Update index.mdx

docs/features/index.mdx

@@ -29,7 +29,7 @@ import { TopBanners } from "@site/src/components/TopBanners";
 
   :::
 
-- ✒️🔢 **Full Markdown and LaTeX Support**: Elevate your LLM experience with comprehensive Markdown, LaTex, and Rich Text capabilities for enriched interaction. [Explore Interface Features](/features/interface).
+- ✒️🔢 **Full Markdown and LaTeX Support**: Elevate your LLM experience with comprehensive Markdown, LaTex, and Rich Text capabilities for enriched interaction. [Explore Interface Features](/category/interface).
 
 - 🧩 **Model Builder**: Easily create custom models from base Ollama models directly from Open WebUI. Create and add custom characters and agents, customize model elements, and import models effortlessly through [Open WebUI Community](https://openwebui.com/) integration. [Learn more about Models](/features/workspace/models).
 
@@ -37,11 +37,11 @@ import { TopBanners } from "@site/src/components/TopBanners";
 
 - 📄 **Advanced Document Extraction with Multiple Engines**: Extract text and data from various document formats including PDFs, Word documents, Excel spreadsheets, PowerPoint presentations, and more using your choice of extraction engines: Apache Tika, Docling, Azure Document Intelligence, Mistral OCR, or external custom (self-built) content extraction engines/document loaders. Advanced document processing capabilities enable seamless integration with your knowledge base, preserving structure and formatting while supporting OCR for scanned documents and images. [Read about Document Extraction](/features/rag/document-extraction).
 
-- 🔍 **Web Search for RAG with 15+ Providers**: Perform web searches using 15+ providers including SearXNG, Google PSE, Brave Search, Kagi, Mojeek, Bocha, Tavily, Perplexity (AI models and Search API), serpstack, serper, Serply, DuckDuckGo, SearchAPI, SerpApi, Bing, Jina, Exa, Sougou, Azure AI Search, and Ollama Cloud, injecting results directly into your local Retrieval Augmented Generation (RAG) experience. [Explore Web Search Providers](/features/web-search).
+- 🔍 **Web Search for RAG with 15+ Providers**: Perform web searches using 15+ providers including SearXNG, Google PSE, Brave Search, Kagi, Mojeek, Bocha, Tavily, Perplexity (AI models and Search API), serpstack, serper, Serply, DuckDuckGo, SearchAPI, SerpApi, Bing, Jina, Exa, Sougou, Azure AI Search, and Ollama Cloud, injecting results directly into your local Retrieval Augmented Generation (RAG) experience. [Explore Web Search Providers](/category/web-search).
 
 - 🌐 **Web Browsing Capabilities**: Integrate websites seamlessly into your chat experience by using the `#` command followed by a URL. This feature enables the incorporation of web content directly into your conversations, thereby enhancing the richness and depth of your interactions.
 
-- 🎨 **Image Generation & Editing Integration**: Seamlessly create and edit images using multiple engines including OpenAI's DALL-E (generation and editing), Gemini (generation and editing), ComfyUI (local, generation and editing), and AUTOMATIC1111 (local, generation). Support for both text-to-image generation and prompt-based image editing workflows with dynamic visual content. [Learn more about Image Gen](/features/image-generation-and-editing).
+- 🎨 **Image Generation & Editing Integration**: Seamlessly create and edit images using multiple engines including OpenAI's DALL-E (generation and editing), Gemini (generation and editing), ComfyUI (local, generation and editing), and AUTOMATIC1111 (local, generation). Support for both text-to-image generation and prompt-based image editing workflows with dynamic visual content. [Learn more about Image Gen](/category/image-generation-and-editing).
 
 - ⚙️ **Concurrent Model Utilization**: Effortlessly engage with multiple models simultaneously, harnessing their unique strengths for optimal responses. Leverage a diverse set of model modalities in parallel to enhance your experience.
 
@@ -110,7 +110,7 @@ import { TopBanners } from "@site/src/components/TopBanners";
 
 - 🎨 **Splash Screen**: A simple loading splash screen for a smoother user experience.
 
-- 🌐 **Personalized Interface**: Choose between a freshly designed search landing page and the classic chat UI from Settings > Interface, allowing for a tailored experience. [Explore Interface Options](/features/interface).
+- 🌐 **Personalized Interface**: Choose between a freshly designed search landing page and the classic chat UI from Settings > Interface, allowing for a tailored experience. [Explore Interface Options](/category/interface).
 
 - 📦 **Pip Install Method**: Installation of Open WebUI can be accomplished via the command `pip install open-webui`, which streamlines the process and makes it more accessible to new users. For further information, please visit: https://pypi.org/project/open-webui/.
 
@@ -323,7 +323,7 @@ import { TopBanners } from "@site/src/components/TopBanners";
 
 ### 🎙️ Audio, Voice, & Accessibility
 
-- 🗣️ **Voice Input Support with Multiple Providers**: Engage with your model through voice interactions using multiple Speech-to-Text providers: Local Whisper (default, with VAD filtering), OpenAI-compatible endpoints, Deepgram, and Azure Speech Services. Enjoy the convenience of talking to your model directly with automatic voice input after 3 seconds of silence for a streamlined experience. [Explore Audio Features](/features/audio).
+- 🗣️ **Voice Input Support with Multiple Providers**: Engage with your model through voice interactions using multiple Speech-to-Text providers: Local Whisper (default, with VAD filtering), OpenAI-compatible endpoints, Deepgram, and Azure Speech Services. Enjoy the convenience of talking to your model directly with automatic voice input after 3 seconds of silence for a streamlined experience. [Explore Audio Features](/category/audio).
   - Microphone access requires manually setting up a secure connection over HTTPS to work, or [manually whitelisting your URL at your own risk](https://docs.openwebui.com/troubleshooting/microphone-error).
 
 - 😊 **Emoji Call**: Toggle this feature on from the `Settings` > `Interface` menu, allowing LLMs to express emotions using emojis during voice calls for a more dynamic interaction.