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@@ -39,15 +39,15 @@ src="https://img.shields.io/badge/🔄%20Singularity-92%25-e74c3c?style=flat-squ
 
 ## Features
 
-- 🧠 **[Cloud and local LLMs](https://aider.chat/docs/llms.html)** - Aider works best with Claude 3.7 Sonnet, DeepSeek R1 & Chat V3, OpenAI o1, o3-mini & GPT-4o, but can connect to almost any LLM, including local models.
-- 🗺️ **[Maps your codebase](https://aider.chat/docs/repomap.html)** - Aider makes a map of your entire codebase, which helps it work well in larger projects.
-- `</>` **[100+ code languages](https://aider.chat/docs/languages.html)** - Aider works with most popular programming languages: python, javascript, rust, ruby, go, cpp, php, html, css, and dozens more.
-- 🔀 **[Git integration](https://aider.chat/docs/git.html)** - Aider automatically commits changes with sensible commit messages. Use familiar git tools to easily diff, manage and undo AI changes.
-- 🖥️ **[Use in your IDE](https://aider.chat/docs/usage/watch.html)** - Use aider from within your favorite IDE or editor. Ask for changes by adding comments to your code and aider will get to work.
-- 🖼️ **[Images & web pages](https://aider.chat/docs/usage/images-urls.html)** - Add images and web pages to the chat to provide visual context, screenshots, reference docs, etc.
-- 🎤 **[Voice-to-code](https://aider.chat/docs/usage/voice.html)** - Speak with aider about your code! Request new features, test cases or bug fixes using your voice and let aider implement the changes.
-- ✅ **[Linting & testing](https://aider.chat/docs/usage/lint-test.html)** - Automatically lint and test your code every time aider makes changes. Aider can fix problems detected by your linters and test suites.
-- 📋 **[Copy/paste to web chat](https://aider.chat/docs/usage/copypaste.html)** - Work with any LLM via its web chat interface. Aider streamlines copy/pasting code context and edits back and forth with a browser.
+- <svg class="mdi-icon" style="width:1em;height:1em;vertical-align:-0.2em" viewBox="0 0 24 24"><path d="M12,2A2,2 0 0,1 14,4C14,4.74 13.6,5.39 13,5.73V7H14A7,7 0 0,1 21,14H22V18H20V20H17V18H13V16H14A5,5 0 0,0 19,11H13V8H11V19H9V11H5A5,5 0 0,0 10,16H11V18H7V20H4V18H2V14H3A7,7 0 0,1 10,7H11V5.73C10.4,5.39 10,4.74 10,4A2,2 0 0,1 12,2Z" fill="currentColor"/></svg> **[Cloud and local LLMs](https://aider.chat/docs/llms.html)** - Aider works best with Claude 3.7 Sonnet, DeepSeek R1 & Chat V3, OpenAI o1, o3-mini & GPT-4o, but can connect to almost any LLM, including local models.
+- <svg class="mdi-icon" style="width:1em;height:1em;vertical-align:-0.2em" viewBox="0 0 24 24"><path d="M9,3L5,7H8V14H10V7H13M16,17V10H14V17H11L15,21L19,17H16Z" fill="currentColor"/></svg> **[Maps your codebase](https://aider.chat/docs/repomap.html)** - Aider makes a map of your entire codebase, which helps it work well in larger projects.
+- <svg class="mdi-icon" style="width:1em;height:1em;vertical-align:-0.2em" viewBox="0 0 24 24"><path d="M14.6,16.6L19.2,12L14.6,7.4L16,6L22,12L16,18L14.6,16.6M9.4,16.6L4.8,12L9.4,7.4L8,6L2,12L8,18L9.4,16.6Z" fill="currentColor"/></svg> **[100+ code languages](https://aider.chat/docs/languages.html)** - Aider works with most popular programming languages: python, javascript, rust, ruby, go, cpp, php, html, css, and dozens more.
+- <svg class="mdi-icon" style="width:1em;height:1em;vertical-align:-0.2em" viewBox="0 0 24 24"><path d="M7,14A2,2 0 0,1 5,12A2,2 0 0,1 7,10A2,2 0 0,1 9,12A2,2 0 0,1 7,14M12.65,10C11.83,7.67 9.61,6 7,6A6,6 0 0,0 1,12A6,6 0 0,0 7,18C9.61,18 11.83,16.33 12.65,14H17V18H21V14H23V10H12.65Z" fill="currentColor"/></svg> **[Git integration](https://aider.chat/docs/git.html)** - Aider automatically commits changes with sensible commit messages. Use familiar git tools to easily diff, manage and undo AI changes.
+- <svg class="mdi-icon" style="width:1em;height:1em;vertical-align:-0.2em" viewBox="0 0 24 24"><path d="M21,16H3V4H21M21,2H3C1.89,2 1,2.89 1,4V16A2,2 0 0,0 3,18H10V20H8V22H16V20H14V18H21A2,2 0 0,0 23,16V4C23,2.89 22.1,2 21,2Z" fill="currentColor"/></svg> **[Use in your IDE](https://aider.chat/docs/usage/watch.html)** - Use aider from within your favorite IDE or editor. Ask for changes by adding comments to your code and aider will get to work.
+- <svg class="mdi-icon" style="width:1em;height:1em;vertical-align:-0.2em" viewBox="0 0 24 24"><path d="M8.5,13.5L11,16.5L14.5,12L19,18H5M21,19V5C21,3.89 20.1,3 19,3H5A2,2 0 0,0 3,5V19A2,2 0 0,0 5,21H19A2,2 0 0,0 21,19Z" fill="currentColor"/></svg> **[Images & web pages](https://aider.chat/docs/usage/images-urls.html)** - Add images and web pages to the chat to provide visual context, screenshots, reference docs, etc.
+- <svg class="mdi-icon" style="width:1em;height:1em;vertical-align:-0.2em" viewBox="0 0 24 24"><path d="M12,2A3,3 0 0,1 15,5V11A3,3 0 0,1 12,14A3,3 0 0,1 9,11V5A3,3 0 0,1 12,2M19,11C19,14.53 16.39,17.44 13,17.93V21H11V17.93C7.61,17.44 5,14.53 5,11H7A5,5 0 0,0 12,16A5,5 0 0,0 17,11H19Z" fill="currentColor"/></svg> **[Voice-to-code](https://aider.chat/docs/usage/voice.html)** - Speak with aider about your code! Request new features, test cases or bug fixes using your voice and let aider implement the changes.
+- <svg class="mdi-icon" style="width:1em;height:1em;vertical-align:-0.2em" viewBox="0 0 24 24"><path d="M21,7L9,19L3.5,13.5L4.91,12.09L9,16.17L19.59,5.59L21,7Z" fill="currentColor"/></svg> **[Linting & testing](https://aider.chat/docs/usage/lint-test.html)** - Automatically lint and test your code every time aider makes changes. Aider can fix problems detected by your linters and test suites.
+- <svg class="mdi-icon" style="width:1em;height:1em;vertical-align:-0.2em" viewBox="0 0 24 24"><path d="M19,21H8V7H19M19,5H8A2,2 0 0,0 6,7V21A2,2 0 0,0 8,23H19A2,2 0 0,0 21,21V7A2,2 0 0,0 19,5M16,1H4A2,2 0 0,0 2,3V17H4V3H16V1Z" fill="currentColor"/></svg> **[Copy/paste to web chat](https://aider.chat/docs/usage/copypaste.html)** - Work with any LLM via its web chat interface. Aider streamlines copy/pasting code context and edits back and forth with a browser.
 
 ## Getting Started