Process teams already trust their templates. Reflux uses those known-good cases as the starting point for generation, so the agent is adapting a reviewed pattern instead of inventing an uncontrolled simulator state.
Template-backed generation gives the planner a concrete baseline: block settings, stream naming, convergence assumptions, and reporting conventions that should survive the run unless the reviewer approves a change.
- Forks a trusted case before applying any generated edits.
- Compares proposed changes against the approved baseline.
- Turns repeatable studies into reusable workflows instead of one-off scripts.