Pipelines
Build a reviewed list
Declared schema, live events, human review, and correction in place.
Production wiring
Run Autumn from a background worker
Queue-driven tasks that survive worker restarts and land rows in your store.
Stream a task into your UI
Live agent progress for your users, with the key kept server-side.
Agents
Let an agent drive Autumn
A coding agent that writes the spec, starts the task, and manages the loop.
Single-capability jobs
Attach and enrich a CSV
Upload rows you have and fill in the missing columns.
Build a typed list
Declare columns and get them back validated.