Approach

Thesis to shipped system with tight evidence loops.

No open-ended experimentation. Every effort has a user, an operational promise, a reliability bar, and a path to deployment.

Map

Choose a narrow operational workflow, interview users, and define what reliable AI assistance must prove.

Build the smallest useful system with real data, explicit constraints, and a clear human handoff path.

Instrument outcomes, review failures, build evaluations, and decide what deserves production investment.

Package the surviving workflow into a product, company, or infrastructure primitive with accountable ownership.