Skip to content

Add SuperLocalMemory V3 to Memory Systems — local-first with mathematical foundations#18

Open
varun369 wants to merge 1 commit intoEvoMap:mainfrom
varun369:add-superlocalmemory
Open

Add SuperLocalMemory V3 to Memory Systems — local-first with mathematical foundations#18
varun369 wants to merge 1 commit intoEvoMap:mainfrom
varun369:add-superlocalmemory

Conversation

@varun369
Copy link

SuperLocalMemory V3 is a local-first AI agent memory system with information-geometric foundations.

Results on LoCoMo benchmark:

  • 74.8% zero cloud dependency (highest local-first score reported)
  • 87.7% in full-power mode
  • EU AI Act compliant by architecture (Mode A)

Three mathematical contributions:

  • Fisher-Rao geodesic retrieval (replaces cosine similarity)
  • Sheaf cohomology for consistency (algebraic, not O(n2))
  • Riemannian Langevin lifecycle (self-organizing)

Added to: Section 2 Memory Systems

Paper: https://arxiv.org/abs/2603.14588
Code: https://github.com/qualixar/superlocalmemory
MIT license, 1400+ tests.

Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment

Labels

None yet

Projects

None yet

Development

Successfully merging this pull request may close these issues.

1 participant