We align on outcomes, data classes, compliance boundaries, and the split between exploratory agents and deterministic workflow steps.

We document retrieval strategy, tool schemas, workflow topology, SLOs, and how you will measure quality, cost, and reliability once traffic is real.

We ship UIs, workflow graphs, model routes, and connectors behind feature flags, synthetic and sampled test data, and rollback friendly release paths.

Cutover includes dashboards and alerts; improvements are driven by traces, eval scores, and operator feedback, not ad hoc prompt edits in production.