Open standard — VaultOS field notes

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

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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Open standard — VaultOS field notes

We built OKF before OKF existed

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