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Teaching scenarios

Teaching scenarios follow the published profile contract and hold unrelated inputs steady so one atmospheric relationship remains legible.

Need What a controlled scenario provides
Compare two states Change one quantity while holding the rest steady
Explain uncertainty Show deterministic and ensemble shapes side by side
Demonstrate absence Omit an unsupported capability instead of substituting zero
Test a renderer Regenerate the same document and expect the same scene
Teach an edge case Construct a rare but plausible pattern without waiting for it to occur

Offline model output can calibrate plausible ranges. Figures consume the fixed, committed profile.

A figure needs a clear relationship, a meaningful static frame, units, and an accessible description. Add a caption when method or limits change the reading. Add controls only when changing an input reveals something the static frame cannot.

The scenario generator and validation gates own committed documents. Prose and components consume those artifacts.