Update README.md

README.md

@@ -134,7 +134,7 @@ We recommend using this model with [vLLM](https://github.com/vllm-project/vllm).
 
 #### Installation
 
-Make sure to install most recent vllm:
+Make sure to install the most recent vllm:
 
 ```
 uv pip install -U vllm \
@@ -176,7 +176,7 @@ Additional flags:
 
 #### Usage of the model
 
-Here we asumme that the model `mistralai/Ministral-3-3B-Instruct-2512` is served and you can ping it to the domain `localhost` with the port `8000` which is the default for vLLM.
+Here we assume that the model `mistralai/Ministral-3-3B-Instruct-2512` is served and you can ping it to the domain `localhost` with the port `8000` which is the default for vLLM.
 
 <details>
   <summary>Vision Reasoning</summary>
@@ -509,7 +509,7 @@ print(decoded_output)
 
 **Note:**
 
-Transformers allows you to automatically convert the checkpoint to Bfloat16. To so simple load the model as follows:
+Transformers allows you to automatically convert the checkpoint to Bfloat16. To do so, simply load the model as follows:
 
 ```py
 from transformers import Mistral3ForConditionalGeneration, FineGrainedFP8Config