diff --git a/README.md b/README.md
index 2fc373f..499a1a1 100644
--- a/README.md
+++ b/README.md
@@ -11,7 +11,7 @@ Sugar-AI provides a Docker-based deployment option for an isolated and reproduci
 Open your terminal in the project's root directory and run:
 
 ```sh
-docker build -t sugar-ai .
+docker build -t sugar-ai 
 ```
 
 ### Run the Docker container
@@ -69,7 +69,7 @@ Sugar-AI provides three different endpoints for different use cases:
 |----------|---------|--------------|----------|
 | `/ask` | RAG-enabled answers | Query parameter | • Retrieval-Augmented Generation<br>• Sugar/Pygame/GTK documentation<br>• Child-friendly responses |
 | `/ask-llm` | Direct LLM without RAG | Query parameter | • No document retrieval<br>• Direct model access<br>• Faster responses<br>• Default system prompt and parameters |
-| `/ask-llm-prompted(promoted mode[default])` | Custom prompt with advanced controls | JSON body | • Custom system prompts<br>• Configurable model parameters |
+| `/ask-llm-prompted(prompted mode[default])` | Custom prompt with advanced controls | JSON body | • Custom system prompts<br>• Configurable model parameters |
 | `/ask-llm-prompted(chat=True)` | Accepts chat history with system prompt | JSON body | • Send chat history along with system prompt<br>• Configurable model parameters |
 
 - **GET endpoint**
@@ -233,7 +233,7 @@ Sugar-AI provides three different endpoints for different use cases:
     ```
 
     **Use Cases:**
-    Prompted Mode: Different activites can now use different system prompts and different generation parameters to achieve a model that is personalized to that activites needs.  
+    Prompted Mode: Different activities can now use different system prompts and different generation parameters to achieve a model that is personalized to that activities needs.  
     Chat Mode: They can also use the chat mode to give context of chat history to the LLM better suited for conversational style features.
 
     **Generation Parameter Guidelines:**