**feat(docs): add comprehensive architecture documentation for Brainy**

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- **Documentation Additions**:
  - Created `brainy_architecture_diagram.md` to detail Brainy's architecture using diagrams and structured descriptions:
    - Added overviews of the system, core architecture, and augmentation pipeline.
    - Defined data models, graph structures, storage architecture, and performance optimizations.
    - Explained vector search engine design, HNSW index structure, and usage flow examples.
  - Developed `brainy_architecture_visual.md` to complement the architecture with visual aids in Mermaid.js:
    - Provided detailed flowcharts, mind maps, and sequence diagrams for system components and data flow.

- **Purpose**:
  - Provide in-depth technical insights into Brainy's architecture for developers and stakeholders.
  - Enhance understanding of the system's core design principles with easy-to-follow diagrams and examples.

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David Snelling 2025-08-02 16:05:48 -07:00

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