Add octen.ai links to Octen-Embedding model README

README.md

@@ -20,7 +20,7 @@ base_model: Qwen/Qwen3-Embedding-8B
 
 # Octen-Embedding-8B-INT8
 
-Octen-Embedding-8B-INT8 is a text embedding model designed for semantic search and retrieval tasks. This model is fine-tuned from [Qwen/Qwen3-Embedding-8B](https://huggingface.co/Qwen/Qwen3-Embedding-8B) and supports multiple languages, providing high-quality embeddings for various applications.
+Octen-Embedding-8B-INT8 is a text embedding model developed by [Octen](https://octen.ai/) for semantic search and retrieval tasks. This model is fine-tuned from [Qwen/Qwen3-Embedding-8B](https://huggingface.co/Qwen/Qwen3-Embedding-8B) and supports multiple languages, providing high-quality embeddings for various applications.
 
 **Quantization**: This is an INT8 quantized version using bitsandbytes. INT8 quantization significantly reduces memory footprint (~50% smaller), making it suitable for deployment on resource-constrained environments. Note that while memory usage is reduced, inference speed may not necessarily improve and could be slightly slower than the BF16 version on some hardware.
 
@@ -62,6 +62,8 @@ Octen-Embedding-8B-INT8 is a text embedding model designed for semantic search a
 - **Octen-Embedding-4B**: Best in 4B category, balanced performance and efficiency
 - **Octen-Embedding-0.6B**: Lightweight deployment, suitable for edge devices and resource-constrained environments
 
+For API access, deployment solutions, and technical documentation, visit [octen.ai](https://octen.ai/).
+
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 ## Experimental Results