Deterministic first, AI when it's earned. The familiarity engine is the foundation; each release adds a layer toward autonomous, per-user adaptation.
The deterministic foundation — observe interactions, build per-element identity, and score familiarity, with local-first telemetry tracking.
Turn user telemetry into local-first AI copywriting adaptations and support external API keys.
Add Vue & Svelte store adapters, support cloud self-hosted models, and design Vector RAG connectors.
Dynamic layout translation. Elements expand or collapse automatically matching collaborative cohort guidelines.
Drop the runtime in, and every element starts learning who it's for. Request an invitation for our closed developer beta to get started.