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Lesson 2.1

Workflows: automate your pipeline

The node-based editor that chains generation, editing and upscaling into one repeatable graph.

Notes

Workflows is the node-based surface where individual generations become a pipeline: prompt in, finished asset out, every step recorded and repeatable.

Thinking in nodes

  • Each node does one thing: generate, edit, upscale, caption, export.

  • Edges carry assets between nodes. The graph is the documentation.

  • Change an upstream node and everything downstream regenerates consistently.

Pipelines worth building first

  1. Product pipeline: reference photo → scene generation → angle batch → upscale.

  2. Ad pipeline: brief → structured prompt → three model variants → captions.

  3. Film pipeline: storyboard frames → image-to-video per shot → sequence export.

Anatomy of the product pipeline, node by node
  1. Input node: the reference photo; swap this and the whole graph re-runs for the next SKU.

  2. Generate node: scene and background around the locked product.

  3. Batch node: the three-angle set from one template.

  4. Upscale node: 4K pass on the keepers only.

  5. Export node: named files straight to Assets.

A Workflows graph: generation to export in one canvas

The first workflow takes an afternoon. Every run after that takes a coffee.

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