WEEK 8 · LESSON 2 · TOPIC 3 OF 6 · Why It Matters

Why It Matters

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  1. Overview

Overview

Advanced ComfyUI workflows are extensions of the same pipeline. Image-to-image replaces the empty latent input with a VAE-encoded image. ControlNet modifies the positive conditioning before it reaches the KSampler. InstantID also adds model and conditioning logic before sampling. Ultimate SD Upscale replaces the ordinary sampling stage with a tiled image-to-image process.

Without a clear model of the baseline graph, advanced workflows appear to be arbitrary wiring. With the baseline understood, each extension can be identified by the stage it modifies.