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

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varun369 wants to merge 9 commits intoEvoMap:mainfrom
varun369:add-superlocalmemory
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Add SuperLocalMemory V3 to Memory Systems — local-first with mathematical foundations#18
varun369 wants to merge 9 commits intoEvoMap:mainfrom
varun369:add-superlocalmemory

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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.

autogame-17 and others added 9 commits March 7, 2026 04:12
- README.md with category sections and AUTOGEN markers
- CONTRIBUTING.md with submission guidelines and JSON schema
- Issue template for project submissions
- generate-readme.js to build README from projects.json
- search-repos.sh to discover repos via GitHub API
- CC BY-SA 4.0 license

Made-with: Cursor
- projects.json with AI Agent evolution, memory, multi-agent,
  protocol, platform, embodied, and community projects
- auto-generated README.md via generate-readme.js

Made-with: Cursor
17 review issues created with @mentions for project maintainers

Made-with: Cursor
- monitor-github.js: searches GitHub for relevant issues/discussions,
  scores by relevance, outputs ranked candidates for human review
- respond-template.js: generates context-aware response drafts with
  natural evolver/evomap references for different topic categories
- run-monitor.sh: wrapper script for manual execution
- monitor.yml: weekly GitHub Actions workflow for automated monitoring
- Initial monitor results (52 relevant items found)

Made-with: Cursor
…sion

- ghSearch now uses config.maxAgeDays instead of hardcoded 7
- respond-template outputs --body-file hint instead of broken heredoc
- narrowed 'self-' keyword to 'self-evolv' to avoid false positives

Made-with: Cursor
- Add badges (awesome, license, PRs welcome, stars)
- Add Mermaid taxonomy diagram showing classification structure
- Add numbered section hierarchy (1-10)
- Add research papers section with 5 subsections and 25+ papers:
  self-evolution, memory optimization, prompt evolution,
  multi-agent evolution, tool/code evolution
- Add surveys and reading lists section (link to EvoAgentX)
- Add benchmarks and evaluation section (SWE-bench, AgentBench, etc.)
- Add star history chart (evolver + awesome-agent-evolution)
- Add 10 new projects: EvoAgentX, Darwin Godel Machine, OpenEvolve,
  Alita, Mem0, A-MEM, DSPy, OpenHands, AFlow,
  Awesome-Self-Evolving-Agents
- Add 12 GitHub topics for search discoverability
- Total: 62 projects + 25 papers + 5 benchmarks + 3 surveys

Made-with: Cursor
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2 participants