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yuzushi-dev/README.md
yuzushi: private agent systems. Memory, governance, provenance, local-first.

I build private agent systems. The model is the easy part; my work is the harness around it: memory that survives the session, retrieval that cites its sources, and governance you can actually inspect. Local-first where the data is personal, cloud where it isn't.

The book, Private Agent Systems, is out on Amazon. It treats agents as production software, not prompt experiments. The code is here: Relic models who you are over time, so a reflective agent can carry your context forward without pretending to be you, while Amber answers over large document collections by fusing vector search with knowledge-graph reasoning.

Relic: longitudinal personality modeling for reflective agents. Python, live demo. Amber: hybrid GraphRAG, vector search fused with knowledge-graph reasoning. Python. Private Agent Systems: the book's companion repo. Templates, source register, supplements. Whispir: offline transcription and translation with faster-whisper and MarianMT, in Docker. Offline NFC Presence Gate: an implanted VivoKey Spark 2 as an offline possession factor.
Private Agent Systems on Amazon Relic live demo Relic stars
end of transmission

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