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January 28, 2026

Why data ownership has to come first

It’s tempting to treat data ownership as one feature among many — a checkbox next to encryption and access logs. We don’t think that holds up. Almost every other property we care about in a system, from auditability to portability, is downstream of who actually controls the data in the first place.

A system that reasons over data it doesn’t own, on infrastructure it doesn’t control, inherits the incentives of whoever does. That’s true even when the vendor’s intentions are good. Incentives shape defaults quietly, over years, in ways that are hard to see from inside a single product decision.

So we start there. Before a system can be aligned to a user’s values, explainable in its reasoning, or portable across providers, it has to be built on a data layer the user actually owns. Everything else in our stack assumes that as a precondition, not as an aspiration.