What we've learned
from deploying AI in
the real world.

Every resource on a data platform builds on another one, so approving each individual edit turns an AI workflow back into a slow human one. We branched the whole platform, metadata and customer data included, and let the agent run 100 to 300 steps before a single review at the end.