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Feature: Memory Timeline Visualization #550

@LaansDole

Description

@LaansDole

Problem Statement

The platform has a mature memory subsystem (SimpleMemory, FileMemory, BlackboardMemory) with embedding-based retrieval (FAISS + cosine similarity), chunked embeddings, and JSON persistence via memory_path. However, there is zero visibility into memory state from the frontend.

What Changes

  • REST API endpoints to list memory stores and items (from active sessions and persisted files)
  • WebSocket memory_updated event with callback hook on MemoryManager
  • Frontend Memory Timeline page with store selector, chronological item list, and live mode
  • Sidebar navigation entry and route registration

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