systems.