diff --git a/docs/pages/Deploying/Hosting-the-app.md b/docs/pages/Deploying/Hosting-the-app.md
index 31c3f55a..9550e810 100644
--- a/docs/pages/Deploying/Hosting-the-app.md
+++ b/docs/pages/Deploying/Hosting-the-app.md
@@ -1,6 +1,6 @@
 # Self-hosting DocsGPT on Amazon Lightsail
 
-Here's a step-by-step guide on how to setup an Amazon Lightsail instance to host DocsGPT.
+Here's a step-by-step guide on how to set up an Amazon Lightsail instance to host DocsGPT.
 
 ## Configuring your instance
 
diff --git a/docs/pages/Deploying/_meta.json b/docs/pages/Deploying/_meta.json
index bcc9bcde..0e91f35e 100644
--- a/docs/pages/Deploying/_meta.json
+++ b/docs/pages/Deploying/_meta.json
@@ -11,4 +11,4 @@
     "title": "🚂Deploying on Rainway",
     "href": "/Deploying/Railway-Deploying"
   }
-}
\ No newline at end of file
+}
diff --git a/docs/pages/Extensions/react-widget.md b/docs/pages/Extensions/react-widget.md
index 4bc40854..de585581 100644
--- a/docs/pages/Extensions/react-widget.md
+++ b/docs/pages/Extensions/react-widget.md
@@ -43,4 +43,5 @@ export default function MyApp({ Component, pageProps }) {
 }
 ```  
 
+For more information about React, refer to this [link here](https://react.dev/learn)
 
diff --git a/docs/pages/Guides/Customising-prompts.md b/docs/pages/Guides/Customising-prompts.md
index 6cfbbff7..5e7430d7 100644
--- a/docs/pages/Guides/Customising-prompts.md
+++ b/docs/pages/Guides/Customising-prompts.md
@@ -2,7 +2,7 @@
 
 To customize the main prompt for DocsGPT, follow these steps:
 
-1. Navigate to `/application/prompt/combine_prompt.txt`.
+1. Navigate to `/application/prompts/combine_prompt.txt`.
 
 2. Edit the `combine_prompt.txt` file to modify the prompt text. You can experiment with different phrasings and structures to see how the model responds.
 
diff --git a/docs/pages/Guides/How-to-use-different-LLM.md b/docs/pages/Guides/How-to-use-different-LLM.md
index c300bef3..6c7e08a9 100644
--- a/docs/pages/Guides/How-to-use-different-LLM.md
+++ b/docs/pages/Guides/How-to-use-different-LLM.md
@@ -19,12 +19,12 @@ You can omit the keys if users provide their own. Ensure you set `LLM_NAME` and
 ## Step 2: Choose Your Models
 
 **Options for `LLM_NAME`:**
-- openai
-- manifest
-- cohere
-- Arc53/docsgpt-14b
-- Arc53/docsgpt-7b-falcon
-- llama.cpp
+- OpenAI ([More details](https://platform.openai.com/docs/models))
+- manifest ([More details](https://python.langchain.com/docs/integrations/llms/manifest))
+- cohere ([More details](https://docs.cohere.com/docs/llmu))
+- Arc53/docsgpt-14b ([More details](https://huggingface.co/Arc53/docsgpt-14b))
+- Arc53/docsgpt-7b-falcon ([More details](https://huggingface.co/Arc53/docsgpt-7b-falcon))
+- llama.cpp ([More details](https://python.langchain.com/docs/integrations/llms/llamacpp))
 
 **Options for `EMBEDDINGS_NAME`:**
 - openai_text-embedding-ada-002
diff --git a/docs/pages/Guides/My-AI-answers-questions-using-external-knowledge.md b/docs/pages/Guides/My-AI-answers-questions-using-external-knowledge.md
index a546116e..99e3c757 100644
--- a/docs/pages/Guides/My-AI-answers-questions-using-external-knowledge.md
+++ b/docs/pages/Guides/My-AI-answers-questions-using-external-knowledge.md
@@ -1,3 +1,5 @@
+# Avoiding hallucinations
+
 If your AI uses external knowledge and is not explicit enough, it is ok, because we try to make DocsGPT friendly.
 
 But if you want to adjust it, here is a simple way:-