Fine-tune a Workflow Policy Task

Purpose

Resolve and run training from the selected workflow run mode and owning remote-task manifest.

Instructions

1. Resolve the base checkout, policy mode, and remote task.
2. Verify dataset compatibility and a train block.
3. Dry-run the exact configuration.
4. Train in the foreground and verify checkpoint artifacts.

Resolve the workflow, task, and data