diff --git a/README.md b/README.md
index 90931141d..877f46433 100644
--- a/README.md
+++ b/README.md
@@ -1,6 +1,6 @@
 ComfyUI
 =======
-A powerful and modular stable diffusion GUI.
+A powerful and modular stable diffusion GUI and backend.
 -----------
 ![ComfyUI Screenshot](comfyui_screenshot.png)
 
@@ -146,9 +146,9 @@ This will let you use: pip3.10 to install all the dependencies.
 
 ## How to increase generation speed?
 
-Make sure you use the CheckpointLoaderSimple node to load checkpoints. It will auto pick the right settings depending on your GPU.
+Make sure you use the regular loaders/Load Checkpoint node to load checkpoints. It will auto pick the right settings depending on your GPU.
 
-You can set this command line setting to disable the upcasting to fp32 in some cross attention operations which will increase your speed. Note that this doesn't do anything when xformers is enabled and will very likely give you black images on SD2.x models.
+You can set this command line setting to disable the upcasting to fp32 in some cross attention operations which will increase your speed. Note that this will very likely give you black images on SD2.x models. If you use xformers this option does not do anything.
 
 ```--dont-upcast-attention```
 
diff --git a/comfyui_screenshot.png b/comfyui_screenshot.png
index c357e2439..73272eae6 100644
Binary files a/comfyui_screenshot.png and b/comfyui_screenshot.png differ
diff --git a/notebooks/comfyui_colab.ipynb b/notebooks/comfyui_colab.ipynb
index d17f9877d..071a89969 100644
--- a/notebooks/comfyui_colab.ipynb
+++ b/notebooks/comfyui_colab.ipynb
@@ -86,6 +86,11 @@
         "#!wget -c https://huggingface.co/waifu-diffusion/wd-1-5-beta2/resolve/main/checkpoints/wd-1-5-beta2-fp16.safetensors -P ./models/checkpoints/\n",
         "\n",
         "\n",
+        "# unCLIP models\n",
+        "#!wget -c https://huggingface.co/comfyanonymous/illuminatiDiffusionV1_v11_unCLIP/resolve/main/illuminatiDiffusionV1_v11-unclip-h-fp16.safetensors -P ./models/checkpoints/\n",
+        "#!wget -c https://huggingface.co/comfyanonymous/wd-1.5-beta2_unCLIP/resolve/main/wd-1-5-beta2-aesthetic-unclip-h-fp16.safetensors -P ./models/checkpoints/\n",
+        "\n",
+        "\n",
         "# VAE\n",
         "!wget -c https://huggingface.co/stabilityai/sd-vae-ft-mse-original/resolve/main/vae-ft-mse-840000-ema-pruned.safetensors -P ./models/vae/\n",
         "#!wget -c https://huggingface.co/WarriorMama777/OrangeMixs/resolve/main/VAEs/orangemix.vae.pt -P ./models/vae/\n",