An AI step in a workflow will classify anything you give it, including the malformed submission, the duplicate, and the one in a language nobody planned for.

The failures are rarely dramatic. They are a field that came back as prose instead of a value, or two runs that overtook each other and wrote in the wrong order.

So this track spends its time on structure, observability and sequencing rather than on connecting two apps, which you can already do.