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id9673
titleTechnical Awareness: Hybrid GraphRAG (Native Edge Graph & App Mapping)
stateClosed
labels
epicaiarchitecture
assigneestobiu
createdAtApr 4, 2026, 1:59 AM
updatedAtApr 9, 2026, 10:11 AM
githubUrlhttps://github.com/neomjs/neo/issues/9673
authortobiu
commentsCount1
parentIssue9671
subIssues
9676 Implement Native Edge Graph Database Engine
9677 Epic Sub: Enhance Neo.collection.Base with Secondary Lookup Indices
9678 Native Graph Database SQLite Persistence Adapter
9679 Optimize V8 graph array operations via native slice topologies
9680 Native Edge Graph: Distributed Caching & Lazy Loading
9681 Native Edge Graph: ACID Transaction Control Pipeline
9682 Native Edge Graph: Traversal Query Engine & Aggregations
9683 Epic Sub: Session Amnesia & The Context Priming Engine
9697 Fix: GraphService direct lookups fail on Lazy Loading cache misses
9707 [Handoff Protocol] Agent Startup Reconciliation & Graph Mutation
9708 [Topographical Extraction] Sandman REM Actionable Alert Generation
9709 [Vector Bridge] Stitching Chroma Semantics to SQLite Edge Nodes
9710 [SQLite VSS Migration] 100% Offline Markdown Tensor Chunking
9714 [Sandman] Hybrid GraphRAG Scoring Algorithm
subIssuesCompleted14
subIssuesTotal14
blockedBy[]
blocking[]
closedAtApr 9, 2026, 10:11 AM

Technical Awareness: Hybrid GraphRAG (Native Edge Graph & App Mapping)

Closedepicaiarchitecture
tobiu
tobiu commented on Apr 4, 2026, 1:59 AM

Problem

While our current semantic vector database (ChromaDB) successfully handles unstructured deep-dive semantic searches across memories and the knowledge base, it lacks relational topology. The AI lacks structural intuition (e.g., knowing the exact inheritance chain from Neo.grid.ViewNeo.component.Basevnode hooks).

Proposed Solution

Pivot to a true Hybrid GraphRAG Model.

  • Retain ChromaDB for its high-performance semantic vector search.
  • Build the Native Neo Graph DB specifically to store relational topologies (edges) that sit alongside Chroma.

Requirements

  1. Native Graph Database Engine:
    • Build a zero-dependency JS Graph Database that sits alongside ChromaDB.
    • Design lightweight node/edge relationship schemas in a purely JS environment to explicitly connect vector chunks (Graph Layer interacting with Semantic Layer).
  2. Application Engine Knowledge Graph Mapping:
    • (Deprecation Update): We will not build a standalone static AST class hierarchy ingestor. Instead, the AI will rely on the neo-mjs-neural-link MCP server for powerful runtime scene inspections and the neo-mjs-knowledge-base MCP for static relationship querying.
    • The Native Edge graph should instead focus exclusively on topological relationships mapping external concepts (File System structure, Agent Memories, GitHub Epics, Boardroom KPIs).
    • Expose MCP server endpoints so the AI can traverse this graph dynamically to gain architectural awareness.

Definition of Done

  • A zero-dependency JS Graph DB module is functional and integrated into the overarching server architecture.
  • A functional FileSystemIngestor natively injects code architecture anchors into the graph.
  • Agents can query the graph and receive deterministic answers.
tobiu added the epic label on Apr 4, 2026, 1:59 AM
tobiu added the ai label on Apr 4, 2026, 1:59 AM
tobiu added the architecture label on Apr 4, 2026, 1:59 AM
tobiu added parent issue #9671 on Apr 4, 2026, 1:59 AM
tobiu cross-referenced by #9674 on Apr 4, 2026, 2:02 AM
tobiu cross-referenced by #9662 on Apr 4, 2026, 2:04 AM
tobiu added sub-issue #9676 on Apr 4, 2026, 2:37 AM
tobiu added sub-issue #9677 on Apr 4, 2026, 3:03 AM
tobiu added sub-issue #9678 on Apr 4, 2026, 3:18 AM
tobiu assigned to @tobiu on Apr 4, 2026, 3:18 AM
tobiu added sub-issue #9679 on Apr 4, 2026, 3:38 AM
tobiu added sub-issue #9680 on Apr 4, 2026, 3:42 AM
tobiu added sub-issue #9681 on Apr 4, 2026, 3:42 AM
tobiu added sub-issue #9682 on Apr 4, 2026, 3:42 AM
tobiu added sub-issue #9683 on Apr 4, 2026, 1:39 PM
tobiu cross-referenced by #9697 on Apr 4, 2026, 6:13 PM
tobiu added sub-issue #9697 on Apr 4, 2026, 6:13 PM
tobiu cross-referenced by #9707 on Apr 4, 2026, 11:05 PM
tobiu cross-referenced by #9708 on Apr 4, 2026, 11:05 PM
tobiu cross-referenced by #9709 on Apr 4, 2026, 11:05 PM
tobiu cross-referenced by #9710 on Apr 4, 2026, 11:05 PM
tobiu added sub-issue #9707 on Apr 4, 2026, 11:05 PM
tobiu added sub-issue #9708 on Apr 4, 2026, 11:05 PM
tobiu added sub-issue #9709 on Apr 4, 2026, 11:05 PM
tobiu added sub-issue #9710 on Apr 4, 2026, 11:05 PM
tobiu cross-referenced by #9714 on Apr 5, 2026, 2:44 AM
tobiu added sub-issue #9714 on Apr 5, 2026, 2:44 AM
tobiu
tobiu Apr 9, 2026, 10:11 AM

Closing epic as primary phase is structurally resolved and Native Graph DB is active. We are formalizing Phase 2 for Tuning and Deterministic Capabilities.

tobiu closed this issue on Apr 9, 2026, 10:11 AM
tobiu cross-referenced by #9803 on Apr 9, 2026, 10:11 AM