Edited text and links in readme, chainlit.md

README.md

@@ -11,7 +11,7 @@ sdk: docker
 This is a simple LLM-based chatbot built during the **Beyond ChatGPT** tutorial from [AI Makerspace](https://github.com/AI-Maker-Space/Beyond-ChatGPT).  
 It runs locally or in a Hugging Face Space using Docker.
 
-The app connects to the OpenAI API and supports system messages, few-shot prompting, and chain-of-thought-style reasoning — all within a clean conversational UI.
+The app connects to the OpenAI API and supports system messages, few-shot prompting, and chain-of-thought-style reasoning.
 
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@@ -68,6 +68,6 @@ What are the key takeaways from the book "Thinking, Fast and Slow"?
 
 ## 🙌 Credits
 
-Thanks to the team at AI Makerspace for the tutorial and code scaffold.
+Thanks to the team at #AIMakerspace for the tutorial and code scaffold.
 
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chainlit.md

@@ -1,13 +1,13 @@
 # 👋 Welcome to Beyond ChatGPT – Beginner LLM App
 
-This lightweight assistant was built using [Chainlit](https://www.chainlit.io/) and OpenAI, as part of the #AI_Makerspace tutorial series.
+This app was built using [Chainlit](https://www.chainlit.io/) and OpenAI, as part of the #AIMakerspace tutorial series.
 
-💬 You can type in any question or prompt to get a thoughtful reply.
+💬 Type in any question or prompt below to get a thoughtful reply.
 
 ⚠️ For demo purposes, responses are limited to **3 messages per session**.
 
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 🔧 Want to learn how this was built?  
-Check out the source code and deployment steps in the project [README](https://huggingface.co/spaces/FlamingNeuron/llm-app/tree/main).
+Check out the source code and deployment steps in the project [README](https://huggingface.co/spaces/FlamingNeuron/llm2/blob/main/README.md).