~/talk

The Personal Knowledge Vault

Talkat NODES 2024 · on Thursday, 2024-11-07· [ai-assisted-development]
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A minimal viable Personal Knowledge Vault that targets caregivers and people with functional memory loss uses Neo4j graph database as the context store, OpenAI/ChatGPT for the conversational layer and handwriting OCR (Omni), and miniIO S3 storage for private files. It ingests voice and handwritten notes, creates document nodes via Celery background jobs, runs vector search and React-style agent tools, and returns answers with traced sources; demo extracts handwriting accurately and retrieves notes. Surprising context: users install ~40 apps and workflows can require 350 switches across 22 systems.

AI-written summary · about

  1. 0:00Project vision and context
  2. 1:43Speaker background and expertise
  3. 3:27The history of computing metaphors
  4. 6:11Modern complexity challenges
  5. 8:28The role of AI and agents
  6. 11:02System architecture overview
  7. 12:28Document ingestion demo
  8. 16:29Retrieval and search agent
  9. 18:35Agentic question and answer
  10. 20:58Research agent workflow
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