diff --git a/index.html b/index.html
index 7afb5e4..70f3c6e 100644
--- a/index.html
+++ b/index.html
@@ -96,12 +96,12 @@
 <li><b>Built With:</b> <a href="https://github.com/ggerganov/ggml">GGML</a>, <a href="https://github.com/ggerganov/llama.cpp">llama.cpp</a> (LLM, with <a href="https://ai.meta.com/llama/">LLaMA-v2</a>), <a href="https://github.com/ggerganov/whisper.cpp">whisper.cpp</a> (speech recognition).</li>
 </ul>
 <p>Your customized AI characters on commodity hardware. This project aims to be a framework to enable the creation of AI characters that can be used in games, simulations, virtual assistants, and other applications without depending on specific platforms, cloud services, or specialized hardware.</p>
-<p><b>Some of applications you can build with CustomChar:</b></p>
+<p><b>Some of the applications you can build with CustomChar:</b></p>
 <ul>
 <li>Game characters that can talk to you and interact with you.</li>
 <li>Your customized virtual assistant. Think about a <a href="https://en.wikipedia.org/wiki/J.A.R.V.I.S.">JARVIS</a> version on your computer.</li>
-<li>Online education experience with virtual friends / teachers.</li>
-<li>Cloud services which enable users to create their own virtual characters.</li>
+<li>Online education experience with virtual friends/teachers.</li>
+<li>Cloud services that enable users to create their own virtual characters.</li>
 </ul>
 <p><b>Note:</b> This project is still in the early stage of development. We are working hard to make it available as soon as possible. Star this project 🌟🌟🌟 to follow our progress and encourage us to make it happen.</p>
 <h1>1. Architecture</h1>
@@ -113,7 +113,7 @@ <h1>2. Updates</h1>
 </ul>
 <h1>3. Features</h1>
 <ul>
-<li>[ ] Build AI characters from knowledge database 💬💬💬 :<ul>
+<li>[ ] Build AI characters from the knowledge database 💬💬💬 :<ul>
 <li>[x] LLamaCpp for LLM. Chat with Llama-V2 on all platforms.</li>
 <li>[ ] Knowledge indexing and searching.</li>
 </ul>
@@ -131,7 +131,7 @@ <h1>3. Features</h1>
 <li>[ ] 3D visualization of the character.</li>
 <li>[ ] Add a GUI for the character interaction.</li>
 <li>[ ] Add a GUI for the character creation.</li>
-<li>[ ] Create virual characters that can be used in games, simulations, and other applications.<ul>
+<li>[ ] Create virtual characters that can be used in games, simulations, and other applications.<ul>
 <li>[ ] Elon Musk</li>
 <li>[ ] Iron Man</li>
 <li>[ ] Batman</li>
@@ -141,7 +141,7 @@ <h1>3. Features</h1>
 <li>[ ] Add bindings to other languages:<ul>
 <li>[ ] Python</li>
 <li>[ ] C# (Unity)</li>
-<li>[ ] Javscript (On-browser)</li>
+<li>[ ] Javascript (On-browser)</li>
 </ul>
 </li>
 </ul>
@@ -170,13 +170,13 @@ <h1>4. Build</h1>
 <div class="fragment"><div class="line">doxygen Doxyfile.in</div>
 </div><!-- fragment --><ul>
 <li>Step 3: Deploy html documentation from <code>docs/_build/html</code>.</li>
-<li>Step 4: Our lastest documentation is deployed at <a href="https://docs.customchar.com">https://docs.customchar.com</a>.</li>
+<li>Step 4: Our latest documentation is deployed at <a href="https://docs.customchar.com">https://docs.customchar.com</a>.</li>
 </ul>
 <h1>7. Contribution</h1>
 <p>We welcome all contributions to this project.</p>
 <ul>
 <li>For coding style, please follow the style of the existing code.</li>
-<li>We use format tool for auto formating the code. You can use the following command to format code before commiting:</li>
+<li>We use a format tool for auto formatting the code. You can use the following command to format code before committing:</li>
 </ul>
 <div class="fragment"><div class="line">pre-commit install # Install pre-commit hook</div>
 <div class="line">bash scripts/format-code.sh # Format code (C++ styling)</div>