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Stories, insights & updates.

Notes on getting people off the feed and onto the map. Product updates, stories from the field, and the science behind spontaneous plans.

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Perspective

The Future of AI Is Symbiotic, Not Generative

A mental model for the specialists who'll shape what's coming.

April 17, 2026

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