Update README.md

README.md

@@ -23,13 +23,13 @@ base_model: "stabilityai/stable-diffusion-xl-base-1.0"
 
 This model is not permitted to be used behind API services. Please contact [juggernaut@rundiffusion.com](mailto:juggernaut@rundiffusion.com) for business inquires, commercial licensing, custom models, and consultation.
 
-Juggernaut is available on the new Auto1111 Forge on [RunDiffusion](http://rundiffusion.com/?utm_source=Civitai&utm_medium=referral&utm_campaign=Kandoo)
+Juggernaut is available on the new Auto1111 Forge on [RunDiffusion](http://rundiffusion.com/?utm_source=huggingface&utm_medium=referral&utm_campaign=Kandoo)
 
-A big thanks for Version 9 goes to  [RunDiffusion](http://rundiffusion.com/?utm_source=Civitai&utm_medium=referral&utm_campaign=Kandoo)  ([Photo Model](https://rundiffusion.com/rundiffusion-photo)) and  [Adam](https://twitter.com/Colorblind_Adam), who diligently helped me test :) (Leave some love for them ;) )
+A big thanks for Version 9 goes to  [RunDiffusion](http://rundiffusion.com/?utm_source=huggingface&utm_medium=referral&utm_campaign=Kandoo)  ([Photo Model](https://rundiffusion.com/rundiffusion-photo/?utm_source=huggingface&utm_medium=referral&utm_campaign=Kandoo)) and  [Adam](https://twitter.com/Colorblind_Adam), who diligently helped me test :) (Leave some love for them ;) )
 
 It's time for another round, this time a bit delayed, but I hope you forgive the delay. Let's dive straight into the changes that await you or what we've been working on lately:
 
-For V9, I myself have only done basic training. This involves some work on skin details, lighting, and overall contrast. However, the biggest change to the model came from the [RunDiffusion Photo Model](https://rundiffusion.com/rundiffusion-photo) update, which was made available to me in V2 by [RunDiffusion.com](https://rundiffusion.com). The photographic output of the model should, in our experience, be even stronger than in previous versions.
+For V9, I myself have only done basic training. This involves some work on skin details, lighting, and overall contrast. However, the biggest change to the model came from the [RunDiffusion Photo Model](https://rundiffusion.com/rundiffusion-photo/?utm_source=huggingface&utm_medium=referral&utm_campaign=Kandoo) update, which was made available to me in V2 by [RunDiffusion.com](https://rundiffusion.com/?utm_source=huggingface&utm_medium=referral&utm_campaign=Kandoo). The photographic output of the model should, in our experience, be even stronger than in previous versions.
 
 Now for a small "roadmap" update, or a general status update on how things are progressing with Juggernaut. As you may have noticed, there was a slight delay with V9. With each successive version, it has become increasingly difficult to train Juggernaut without sacrificing quality in some areas, which was already the case to some extent with V8. Don't worry, V9 is really good, and I'm satisfied with the version I can present to you today :) However, I've decided to go for a complete "reboot" for V10. I want to simply retrain the Juggernaut base set. The conditions for better captioning weren't as favorable "back then" as they are today, so I want to completely re-caption the base set (5k images) with GPT-4 Vision. I expect a big leap towards prompting guidance and quality.