diff --git a/06_gpu_and_ml/comfyui/comfyapp.py b/06_gpu_and_ml/comfyui/comfyapp.py
index af4d424b0..178e77860 100644
--- a/06_gpu_and_ml/comfyui/comfyapp.py
+++ b/06_gpu_and_ml/comfyui/comfyapp.py
@@ -20,7 +20,7 @@
 #
 # ## Quickstart
 #
-# This example runs a [simple FLUX.1-schnell workflow](https://openart.ai/workflows/reverentelusarca/flux-simple-workflow-schnell/40OkdaB23J2TMTXHmxxu) with a simple Image Resize custom node at the end.
+# This example runs `workflow_api.json` in this directory, which is an adapation of [this simple FLUX.1-schnell workflow](https://openart.ai/workflows/reverentelusarca/flux-simple-workflow-schnell/40OkdaB23J2TMTXHmxxu) with an Image Resize custom node added at the end.
 #
 # For the prompt `"Surreal dreamscape with floating islands, upside-down waterfalls, and impossible geometric structures, all bathed in a soft, ethereal light"`
 # we got this output:
diff --git a/06_gpu_and_ml/comfyui/comfyui.png b/06_gpu_and_ml/comfyui/comfyui.png
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diff --git a/06_gpu_and_ml/comfyui/yosemite_inpaint_example.png b/06_gpu_and_ml/comfyui/yosemite_inpaint_example.png
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