Assistant that evolves with you

Most assistants still echo early 2000s search: fine for atomic commands like setting a timer, brittle for open‑ended intentions such as “my parents are visiting in two months” or “I want to be a better parent.”

Real progress on those requires continuity. An assistant has to maintain a living model of your shifting plans, commitments, context, and preferences—not just answer disconnected questions.

We start by grounding in high‑signal personal traces: the way you coordinate plans, track logistics, share milestones, and negotiate commitments. Messages are one especially rich layer, but they are not the only one—routines, notes, decisions, and evolving goals also feed the model. By integrating these streams (with your control and consent), the assistant moves from reactive Q&A toward an adaptive intelligence that actually understands and grows with you.