dev-create-diagram

To generate standardized lesson diagrams, scaffold per-lesson diagram functions and registry entries, then run the generator to produce themed PNG outputs using the project's predefined STYLE constants and matplotlib helpers.

You can enforce consistent visual identity across GPU and math diagrams by applying the project-wide STYLE theme and built-in helpers like setup_axes, draw_vector, save, and FORGE_CMAP during the diagram scaffolding process.

Scaffold a diagram for a specific track by specifying the lesson key, diagram name, and description, then execute the generator to produce the PNG and wire it into the diagrams registry automatically.

Creating forge-gpu lesson diagrams requires existing per-lesson templates, the scripts/forge_diagrams module, and theme constants (STYLE) to maintain consistent styling and accessibility across outputs.

You can visualize concepts such as memory layouts, data flows, and rendering stages across GPU, math, engine, UI, and asset-pipeline tracks by leveraging the automated diagrammatic asset creation workflow.

This approach does not work without existing per-lesson templates, as the scaffolding process requires them alongside the scripts/forge_diagrams module and STYLE constants to validate outputs and maintain visual consistency.