Update README.md

README.md

@@ -33,7 +33,7 @@ Achieving 30 points for the certification was relatively easy with the template
 
 [![HF Space Screenshot](images/submit_answers.jpg)](https://huggingface.co/spaces/civerson916/Final_Assignment_Template)
 
-[![Leaderboard Screenshot](images/langfuse.jpg)](https://huggingface.co/learn/agents-course/unit4/hands-on)
+[![Langfuse Screenshot](images/langfuse.jpg)](https://huggingface.co/learn/agents-course/unit4/hands-on)
 
 Beyond what looks like a smolagents guided tour, you can find the following in this repo... 
 
@@ -41,7 +41,7 @@ Beyond what looks like a smolagents guided tour, you can find the following in t
 * Chess agent leveraging my [board_to_fen](https://github.com/civerson/board_to_fen) fork and a Stockfish API.
 * [Langfuse](https://langfuse.com/) setup boilerplate, a working example. This is an absolute must.
 * [Pydantic](https://docs.pydantic.dev/latest/) settings for type safety, centralized, and encapsulated config.
-* Basic parallel agent task execution, compatible with [Gradio](https://www.gradio.app/), no extra abstractions.
+* Basic parallel agent task execution, compatible with [smolagents](https://huggingface.co/docs/smolagents/main/en/index) and the [Gradio](https://www.gradio.app/) UI.
 
 
 ## Getting Started