diff --git a/week1/day1.ipynb b/week1/day1.ipynb
index 0a3668c..1a202a1 100644
--- a/week1/day1.ipynb
+++ b/week1/day1.ipynb
@@ -587,7 +587,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.11.11"
+   "version": "3.11.12"
   }
  },
  "nbformat": 4,
diff --git a/week8/day5.ipynb b/week8/day5.ipynb
index 67be5c5..5e11432 100644
--- a/week8/day5.ipynb
+++ b/week8/day5.ipynb
@@ -170,8 +170,8 @@
     "            <h2 style=\"color:#900;\">But wait!! There's more..</h2>\n",
     "            <span style=\"color:#900;\">If you're not fed up of product prices yet 😂 I've built this out some more!<br/>\n",
     "            If you look in my repo <a href=\"https://github.com/ed-donner/tech2ai\">tech2ai</a>, in segment3/lab1 is a neural network implementation of the pricer in pure PyTorch. It does pretty well..<br/>\n",
-    "            And in segment4/agents is this same Agent project taken further. There's a new version of the PlanningAgent called AutonomousPlanningAgent that uses multiple Tools, and a MessagingAgent that uses claude-3.7 to write texts.<br/>\n",
-    "            You could experiment with similar ideas to build out this framework.\n",
+    "            And if you look in my repo <a href=\"https://github.com/ed-donner/agentic\">Agentic</a> in the workshop folder is the same Agent project taken further. There's a new version of the PlanningAgent called AutonomousPlanningAgent that uses multiple Tools, and a MessagingAgent that uses claude-3.7 to write texts. The AutonomousPlanningAgent uses the fantastic OpenAI Agents SDK and the mighty MCP protocol from Anthropic.<br/>\n",
+    "            If you're intrigued by Agents and MCP, and would like to learn more, then I also have a <a href=\"https://www.udemy.com/course/the-complete-agentic-ai-engineering-course/?referralCode=1B6986CDBD91FFC3651A\">companion course called the Complete Agentic AI Engineering Course</a> that might interest you (if you haven't had enough of me by now!!)\n",
     "            </span>\n",
     "        </td>\n",
     "    </tr>\n",
@@ -223,7 +223,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.11.11"
+   "version": "3.11.12"
   }
  },
  "nbformat": 4,