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 title: README
-emoji: 🦀
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+emoji: 🧠
+colorFrom: gray
+colorTo: blue
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-# Welcome to the 🤗 Model Context Protocol (MCP) Course Organization!
+# Welcome to The Context Course
 
-The **Model Context Protocol (MCP) Course** is your comprehensive guide to understanding, using, and building cutting-edge AI applications that leverage external data and tools through the latest MCP standards. This free course is designed to take you from beginner to an informed practitioner in the world of MCP.
+![The Context Course — Machine Learning with Agent Context](https://huggingface.co/datasets/context-course/images/resolve/main/banner.png)
 
+**The Context Course** is a free, hands-on course on doing machine learning with agent context. You'll learn to train models, optimize inference, and build datasets — all by defining agent context with `SKILLS.md`, Plugins, MCP, Subagents, and Hooks.
+
+Whether you use Claude Code, Codex, or OpenCode, this course will teach you to give agents the right knowledge, tools, and structure to do real ML work.
+
+<div style="width: 100%; border: 1px solid #ccc; padding: 20px; margin: 20px auto; box-shadow: 2px 2px 5px rgba(0, 0, 0, 0.1); background-image: linear-gradient(to bottom, #2d2d2d, #1a1a1a); border-radius: 8px;">
+  <h2 style="color: #e0e0e0; margin-bottom: 10px;">🚀 Ready to start? Enroll now — it's free.</h2>
+  <a href="https://huggingface.co/organizations/context-course/share/TODO" style="display: inline-block; padding: 10px 20px; background-color: #4a9eff; color: white; text-decoration: none; border-radius: 5px; font-weight: bold; transition: background-color 0.3s ease;" onmouseover="this.style.backgroundColor='#3a8eef'" onmouseout="this.style.backgroundColor='#4a9eff'">Join the Course</a>
+</div>
+
+## 📺 Live Stream: Course Launch AMA
+
+We're kicking off with a live session — come ask questions, meet the team, and get oriented.
+
+<a href="https://youtube.com/live/TODO" style="text-decoration: none; color: inherit; display: block; width: 100%; margin: 20px 0;">
+  <div style="padding: 15px; border-radius: 8px; background-image: linear-gradient(to bottom, #ffe0e0, #ffcccc); box-shadow: 1px 1px 3px rgba(0,0,0,0.1); border: 2px solid #e74c3c; display: flex; justify-content: space-between; align-items: center; transition: all 0.3s ease;" onmouseover="this.style.transform='scale(1.02)'; this.style.boxShadow='2px 2px 8px rgba(0,0,0,0.2)';" onmouseout="this.style.transform='scale(1)'; this.style.boxShadow='1px 1px 3px rgba(0,0,0,0.1)';">
+    <div>
+      <h3 style="margin-top: 0; color: #000000;">🔴 Launch Live Stream & AMA</h3>
+      <p style="color: #000000;">Weekly live AMA sessions covering course material, Q&A, and deep dives into ML with context engineering. First session: <b>TBD</b>.</p>
+    </div>
+  </div>
+</a>
+
+<div style="text-align: center; margin: 20px 0;">
+
+[![Course Launch Live Stream](https://img.youtube.com/vi/TODO/maxresdefault.jpg)](https://youtube.com/live/TODO)
+
+*Click to watch the launch stream.*
+
+</div>
 
 ## 📑 Course Resources
 
-<div style="width: 100%; border: 1px solid #ccc; padding: 20px; margin: 20px auto; box-shadow: 2px 2px 5px rgba(0, 0, 0, 0.1); margin: 20px auto; box-shadow: 2px 2px 5px rgba(0, 0, 0, 0.1); border-radius: 8px;">
+<div style="width: 100%; border: 1px solid #ccc; padding: 20px; margin: 20px auto; box-shadow: 2px 2px 5px rgba(0, 0, 0, 0.1); border-radius: 8px;">
   <div style="display: flex; flex-wrap: wrap; gap: 15px; justify-content: center;">
-    <!-- New Unit 3 Boxes -->
-    <a href="https://huggingface.co/learn/mcp-course/unit3/introduction" style="text-decoration: none; color: inherit; width: 100%; height: 120px; margin-bottom: 10px; margin-top: 10px;">
+
+    <a href="https://huggingface.co/learn/context-course/unit0/introduction" style="text-decoration: none; color: inherit; width: 100%; height: 120px; margin-bottom: 10px; margin-top: 10px;">
       <div style="padding: 15px; border-radius: 8px; background-image: linear-gradient(to bottom, #e6f7ff, #cce5ff); box-shadow: 1px 1px 3px rgba(0,0,0,0.1); border: 2px solid #3498db; height: 100%; display: flex; justify-content: space-between; align-items: center; transition: all 0.3s ease;" onmouseover="this.style.transform='scale(1.02)'; this.style.boxShadow='2px 2px 8px rgba(0,0,0,0.2)'; this.style.backgroundImage='linear-gradient(to bottom, #d6f0ff, #b8daff)';" onmouseout="this.style.transform='scale(1)'; this.style.boxShadow='1px 1px 3px rgba(0,0,0,0.1)'; this.style.backgroundImage='linear-gradient(to bottom, #e6f7ff, #cce5ff)';">
         <div>
-          <h3 style="margin-top: 10; color: #000000;">🚀 Unit 3 is here!</h3>
-          <p style="color: #000000;">Build a production ready MCP application with Anthropic, Slack, and Github integration. Learn to create robust, scalable MCP applications ready for real-world deployment.</p>
+          <h3 style="margin-top: 0; color: #000000;">📝 Written Materials</h3>
+          <p style="color: #000000;">Start here. Six units covering skills, MCP, plugins, subagents, hooks, and building your own agent loop from scratch.</p>
         </div>
-        <img src="images/anthropic.png" alt="Production Icon" style="height: 100%; width: auto; margin-left: 10px;">
       </div>
     </a>
-    <a href="https://huggingface.co/learn/mcp-course/unit3_1/introduction" style="text-decoration: none; color: inherit; width: 100%; height: 120px; margin-bottom: 10px; margin-top: 10px;">
+
+    <a href="https://huggingface.co/learn/context-course/unit1/introduction" style="text-decoration: none; color: inherit; width: 100%; height: 120px; margin-bottom: 10px; margin-top: 10px;">
       <div style="padding: 15px; border-radius: 8px; background-image: linear-gradient(to bottom, #e6f7ff, #cce5ff); box-shadow: 1px 1px 3px rgba(0,0,0,0.1); border: 2px solid #3498db; height: 100%; display: flex; justify-content: space-between; align-items: center; transition: all 0.3s ease;" onmouseover="this.style.transform='scale(1.02)'; this.style.boxShadow='2px 2px 8px rgba(0,0,0,0.2)'; this.style.backgroundImage='linear-gradient(to bottom, #d6f0ff, #b8daff)';" onmouseout="this.style.transform='scale(1)'; this.style.boxShadow='1px 1px 3px rgba(0,0,0,0.1)'; this.style.backgroundImage='linear-gradient(to bottom, #e6f7ff, #cce5ff)';">
         <div>
-          <h3 style="margin-top: 10; color: #000000;">🤖 Unit 3.1 for the Hub</h3>
-          <p style="color: #000000;">Build autonomous agents on the Hugging Face Hub. Create intelligent agents that can operate independently using MCP protocols.</p>
+          <h3 style="margin-top: 0; color: #000000;">🛠️ Unit 1: Agent Skills</h3>
+          <p style="color: #000000;">Learn to write portable SKILL.md files — structured knowledge that makes agents expert at specific ML tasks like training, evaluation, and dataset curation.</p>
         </div>
-        <img src="images/pr-agent.png" alt="Agent Icon" style="height: 100%; width: auto; margin-left: 10px;">
       </div>
     </a>
-    <a href="https://huggingface.co/learn/mcp-course/unit2/continue-client" style="text-decoration: none; color: inherit; width: 100%; height: 120px; margin-bottom: 10px; margin-top: 10px;">
+
+    <a href="https://huggingface.co/learn/context-course/unit2/introduction" style="text-decoration: none; color: inherit; width: 100%; height: 120px; margin-bottom: 10px; margin-top: 10px;">
       <div style="padding: 15px; border-radius: 8px; background-image: linear-gradient(to bottom, #e6f7ff, #cce5ff); box-shadow: 1px 1px 3px rgba(0,0,0,0.1); border: 2px solid #3498db; height: 100%; display: flex; justify-content: space-between; align-items: center; transition: all 0.3s ease;" onmouseover="this.style.transform='scale(1.02)'; this.style.boxShadow='2px 2px 8px rgba(0,0,0,0.2)'; this.style.backgroundImage='linear-gradient(to bottom, #d6f0ff, #b8daff)';" onmouseout="this.style.transform='scale(1)'; this.style.boxShadow='1px 1px 3px rgba(0,0,0,0.1)'; this.style.backgroundImage='linear-gradient(to bottom, #e6f7ff, #cce5ff)';">
         <div>
-          <h3 style="margin-top: 10; color: #000000;">🤖 Using MCP with Local and Open Source Models</h3>
-          <p style="color: #000000;">In this section, we’ll connect MCP with local and open-source models using Continue, a tool for building AI coding assistants that works with local tools like Ollama.</p>
+          <h3 style="margin-top: 0; color: #000000;">🔌 Unit 2: Model Context Protocol</h3>
+          <p style="color: #000000;">Build MCP servers that give agents dynamic access to external tools, APIs, and data sources — including Hugging Face Hub integration.</p>
         </div>
-        <img src="images/continue.png" alt="Agent Icon" style="height: 100%; width: auto; margin-left: 10px;">
       </div>
     </a>
-    <!-- Divider -->
-    <div style="width: 100%; height: 2px; background: linear-gradient(to right, transparent, #ccc, transparent); margin: 20px 0;"></div>
-    <!-- Existing boxes with grey styling -->
-    <a href="https://youtu.be/p4q6LI-2yZ8" style="text-decoration: none; color: inherit; width: 100%; height: 120px; margin-bottom: 10px; margin-top: 10px;">
-      <div style="padding: 15px; border-radius: 8px; background-image: linear-gradient(to bottom, #f0f0f0, #e0e0e0); box-shadow: 1px 1px 3px rgba(0,0,0,0.1); border: 2px solid #888888; height: 100%; display: flex; justify-content: space-between; align-items: center; transition: all 0.3s ease;" onmouseover="this.style.transform='scale(1.02)'; this.style.boxShadow='2px 2px 8px rgba(0,0,0,0.2)'; this.style.backgroundImage='linear-gradient(to bottom, #e8e8e8, #d8d8d8)';" onmouseout="this.style.transform='scale(1)'; this.style.boxShadow='1px 1px 3px rgba(0,0,0,0.1)'; this.style.backgroundImage='linear-gradient(to bottom, #f0f0f0, #e0e0e0)';">
+
+    <a href="https://huggingface.co/learn/context-course/unit3/introduction" style="text-decoration: none; color: inherit; width: 100%; height: 120px; margin-bottom: 10px; margin-top: 10px;">
+      <div style="padding: 15px; border-radius: 8px; background-image: linear-gradient(to bottom, #e6f7ff, #cce5ff); box-shadow: 1px 1px 3px rgba(0,0,0,0.1); border: 2px solid #3498db; height: 100%; display: flex; justify-content: space-between; align-items: center; transition: all 0.3s ease;" onmouseover="this.style.transform='scale(1.02)'; this.style.boxShadow='2px 2px 8px rgba(0,0,0,0.2)'; this.style.backgroundImage='linear-gradient(to bottom, #d6f0ff, #b8daff)';" onmouseout="this.style.transform='scale(1)'; this.style.boxShadow='1px 1px 3px rgba(0,0,0,0.1)'; this.style.backgroundImage='linear-gradient(to bottom, #e6f7ff, #cce5ff)';">
         <div>
-          <h3 style="margin-top: 10; color: #000000;">🎬 Unit 0 Video</h3>
-          <p style="color: #000000;">Complete Introduction to The first parts of the MCP Course. This video is a must-watch for everyone who wants to start the MCP Course.</p>
+          <h3 style="margin-top: 0; color: #000000;">📦 Unit 3: Plugins</h3>
+          <p style="color: #000000;">Package skills and MCP servers into distributable plugins that work across agent platforms.</p>
         </div>
-        <img src="images/video_1.png" alt="Video Icon" style="height: 100%; width: auto; margin-left: 10px;">
       </div>
     </a>
-    <a href="https://youtube.com/live/aK8Jz-x5rJ8?feature=share" style="text-decoration: none; color: inherit; width: 100%; height: 120px; margin-bottom: 10px; margin-top: 10px;">
+
+    <!-- Divider -->
+    <div style="width: 100%; height: 2px; background: linear-gradient(to right, transparent, #ccc, transparent); margin: 20px 0;"></div>
+
+    <a href="https://huggingface.co/learn/context-course/unit4/introduction" style="text-decoration: none; color: inherit; width: 100%; height: 120px; margin-bottom: 10px; margin-top: 10px;">
       <div style="padding: 15px; border-radius: 8px; background-image: linear-gradient(to bottom, #f0f0f0, #e0e0e0); box-shadow: 1px 1px 3px rgba(0,0,0,0.1); border: 2px solid #888888; height: 100%; display: flex; justify-content: space-between; align-items: center; transition: all 0.3s ease;" onmouseover="this.style.transform='scale(1.02)'; this.style.boxShadow='2px 2px 8px rgba(0,0,0,0.2)'; this.style.backgroundImage='linear-gradient(to bottom, #e8e8e8, #d8d8d8)';" onmouseout="this.style.transform='scale(1)'; this.style.boxShadow='1px 1px 3px rgba(0,0,0,0.1)'; this.style.backgroundImage='linear-gradient(to bottom, #f0f0f0, #e0e0e0)';">
         <div>
-          <h3 style="margin-top: 10; color: #000000;">🔴 Unit 1 Live Stream</h3>
-          <p style="color: #000000;">On <b style="color: #000000;">29th May 8:00 PM CEST</b> we will have a live stream where we will cover Q&A and the MCP Course Unit 1 on MCP fundamentals. </p>
+          <h3 style="margin-top: 0; color: #000000;">🤖 Unit 4: Subagents</h3>
+          <p style="color: #000000;">Orchestrate multi-agent workflows — spawn specialized agents for training, evaluation, and data processing tasks.</p>
         </div>
-        <img src="images/live_session.png" alt="Live Stream Icon" style="height: 100%; width: auto; margin-left: 10px;">
       </div>
     </a>
-    <a href="https://huggingface.co/spaces/mcp-course/unit_1_quiz" style="text-decoration: none; color: inherit; width: 100%; height: 120px; margin-bottom: 10px; margin-top: 10px;">
+
+    <a href="https://huggingface.co/learn/context-course/unit5/introduction" style="text-decoration: none; color: inherit; width: 100%; height: 120px; margin-bottom: 10px; margin-top: 10px;">
       <div style="padding: 15px; border-radius: 8px; background-image: linear-gradient(to bottom, #f0f0f0, #e0e0e0); box-shadow: 1px 1px 3px rgba(0,0,0,0.1); border: 2px solid #888888; height: 100%; display: flex; justify-content: space-between; align-items: center; transition: all 0.3s ease;" onmouseover="this.style.transform='scale(1.02)'; this.style.boxShadow='2px 2px 8px rgba(0,0,0,0.2)'; this.style.backgroundImage='linear-gradient(to bottom, #e8e8e8, #d8d8d8)';" onmouseout="this.style.transform='scale(1)'; this.style.boxShadow='1px 1px 3px rgba(0,0,0,0.1)'; this.style.backgroundImage='linear-gradient(to bottom, #f0f0f0, #e0e0e0)';">
         <div>
-          <h3 style="margin-top: 10; color: #000000;">🏆 Get Certified</h3>
-          <p style="color: #000000;">If you want to get certified, you can do so by completing the MCP Course and passing the certification exam.</p>
+          <h3 style="margin-top: 0; color: #000000;">🪝 Unit 5: Hooks</h3>
+          <p style="color: #000000;">Observe, block, and automate the agent lifecycle — log every step, guard against mistakes, and visualize it live.</p>
         </div>
-        <img src="images/certificate.png" alt="Certificate Icon" style="height: 100%; width: auto; margin-left: 10px;">
       </div>
     </a>
-    <a href="https://huggingface.co/learn/mcp-course/unit0/introduction" style="text-decoration: none; color: inherit; width: 100%; height: 120px; margin-bottom: 10px; margin-top: 10px; margin-bottom: 30px;">
+
+    <a href="https://huggingface.co/learn/context-course/unit6/introduction" style="text-decoration: none; color: inherit; width: 100%; height: 120px; margin-bottom: 10px; margin-top: 10px; margin-bottom: 30px;">
       <div style="padding: 15px; border-radius: 8px; background-image: linear-gradient(to bottom, #f0f0f0, #e0e0e0); box-shadow: 1px 1px 3px rgba(0,0,0,0.1); border: 2px solid #888888; height: 100%; display: flex; justify-content: space-between; align-items: center; transition: all 0.3s ease;" onmouseover="this.style.transform='scale(1.02)'; this.style.boxShadow='2px 2px 8px rgba(0,0,0,0.2)'; this.style.backgroundImage='linear-gradient(to bottom, #e8e8e8, #d8d8d8)';" onmouseout="this.style.transform='scale(1)'; this.style.boxShadow='1px 1px 3px rgba(0,0,0,0.1)'; this.style.backgroundImage='linear-gradient(to bottom, #f0f0f0, #e0e0e0)';">
         <div>
-          <h3 style="margin-top: 10; color: #000000;">📝 Written Materials</h3>
-          <p style="color: #000000;">To start learning the MCP Course, you can start with the written materials.</p>
+          <h3 style="margin-top: 0; color: #000000;">⚙️ Unit 6: Nano Harness</h3>
+          <p style="color: #000000;">Build a minimal agent loop from scratch in ~220 lines of Python — understand how it all works under the hood.</p>
         </div>
-        <img src="images/written_material.png" alt="Written Materials Icon" style="height: 100%; width: auto; margin-left: 10px;">
       </div>
     </a>
+
   </div>
 </div>
 
-<div style="width: 100%; border: 1px solid #ccc; padding: 20px; margin: 20px auto; box-shadow: 2px 2px 5px rgba(0, 0, 0, 0.1); background-image: linear-gradient(to bottom, #ffd231, #ff9d00); border-radius: 8px;">
-  <img src="https://cdn-avatars.huggingface.co/v1/production/uploads/62d648291fa3e4e7ae3fa6e8/Jm3GYn6LHuasiLSlj03hd.png" alt="MCP Course" style="width: 7em; border-radius: 5px 5px 0 0;">
-  <h2 style="color: #333; margin-bottom: 10px;">🚀 Ready to Join? Enroll in the MCP Course!</h2>
-  <a href="https://huggingface.co/organizations/mcp-course/share/BcsYJAxCofWDZncivkBzafSjAcuAxOMWua" style="display: inline-block; padding: 10px 20px; background-color: lightcoral; color: white; text-decoration: none; border-radius: 5px; transition: background-color 0.3s ease;" onmouseover="this.style.backgroundColor='#0056b3'" onmouseout="this.style.backgroundColor='lightcoral'">Join the Course</a>
-</div>
+## 🔬 Deep Dive Projects
+
+The course includes three hands-on ML projects that you'll tackle using agent context:
+
+- **Pre-training** — Run and monitor pre-training experiments with agent-driven research workflows.
+- **Post-training** — Fine-tune and evaluate chat models using a compact nano benchmark.
+- **Inference** — Optimize local inference with llama.cpp, getting a GGUF model to run as fast as possible.
+
+Each project is designed to be completed with a code agent — you'll define the context that makes it work.
 
-## 🚀 What to Expect from This Course?
+## 🏆 Interactive Quizzes
 
-In this course, you will:
+Each unit includes quizzes to test your understanding. Complete them to track your progress and earn your certificate.
 
-*   📖 **Study Model Context Protocol** in theory, design, and practice.
-*   🧑‍💻 Learn to **use established MCP SDKs and frameworks**.
-*   💾 **Share your projects** and explore applications created by the community.
-*   🏆 Participate in challenges and **evaluate your MCP implementations**.
-*   🎓 **Earn a certificate of completion** by completing assignments.
+## 📅 Weekly Live AMA
 
-Our goal is to help you understand how MCP works and empower you to build your own AI applications.
+We host a weekly live session where you can ask questions, get help with projects, and go deeper on course topics. Check the schedule and join the stream:
 
-## 📚 Course Structure
+<a href="https://youtube.com/live/TODO" style="text-decoration: none; color: inherit; display: block; width: 100%; margin-bottom: 20px;">
+  <div style="padding: 15px; border-radius: 8px; background-image: linear-gradient(to bottom, #ffe0e0, #ffcccc); box-shadow: 1px 1px 3px rgba(0,0,0,0.1); border: 2px solid #e74c3c; display: flex; justify-content: space-between; align-items: center; transition: all 0.3s ease;" onmouseover="this.style.transform='scale(1.02)'; this.style.boxShadow='2px 2px 8px rgba(0,0,0,0.2)';" onmouseout="this.style.transform='scale(1)'; this.style.boxShadow='1px 1px 3px rgba(0,0,0,0.1)';">
+    <div>
+      <h3 style="margin-top: 0; color: #000000;">🔴 Weekly Live AMA</h3>
+      <p style="color: #000000;">Join us every week for a live Q&A session. Bring your questions about context engineering, ML projects, or anything from the course.</p>
+    </div>
+  </div>
+</a>
+
+## 🛠️ Supported Agents
 
-The course is composed of:
-*   **Foundational Units**: Learn MCP concepts in theory.
-*   **Use Case Assignments**: Apply learned concepts to real-world problems.
-*   **Collaborations**: Featuring the latest MCP implementations and tools from Hugging Face and its partners.
+This course works with multiple code agents. Instructions are provided for all three:
 
-## 🛠️ Prerequisites
+- **Claude Code** — Anthropic's code agent (CLI & desktop)
+- **Codex** — OpenAI's multi-agent CLI
+- **OpenCode** — Open source agent from opencode.ai
 
-To be able to follow this course, you should have:
+If you use Cursor or GitHub Copilot, the concepts still transfer — their MCP and extension UX just isn't covered step-by-step.
 
-*   Basic understanding of AI and LLM concepts.
-*   Familiarity with software development principles and API concepts.
-*   Experience with at least one programming language (Python or TypeScript examples will be shown).
+## 📋 Prerequisites
 
-If you need to brush up on these, the course page suggests these resources:
-*   LLM Course: will guide you through the basics of using and building with LLMs.
-*   Agents Course: will guide you through building AI agents with LLMs.
-(Please find the links to these specific courses in the main MCP course materials if needed.)
+- Basic familiarity with Python and the command line
+- A [Hugging Face account](https://huggingface.co/join)
+- At least one code agent installed (Claude Code, Codex, or OpenCode)
 
 ## 🤝 Contribute
 
-This course is a living project, and **contributions are welcome** 🤗!
-*   If you've found a bug or want to improve the course content, please open an issue or a Pull Request in the course's GitHub repository (refer to the course documentation for the specific GitHub link).
-*   If you want to add a full section or a new unit, it's best to open an issue first to discuss your ideas with the team.
+This course is open source and contributions are welcome!
+
+- Found a bug or want to improve content? Open an issue or PR on [GitHub](https://github.com/huggingface/context-course).
+- Want to add a full section or unit? Open an issue first to discuss with the team.
 
 ## ❓ Questions?
 
-Please open a community discussion on the org page.
+Open a [community discussion](https://huggingface.co/organizations/context-course/discussions) on the org page, or ask during the weekly live AMA.
 
-<div style="width: 100%; border: 1px solid #ccc; padding: 20px; margin: 20px auto; box-shadow: 2px 2px 5px rgba(0, 0, 0, 0.1); background-image: linear-gradient(to bottom, #add8e6, #87ceeb); border-radius: 8px;">
-  <img src="https://cdn-avatars.huggingface.co/v1/production/uploads/62d648291fa3e4e7ae3fa6e8/Jm3GYn6LHuasiLSlj03hd.png" alt="Course Materials" style="width: 7em; border-radius: 5px 5px 0 0;">
-  <h2 style="color: #333; margin-bottom: 10px;">📚 Explore the Course Content</h2>
-  <a href="https://huggingface.co/learn/mcp-course/unit0/introduction" style="display: inline-block; padding: 10px 20px; background-color: #5cb85c; color: white; text-decoration: none; border-radius: 5px; transition: background-color 0.3s ease;" onmouseover="this.style.backgroundColor='#4cae4c'" onmouseout="this.style.backgroundColor='#5cb85c'">Access the Full Course</a>
-</div>
+<div style="width: 100%; border: 1px solid #ccc; padding: 20px; margin: 20px auto; box-shadow: 2px 2px 5px rgba(0, 0, 0, 0.1); background-image: linear-gradient(to bottom, #2d2d2d, #1a1a1a); border-radius: 8px;">
+  <h2 style="color: #e0e0e0; margin-bottom: 10px;">📚 Start Learning</h2>
+  <a href="https://huggingface.co/learn/context-course/unit0/introduction" style="display: inline-block; padding: 10px 20px; background-color: #4a9eff; color: white; text-decoration: none; border-radius: 5px; font-weight: bold; transition: background-color 0.3s ease;" onmouseover="this.style.backgroundColor='#3a8eef'" onmouseout="this.style.backgroundColor='#4a9eff'">Access the Full Course</a>
+</div>