There's a couple things missing. "Learn more about this model" for sambanova-llama-3-405b-instruct leads to https://huggingface.co/neuralmagic/Meta-Llama-3-8B-Instruct-FP8 . The other two have problems also. Corrected: meta-llama/Llama-3.1-405B-Instruct [link: https://huggingface.co/meta-llama/Llama-3.1-405B-Instruct ] meta-llama/Llama-3.1-70B-Instruct [link: https://huggingface.co/meta-llama/Llama-3.1-70B-Instruct ] meta-llama/Llama-3.1-8B-Instruct [link: https://huggingface.co/meta-llama/Llama-3.1-8B-Instruct ] Additionally, "llama3" should be Orenguteng/Llama-3.1-8B-Lexi-Uncensored-V2 "qwen32-preview" should be Qwen/QwQ-32B-Preview etc. mistoria and eva-qwen are similar enough to be considered redundant. (Subjective) Qwen-72b-instruct is notably missing. The finetunes, mistoria and eva-qwen are better at roleplay, but significantly worse in other tasks such as summarization and rewriting. Finding the API key under clicking model name > python > api_key isn't intuitive, and should be improved. Linkpharm