A distillation study is rarely one action. It is a chain of setup, path lookup, model edits, convergence checks, stream reads, and explanation. Reflux treats that chain as a reviewable workflow instead of a hidden macro.
The visible train demo starts from a known case, rebuilds the touched columns step by step, refreshes the simulator viewport, and returns the generated code and summary for review before the team relies on the result.
- Reads the seed case and adapter path notes before planning the run.
- Shows generated Python helpers and UI code as first-class review artifacts.
- Summarizes limiting specs, convergence status, and stream changes in one place.