MAIM — Memory Accountability Integrity Module
OOF™ Origin Open Foundation™
Independent Methodological Authority
OriginID: OOF-OID-MEM-MAIM-2026-06-08-0005
Architecture Ecosystem: Structured Reality Standards™
Architecture Family: Memory Governance Intelligence Architecture (MGIA™)
Operational Layer: Memory Integrity Governance Layer
Governed Space: Memory Accountability Integrity
Category: AI & Interpretation
Subcategory: Memory Accountability Governance
Type: Memory Integrity Module
Parent Standard: Memory Integrity Standard (MIS)
Version: 1.0
Status: Canonical · Open Module
Effective Date: 8 June 2026
Compatibility: OOF Methodology OS · Memory Integrity Standard (MIS) ·
Memory Continuity Integrity Module (MCIM) · Memory Traceability Integrity Module (MTIM) ·
Memory Boundary Integrity Module (MBIM) · Memory State Integrity Module (MSIM) ·
Memory Governance Standard (MGS) · Evolution Accountability Integrity Module (EAIM) ·
INTEGROS® — Integrity Standard
AI-Readable: Yes
Authority: OOF
Protection: MIP — Methodological Intellectual Property
Canonical Language: English (UCL)
Canonical Definition System
Canonical DefinitionMemory Accountability Integrity Module (MAIM) defines the structural conditions
under which memory creation, storage, modification, retrieval, sharing, preservation,
deletion, and utilization remain attributable, traceable, reviewable, governable,
and operationally accountable throughout the memory lifecycle.
MAIM governs memory accountability.
The module ensures that memory remains linked to responsibility, authority, ownership,
and consequence-bearing actions rather than becoming an anonymous, ungovernable,
or responsibility-detached memory environment.
A system satisfies MAIM only if:
- memory ownership remains identifiable
- memory actions remain attributable
- accountability relationships remain visible
- responsibility remains preservable
- governance oversight remains assessable
- accountability remains operationally valid
A memory environment that cannot determine who created, modified, utilized,
or governed memory does not satisfy MAIM.
Module Operational Space
MAIM governs:- memory accountability
- memory ownership
- responsibility attribution
- memory governance
- memory oversight
- memory authority
- consequence-bearing memory actions
- accountability preservation
The module applies wherever memory influences cognition, decisions, operations,
governance, or future outcomes.
Module Function
The module applies wherever systems must preserve:- accountable memory actions
- visible ownership
- traceable responsibility
- governance-valid memory usage
- reconstructable memory history
- operationally reliable memory governance
Its function is to ensure that memory remains linked to accountable actors
and accountable actions.
Minimum Implementation Framework
1. Define the Memory Accountability ObjectThe organization must define which memory activities require accountability governance.
This may include:
- memory creation
- memory modification
- memory retrieval
- memory sharing
- memory preservation
- memory deletion
- memory governance
- Human-AI memory activities
2. Define Memory Accountability Conditions
The system must define the conditions under which accountability remains valid.
This includes:
- ownership requirements
- attribution requirements
- responsibility requirements
- oversight requirements
- governance 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
- responsibility loss
- governance-blind modifications
- unattributed memory utilization
- accountability gaps
4. Define Operational Response or Governance Logic
The system must define governance logic for accountability-integrity failures.
Governance response may include:
- accountability review
- ownership verification
- governance intervention
- escalation
- responsibility reassignment
- corrective actions
- operational invalidation where required
5. Preserve Traceability & Restrict Invalid Conditions
The system must preserve reconstructable traceability of:
- ownership assignments
- memory actions
- modification activities
- governance reviews
- intervention actions
- resulting memory states
A memory environment must not remain accountability-valid if materially significant
memory activities cannot be attributed, reconstructed, reviewed, or governed.
Use Case 1 — Enterprise AI Memory Environment
ScenarioAn enterprise AI environment continuously stores, updates, retrieves, and shares
memory objects used for operational decisions and future actions.
Application
MAIM governs ownership, accountability, responsibility attribution, and governance
oversight throughout the memory lifecycle.
Result
The organization gains stronger accountability visibility, improved governance reliability,
and reduced exposure to anonymous memory manipulation.
Use Case 2 — Human-AI Knowledge Ecosystem
ScenarioHumans and AI systems jointly create, update, preserve, and utilize shared memory assets
over long periods of time.
Application
MAIM governs responsibility attribution, ownership visibility, and accountability
preservation across Human-AI memory activities.
Result
The ecosystem gains stronger trust, improved governance transparency, and reduced
exposure to accountability loss.
Canonical Closing Statement
Memory Accountability Integrity Module (MAIM) defines the structural conditions under whichmemory creation, storage, modification, retrieval, sharing, preservation, deletion, and utilization
remain attributable, traceable, reviewable, governable, and operationally accountable throughout the memory lifecycle.
Memory cannot remain governable if nobody is accountable for it. Memory accountability
therefore becomes a foundational integrity condition of governable memory systems.