What advice do you offer entrepreneurs attempting to design interfaces for probabilistic intelligence?

Never conceal model uncertainty behind rigid, opaque dialog boxes. Give users intuitive knobs to steer and refine outputs interactively. Designing great probabilistic interfaces means accepting that models occasionally miss user intent. Provide instant undo tools, editable visual blocks, and clear alternative paths so users always feel in absolute control.