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Systems Notes

Technical notes on personal AI infrastructure, retrieval, memory, and the systems behind the projects. Written to be read, shared, and referenced.

  1. Memory Patterns for a Personal AI Assistant Trust-scored long-term memory, self-correction rules, Obsidian vault as knowledge store, multi-agent shared memory, and overnight research sprints.
    OpenClaw 9 sections · Downloadable kit · March 2026 Related: OpenClaw, personal AI systems
  2. Building a Knowledge Vault with Obsidian and AI How to build a structured personal knowledge system in Obsidian with freshness tracking, canonical authority, cross-cutting tags, and AI-assisted maintenance.
    OpenClaw 6 plugins · CLI install script · March 2026 Related: Obsidian, AI-assisted research
  3. Three Layers of Personal Knowledge How to organize a personal knowledge system across Google Drive, Obsidian, and your local filesystem. What goes where, why they mirror each other, and how AI agents read all three.
    OpenClaw Drive + Obsidian + macOS · March 2026 Related: Drive, Obsidian, local files
  4. Why RAG Fails on Domain-Specific Data Generic embeddings can't tell Spanish tax consultations apart. Three approaches to fixing retrieval on 17,736 legal documents, and how autonomous overnight fine-tuning on Apple Silicon is changing things.
    Architecture Doctrina project · March 2026 Related: Doctrina
  5. Verified Financial Intelligence Council's architecture: 7 calculation engines, knowledge packs with 2,100+ verified sources, deterministic math, and the trust chain from government publications to client reports.
    Council Bilingual EN/ES · Interactive · 2026 Related: Council
5 public notes
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