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SOP V2: general purpose AI & Knowledge Base support

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@grecinto grecinto released this 20 Jun 05:33
· 92 commits to master since this release

Summary:

  • Support for "general purpose" AI like Claude Code, Gemini & Chat GPT
  • Support for first class Knowledge Base, a.k.a. Spaces. Mint: visualize, enrich, group your "thoughts" into nested Categories to
  • Support million/billions data set without the 'pigeon hole' weakness, then Vectorize them for "semantic" retrieval
  • Support for local Embedders, thanks to Kelindar Search Open source folks!
  • Support for rich prefix based routing with zero LLM calls, e.g. custom KB:Category1:Category1.1
  • Support for LLM filtering, e.g.: e.g. custom KB:Category1:Category1.1:llm [instruction filter]
  • Richer Stores schema view and management
  • Stores and Spaces can complement each other, write ACID transactions that manage/query the two databases
  • Ask LLM to manage the two databases, no need to learn SQL syntax
  • Very rich LLM integration implementation taking full advantage of providers' server side continuation/conversation features, and SOP "memory" feature (MRU, Short Term Memory & Long Term Memory structures).
  • More robust/optimized SOP B-tree engine:
    • Store Repository Count tracking imposes minimal update of store as opposed to entire Store repository metadata overwrite
    • More efficient B-tree storage use, i.e. - it is now practical to use large SlotLengths like 10,000 per Node. It requires same storage space as 500 SlotLength Node
  • Beta 2/Community Preview Stability