Note
February 23, 2026

One Data Layer and Just in Time Interfaces

One of the biggest shifts in building personal AI agents is the realization that the interface is becoming secondary to the data itself.

Whether you’re interacting through a simple chat, SMS, a voice command while driving, or a complex, rich UI, the underlying intelligence and data remain constant.

And more importantly, it has to be interactable with AI agents.

The future isn't about building separate apps for different tasks; it’s about creating a unified data layer that seamlessly adapts to whatever experience the user needs in the moment.

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