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Agentic AI Atlas · Knowledge Fabric
layer:12-knowledge-fabrica5c.ai
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layer:12-knowledge-fabric

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Knowledge Fabric overview

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Attributes

displayName
Knowledge Fabric
position
12
path
knowledge
scope
Organizational knowledge, memory, and intelligence layer spanning all agents and humans.
summary
The knowledge fabric is the organizational brain — a centralized, living knowledge and intelligence layer that captures, organizes, updates, and makes queryable everything the company knows. Unlike per-agent context (Layer 5 runtime), this layer persists across agents, sessions, and users. It encompasses vector stores, knowledge graphs, document indexes, decision logs, process memory, and semantic search — serving both humans and AI agents.
responsibilities
  • Persist and retrieve organizational knowledge across agent sessions
  • Index and embed documents, code, decisions, conversations
  • Provide semantic search and context-aware retrieval
  • Maintain knowledge graph of entities, relationships, and decisions
  • Track provenance and confidence of information
  • Synchronize knowledge across multiple agents and human users
examples
  • Vector databases (Pinecone, Weaviate, Chroma, Qdrant, Milvus)
  • Knowledge management platforms (Notion, Confluence as knowledge sources)
  • RAG pipelines (LangChain, LlamaIndex retrieval chains)
  • Memory services (Mem0, Zep, Motorhead)
  • Organizational knowledge graphs
  • Decision logs and ADR repositories
fitNotes
This layer sits above individual agent concerns. Where Layer 5 (runtime) manages per-session context and compaction, Layer 12 manages persistent organizational knowledge that any agent or human can query. The boundary is persistence scope: runtime context dies with the session, knowledge fabric persists indefinitely.

Outgoing edges

None.

Incoming edges

realizes74
  • knowledge-fabric-impl:cline.knowledge@current·KnowledgeFabricImplCline Knowledge Fabric — .clinerules + memory files
  • knowledge-fabric-impl:windsurf.knowledge@current·KnowledgeFabricImplWindsurf Knowledge Fabric — .windsurfrules
  • knowledge-fabric-impl:aider.knowledge@current·KnowledgeFabricImplAider Knowledge Fabric — .aider.conf.yml + conventions
  • knowledge-fabric-impl:continue.knowledge@current·KnowledgeFabricImplContinue Knowledge Fabric — .continuerules + config context
  • knowledge-fabric-impl:roo-code.knowledge@current·KnowledgeFabricImplRoo Code Knowledge Fabric — .roorules + memory
  • knowledge-fabric-impl:amp.knowledge@current·KnowledgeFabricImplAmp Knowledge Fabric — AGENTS.md
  • knowledge-fabric-impl:openclaw.knowledge@current·KnowledgeFabricImplOpenClaw Knowledge Fabric — .agents directory + .crabbox.yaml
  • knowledge-fabric-impl:pi.knowledge@current·KnowledgeFabricImplPi Knowledge Fabric — CLAUDE.md (Claude Code compatible)
  • knowledge-fabric-impl:opencode.knowledge@current·KnowledgeFabricImplOpenCode Knowledge Fabric — AGENTS.md
  • knowledge-fabric-impl:claude-code.knowledge@current·KnowledgeFabricImplClaude Code Knowledge Fabric — CLAUDE.md hierarchy + auto-memory
  • knowledge-fabric-impl:codebase-index·KnowledgeFabricImplCodebase as Knowledge Fabric — symbol indexing and code intelligence
  • knowledge-fabric-impl:codex.knowledge@current·KnowledgeFabricImplCodex Knowledge Fabric — AGENTS.md
  • knowledge-fabric-impl:claude-sh.knowledge@current·KnowledgeFabricImplclaude-sh Knowledge Fabric
  • knowledge-fabric-impl:goose.knowledge@current·KnowledgeFabricImplGoose Knowledge Fabric
  • knowledge-fabric-impl:devin.knowledge@current·KnowledgeFabricImplDevin Knowledge Fabric
  • knowledge-fabric-impl:zed.knowledge@current·KnowledgeFabricImplZed Knowledge Fabric
  • knowledge-fabric-impl:replit-agent.knowledge@current·KnowledgeFabricImplReplit Agent Knowledge Fabric
  • knowledge-fabric-impl:bolt.knowledge@current·KnowledgeFabricImplBolt Knowledge Fabric
  • knowledge-fabric-impl:v0.knowledge@current·KnowledgeFabricImplv0 Knowledge Fabric
  • knowledge-fabric-impl:lovable.knowledge@current·KnowledgeFabricImplLovable Knowledge Fabric
  • knowledge-fabric-impl:openhands.knowledge@current·KnowledgeFabricImplOpenHands Knowledge Fabric
  • knowledge-fabric-impl:warp.knowledge@current·KnowledgeFabricImplWarp Knowledge Fabric
  • knowledge-fabric-impl:napkin-fabric·KnowledgeFabricImplNapkin as Agent Knowledge Fabric
  • knowledge-fabric-impl:mempalace-fabric·KnowledgeFabricImplMemPalace as Agent Memory Fabric
  • knowledge-fabric-impl:graphify-fabric·KnowledgeFabricImplGraphify as Agent Knowledge Fabric
  • knowledge-fabric-impl:cursor.knowledge@current·KnowledgeFabricImplCursor Knowledge Fabric — .cursorrules + codebase indexing
  • knowledge-fabric-impl:gemini-cli.knowledge@current·KnowledgeFabricImplGemini CLI Knowledge Fabric — GEMINI.md
  • knowledge-fabric-impl:git-markdown-wiki·KnowledgeFabricImplGit Markdown Wiki — version-controlled markdown knowledge base
  • knowledge-fabric-impl:atlas-knowledge-graph·KnowledgeFabricImplAtlas Knowledge Graph — YAML graph with build-time indexing
  • knowledge-fabric-impl:adr-decision-log·KnowledgeFabricImplADR Decision Log — Architecture Decision Records in git
  • knowledge-fabric-impl:krate.knowledge@current·KnowledgeFabricImplKrate Company Brain (current) — org-level agent memory
  • knowledge-fabric-impl:mem0-fabric·KnowledgeFabricImplMem0 as Agent Memory Fabric
  • knowledge-fabric-impl:zep-fabric·KnowledgeFabricImplZep as Agent Memory Fabric
  • knowledge-fabric-impl:danswer-fabric·KnowledgeFabricImplDanswer/Onyx as Deployable Knowledge Fabric
  • knowledge-fabric-impl:quivr-fabric·KnowledgeFabricImplQuivr as Team Second Brain Fabric
  • knowledge-fabric-impl:private-gpt-fabric·KnowledgeFabricImplPrivateGPT as Local-Only Knowledge Fabric
  • knowledge-fabric-impl:langchain-rag-fabric·KnowledgeFabricImplLangChain as RAG Knowledge Fabric
  • knowledge-fabric-impl:llamaindex-rag-fabric·KnowledgeFabricImplLlamaIndex as RAG Knowledge Fabric
  • knowledge-fabric-impl:haystack-rag-fabric·KnowledgeFabricImplHaystack as RAG Knowledge Fabric
  • knowledge-fabric-impl:notion-fabric·KnowledgeFabricImplNotion as Organizational Knowledge Fabric
  • knowledge-fabric-impl:confluence-fabric·KnowledgeFabricImplConfluence as Enterprise Knowledge Fabric
  • knowledge-fabric-impl:glean-fabric·KnowledgeFabricImplGlean as Enterprise AI Search Fabric
  • knowledge-fabric-impl:chroma-fabric·KnowledgeFabricImplChromaDB as Knowledge Fabric
  • knowledge-fabric-impl:pinecone-fabric·KnowledgeFabricImplPinecone as Knowledge Fabric
  • knowledge-fabric-impl:weaviate-fabric·KnowledgeFabricImplWeaviate as Knowledge Fabric
  • knowledge-fabric-impl:qdrant-fabric·KnowledgeFabricImplQdrant as Knowledge Fabric
  • knowledge-fabric-impl:milvus-fabric·KnowledgeFabricImplMilvus as Knowledge Fabric
  • memory-system:claude-code-auto-memory·MemorySystemClaude Code Auto-Memory
  • memory-system:cline-memory-bank·MemorySystemCline Memory Bank
  • memory-system:windsurf-memories·MemorySystemWindsurf Memories
  • memory-system:cursor-notepads·MemorySystemCursor Notepads
  • memory-system:roo-code-memory·MemorySystemRoo Code Memory
  • memory-system:openclaw-soul-memory·MemorySystemOpenClaw SOUL + Memory
  • memory-system:codex-agents-md·MemorySystemCodex AGENTS.md
  • memory-system:mem0-service·MemorySystemMem0 Memory Service
  • memory-system:zep-service·MemorySystemZep Memory Service
  • memory-system:mempalace-service·MemorySystemMemPalace Memory Service
  • memory-system:agentmemory-service·MemorySystemagentmemory Cross-Agent Memory
  • memory-system:file-based-markdown-pattern·MemorySystemFile-Based Markdown Memory Pattern
  • memory-system:vector-backed-recall-pattern·MemorySystemVector-Backed Recall Pattern
  • memory-system:auto-dream-consolidation-pattern·MemorySystemAuto-Dream Consolidation Pattern
  • memory-system:gemini-cli-memory·MemorySystemGemini CLI Memory
  • memory-system:amp-memory·MemorySystemAmp Memory
  • memory-system:pi-memory·MemorySystemPi Memory
  • memory-system:kilo-code-memory·MemorySystemKilo Code Memory
  • memory-system:goose-memory·MemorySystemGoose Memory
  • memory-system:devin-memory·MemorySystemDevin Persistent Workspace Memory
  • memory-system:aider-memory·MemorySystemAider Memory
  • memory-system:cloudflare-agent-memory·MemorySystemCloudflare Agent Memory
  • memory-system:memories-sh·MemorySystemmemories.sh
  • memory-system:memori-labs·MemorySystemMemori Labs Agent Memory
  • memory-system:vercel-ai-memory·MemorySystemVercel AI SDK Memory
  • memory-system:instruction-file-hierarchy·MemorySystemInstruction File Hierarchy Pattern
  • stack-part:krate-company-brain·StackPartKrate Company Brain

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