Update README.md

README.md

@@ -24,7 +24,7 @@ Whether you use Claude Code, Codex, or OpenCode, this course will teach you to g
 
 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;">
+<a href="https://youtube.com/live/269l_UN3qRI?feature=share" 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>
@@ -35,86 +35,12 @@ We're kicking off with a live session — come ask questions, meet the team, and
 
 <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)
+[![image](https://cdn-uploads.huggingface.co/production/uploads/62d648291fa3e4e7ae3fa6e8/zl40wQy5YELadN-KKXx3s.png)](https://youtube.com/live/269l_UN3qRI?feature=share)
 
 *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); border-radius: 8px;">
-  <div style="display: flex; flex-wrap: wrap; gap: 15px; justify-content: center;">
-
-    <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: 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>
-      </div>
-    </a>
-
-    <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: 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>
-      </div>
-    </a>
-
-    <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: 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>
-      </div>
-    </a>
-
-    <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: 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>
-      </div>
-    </a>
-
-    <!-- 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: 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>
-      </div>
-    </a>
-
-    <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: 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>
-      </div>
-    </a>
-
-    <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: 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>
-      </div>
-    </a>
-
-  </div>
-</div>
-
 ## 🔬 Deep Dive Projects
 
 The course includes three hands-on ML projects that you'll tackle using agent context:
@@ -129,26 +55,14 @@ Each project is designed to be completed with a code agent — you'll define the
 
 Each unit includes quizzes to test your understanding. Complete them to track your progress and earn your certificate.
 
-## 📅 Weekly Live AMA
-
-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:
-
-<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
 
 This course works with multiple code agents. Instructions are provided for all three:
 
-- **Claude Code** — Anthropic's code agent (CLI & desktop)
-- **Codex** — OpenAI's multi-agent CLI
-- **OpenCode** — Open source agent from opencode.ai
+- **Pi**: Lean and Open Source agent.
+- **Claude Code**: Anthropic's code agent (CLI & desktop)
+- **Codex**: OpenAI's multi-agent CLI
+- **OpenCode**: Open source agent from opencode.ai
 
 If you use Cursor or GitHub Copilot, the concepts still transfer — their MCP and extension UX just isn't covered step-by-step.