Open work
Follow what we know, build and are still trying to understand.
Dataheart shows direction, status, limitations and evidence so customers, developers and critics can understand and contribute.

Conversational product entrance
A guided experience and a real work object form the first public loop.
Public model gateway
Bounded dialogue, cost control and structured output precede public testing.
Membership and workspace
Identity, persistent memory and organisation membership follow the first public loop.
Verified customer outcomes
Published only after method, evidence and ownership have been reviewed.