diff --git a/README.md b/README.md
index 40f8d2c3..4bf0fc06 100644
--- a/README.md
+++ b/README.md
@@ -386,6 +386,23 @@ generated_text = inference(prompt_text)
 print(generated_text)
 ```
 
+### Mixtral
+- Utilize Mixtral in a very simple API,
+- Utilize 4bit quantization for a increased speed and less memory usage
+- Use Flash Attention 2.0 for increased speed and less memory usage
+```python
+from swarms.models import Mixtral
+
+# Initialize the Mixtral model with 4 bit and flash attention!
+mixtral = Mixtral(load_in_4bit=True, use_flash_attention_2=True)
+
+# Generate text for a simple task
+generated_text = mixtral.run("Generate a creative story.")
+
+# Print the generated text
+print(generated_text)
+```
+
 ---
 
 # Features 🤖 
diff --git a/mkdocs.yml b/mkdocs.yml
index f8fe3e76..de263ac6 100644
--- a/mkdocs.yml
+++ b/mkdocs.yml
@@ -83,6 +83,7 @@ nav:
       - vLLM: "swarms/models/vllm.md"
       - MPT7B: "swarms/models/mpt.md"
       - Mistral: "swarms/models/mistral.md"
+      - Mixtral: "swarms/models/mixtral.md"
     - MultiModal:
       - BaseMultiModalModel: "swarms/models/base_multimodal_model.md"
       - Fuyu: "swarms/models/fuyu.md"
diff --git a/pyproject.toml b/pyproject.toml
index 907d1914..cf214581 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -4,7 +4,7 @@ build-backend = "poetry.core.masonry.api"
 
 [tool.poetry]
 name = "swarms"
-version = "2.4.1"
+version = "2.4.2"
 description = "Swarms - Pytorch"
 license = "MIT"
 authors = ["Kye Gomez <kye@apac.ai>"]