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Research Themes

The topics we are actively working through and will publish as the product and research mature.

Research theme

Why cognition infrastructure matters

A platform view of intent, structure, and execution — and why apps alone aren’t enough.

Research theme

Voice-first UX without cognitive overload

Designing capture flows that reduce friction without increasing cognitive load.

Research theme

Reliability layers for structure extraction

Why deterministic validation and evaluation harnesses matter for user trust.

Research theme

Privacy-by-design: minimization and user control

Practical privacy principles for systems that handle voice and intent.

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