The engineering library
Design retrieval, evaluate models, verify boundaries, and operate the resulting system.
Engineering · Technical guide
Build an acceptance test that exercises real work, attempts prohibited connections, and records exactly what was verified.
Read the guide : How to verify a zero-egress AI environmentEngineering · Technical guide
Design ingestion, permissions, retrieval, citations, and document updates as one system around a locally served model.
Read the guide : Build a private document assistant with RAGEngineering · Practical guide
Compare models using a stable task set, useful-answer criteria, realistic load, and explicit operating constraints.
Read the guide : Evaluate private LLMs on the work that mattersEngineering · Technical guide
Plan ownership, local observability, release bundles, updates, backups, and recovery before the system becomes part of daily work.
Read the guide : Operate private AI after the first successful demoEngineering · Technical guide
Separate reasoning from tools, enforce permissions outside the model, and define the data allowed to cross each boundary.
Read the guide : Local inference does not make every agent action privateStart a conversation
Explain what you want to improve and which tools you use. I’ll ask a few questions and tell you whether I think I can help.
