{"slug":"architecture/03_ORGANIZATIONAL_MEMORY","title":"03 · Organizational Memory","section":"architecture","sectionLabel":"Architecture","status":"unclassified","type":"document","path":"architecture/03_ORGANIZATIONAL_MEMORY.mdx","bytes":4796,"description":"What the organization has learned — accumulated knowledge, patterns, decisions, and outcomes that persist beyond any single interaction","updated":null,"source":"integratewise/Integratewise-docs-wiki","content":"\n\n**What the organization has learned.**\n\nOrganizational Memory is the accumulated knowledge, patterns, decisions, and outcomes that persist beyond any single interaction. It is what makes SpineWorkspace smarter over time.\n\n---\n\n## The Data-to-Knowledge Transformation\n\nKnowledge is not simply ingested data. Knowledge is what becomes meaningful and durable after the organization has accumulated context, events, decisions, outcomes, and evidence.\n\n```text\nRAW BUSINESS DATA\n       ↓\nINGESTION\n       ↓\nNORMALIZATION\n       ↓\nENTITY RESOLUTION\n       ↓\nCONTEXTUALIZATION\n       ↓\nSPINE STATE\n       ↓\nWORK / EVENTS / DECISIONS\n       ↓\nEXECUTION\n       ↓\nRESULT\n       ↓\nRE-INGESTION\n       ↓\nRECONCILIATION\n       ↓\nOBSERVED OUTCOME\n       ↓\nPATTERN / EVIDENCE\n       ↓\nGOVERNED PROMOTION\n       ↓\nORGANIZATIONAL MEMORY\n       ↓\nKNOWLEDGE\n```\n\nThis is why Organizational Memory is earned, not simply collected.\n\n---\n\n## What Organizational Memory Contains\n\n### Decisions\n\nWhat was decided, why, and what the outcome was.\n\n- Decision rationale\n- Decision context\n- Decision maker (human or AI)\n- Decision outcome\n- Lessons learned\n\n### Knowledge\n\nFacts and relationships that have been validated through experience.\n\n- Entity knowledge (what we know about customers, accounts, products)\n- Process knowledge (what works, what doesn't)\n- Domain knowledge (industry patterns, best practices)\n- Technical knowledge (system behaviors, integration patterns)\n\n### Patterns\n\nRecurring behaviors and trends that have been identified.\n\n- Success patterns (what consistently works)\n- Failure patterns (what consistently fails)\n- Risk patterns (what tends to go wrong)\n- Opportunity patterns (what tends to succeed)\n\n### History\n\nWhat has happened over time.\n\n- Event history\n- Communication history\n- Work history\n- Outcome history\n\n---\n\n## Memory Types\n\n| Type | Description | Lifecycle |\n|------|-------------|-----------|\n| **Episodic** | What happened in specific situations | Session-scoped, promoted if significant |\n| **Semantic** | Facts, relationships, patterns | Persistent, governed |\n| **Procedural** | How to do things, workflows | Persistent, governable |\n| **User Preferences** | How users like to work | User-scoped, persistent |\n\n---\n\n## Memory Governance\n\nMemory is governed by the same policies as all Spine data:\n\n| Rule | Description |\n|------|-------------|\n| **Promotion-controlled** | Memory is promoted through governance, not written directly |\n| **Role-scoped** | Each role sees memory relevant to their domain |\n| **Time-weighted** | Recent memory is weighted more heavily |\n| **Pruned** | Stale or irrelevant memory is archived |\n| **Auditable** | Every memory write is logged |\n\n---\n\n## Memory Promotion\n\nMemory is promoted from the Reconciliation Pipeline:\n\n```text\nExecution Result\n      ↓\nReconciliation\n      ↓\nObserved Outcome\n      ↓\nPattern Detection\n      ↓\nGovernance Check\n      ↓\nMemory Promotion\n      ↓\nOrganizational Memory\n```\n\n### Promotion Rules\n\n- Only verified outcomes become memory\n- Only significant patterns are promoted\n- Memory is tagged with provenance (source, time, context)\n- Memory can be updated or archived as new evidence emerges\n\n---\n\n## How Memory Is Used\n\n| Consumer | Usage |\n|----------|-------|\n| **Twin** | Context for reasoning, pattern matching |\n| **Projections** | Enriched role-specific views |\n| **Agents** | Learned behaviors, decision patterns |\n| **Governance** | Risk assessment, policy compliance |\n| **Humans** | Organizational knowledge base |\n\n---\n\n## Memory vs. State\n\n| Aspect | Memory | State |\n|--------|--------|-------|\n| **What** | What has been learned | What is currently true |\n| **When** | Accumulated over time | Current point in time |\n| **Write path** | Promotion from reconciliation | Direct from ingestion/execution |\n| **Read path** | Context enrichment, pattern matching | Current state queries |\n| **Governance** | Strict promotion | Standard Spine governance |\n\n---\n\n## Organizational Memory Connects to\n\n| Layer | Relationship |\n|-------|-------------|\n| [Spine Fabric](/architecture/02_SPINE_FABRIC) | Stores memory within the Spine |\n| [Work Graph](/architecture/04_WORK_GRAPH) | Informs work prioritization and assignment |\n| [Projections](/architecture/05_PROJECTIONS) | Enriches role-specific views |\n| [Twin Workbench](/architecture/07_TWIN_WORKBENCH) | Context for reasoning |\n| [Reconciliation](/architecture/15_RECONCILIATION) | Source of promoted memory |\n| [Loop State](/architecture/16_LOOP_STATE) | Memory feeds next work |\n"}