From 1031182ece4381dd02833b6d699ee49651e96912 Mon Sep 17 00:00:00 2001
From: Edward Donner <ed.donner@gmail.com>
Date: Fri, 17 Oct 2025 14:21:19 -0400
Subject: [PATCH] Updated README with new weeks, and typo fix

---
 README.md        | 21 +++++++++++++++++++++
 week2/day5.ipynb |  2 +-
 2 files changed, 22 insertions(+), 1 deletion(-)

diff --git a/README.md b/README.md
index f3bfb1b..b2f5864 100644
--- a/README.md
+++ b/README.md
@@ -20,6 +20,27 @@ https://edwarddonner.com/2024/11/13/llm-engineering-resources/
 
 The most significant change is that the new version uses the fabulous uv, instead of Anaconda. But there's also tons of new content, including new models, tools and techniques. Prompt caching, LiteLLM, inference techniques and so much more.
 
+### How this is organized in Udemy
+
+We are rolling out the new weeks, but keeping the original content in an appendix:
+
+In Udemy:  
+
+Section 1 = NEW WEEK 1  
+Section 2 = NEW WEEK 2  
+Section 3 = NEW WEEK 3  
+Section 4 = Original Week 4  
+Section 5 = Original Week 5  
+Section 6 = Original Week 6  
+Section 7 = Original Week 7  
+Section 8 = Original Week 8  
+
+Then as an appendix / archive:
+
+Section 9 = Original Week 1  
+Section 10 = Original Week 2  
+Section 11 = Original Week 3  
+
 ### To revert to the original version of code, consistent with the original videos (Anaconda + virtualenv)
 
 If you'd prefer to stick with the code for the original videos, simply do this from your Anaconda Prompt or Terminal:  
diff --git a/week2/day5.ipynb b/week2/day5.ipynb
index f8b4d1a..6860892 100644
--- a/week2/day5.ipynb
+++ b/week2/day5.ipynb
@@ -202,7 +202,7 @@
     "\n",
     "That's it!\n",
     "\n",
-    "It's simple, and it has a resut that feels magical."
+    "It's simple, and it has a result that feels magical."
    ]
   },
   {