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VaultOS guide

VaultOS field notes

Knowledge architecture, grounded assistance and lessons from Emerge’s own operating environment.

Knowledge

Give your AI a memory

Every AI tool you use starts from zero. Here is how we gave ours three years of memory — one governed vault, a grounded assistant, and a citation on every answer.

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Engineering

How we ground Gemini Enterprise on 1,038 documents

The exact pipeline behind our vault: plain markdown into BigQuery and Knowledge Catalog for governance, a search data store for grounding, and cited answers that write back.

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Open standard

We built OKF before OKF existed

Google published the Open Knowledge Format in 2026. Our vault already had that shape — compliance took one script. What OKF is, why open formats beat platforms for AI knowledge, and where it goes next.

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Your Emerge companion

AI thinking. Human expertise.

A good place to start

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