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diff --git a/index.xml b/index.xml
@@ -19,6 +19,17 @@
 Since one of the groups made the analogy to tobacco products, I also will take the liberty of pointing to a talk I gave at Google making a similar analogy: The Dragon in the Room.</description>
     </item>
 
+    <item>
+      <title>Week 12: LLM Agents</title>
+      <link>https://llmrisks.github.io/week12/</link>
+      <pubDate>Thu, 16 Nov 2023 00:00:00 +0000</pubDate>
+      <author>[email protected] (David Evans)</author>
+      <guid>https://llmrisks.github.io/week12/</guid>
+      <description>Presenting Team: Liu Zhe, Peng Wang, Sikun Guo, Yinhan He, Zhepei Wei
+Blogging Team: Anshuman Suri, Jacob Christopher, Kasra Lekan, Kaylee Liu, My Dinh
+Monday, November 13: LLM Agents      LLM agents are the &amp;ldquo;next big thing&amp;rdquo;, with the potential to directly impact important fields like healthcare and education. Essentially, they are LLM-based systems that have the ability to use external tools, such as Internet browsing access and calculators, to augment their abilities.</description>
+    </item>
+
     <item>
       <title>Week 11: Watermarking on Generative Models</title>
       <link>https://llmrisks.github.io/week11/</link>

diff --git a/post/index.html b/post/index.html
@@ -98,6 +98,22 @@ <h2><a href="/week13/">Week 13: Regulating Dangerous Technologies</a></h2>
 
 
 
+    <h2><a href="/week12/">Week 12: LLM Agents</a></h2>
+<div class="post-metadata">
+  <span class="post-date">
+    <time datetime="2023-11-16 00:00:00 &#43;0000 UTC" itemprop="datePublished">16 November 2023</time>
+  </span>
+
+</div>
+
+
+Presenting Team: Liu Zhe, Peng Wang, Sikun Guo, Yinhan He, Zhepei Wei
+Blogging Team: Anshuman Suri, Jacob Christopher, Kasra Lekan, Kaylee Liu, My Dinh
+Monday, November 13: LLM Agents      LLM agents are the &ldquo;next big thing&rdquo;, with the potential to directly impact important fields like healthcare and education. Essentially, they are LLM-based systems that have the ability to use external tools, such as Internet browsing access and calculators, to augment their abilities.
+<p class="text-right"><a href="/week12/">Read More…</a></p>
+
+
+
     <h2><a href="/week11/">Week 11: Watermarking on Generative Models</a></h2>
 <div class="post-metadata">
   <span class="post-date">
@@ -234,21 +250,6 @@ <h2><a href="/week3/">Week 3: Prompting and Bias</a></h2>
 
 
 
-    <h2><a href="/week2/">Week 2: Alignment</a></h2>
-<div class="post-metadata">
-  <span class="post-date">
-    <time datetime="2023-09-11 00:00:00 &#43;0000 UTC" itemprop="datePublished">11 September 2023</time>
-  </span>
-
-</div>
-
-
-(see bottom for assigned readings and questions)
-Table of Contents  (Monday, 09/04/2023) Introduction to Alignment  Introduction to AI Alignment and Failure Cases  Discussion Questions   The Alignment Problem from a Deep Learning Perspective  Group of RL-based methods Group of LLM-based methods Group of Other ML methods     (Wednesday, 09/06/2023) Alignment Challenges and Solutions  Opening Discussion Introduction to Red-Teaming  In-class Activity (5 groups) How to use Red-Teaming?
-<p class="text-right"><a href="/week2/">Read More…</a></p>
-
-
-
     <div class="row">
   <div class="column small-12">
     <ul class="pagination" role="navigation" aria-label="Pagination">

diff --git a/post/index.xml b/post/index.xml
@@ -19,6 +19,17 @@
 Since one of the groups made the analogy to tobacco products, I also will take the liberty of pointing to a talk I gave at Google making a similar analogy: The Dragon in the Room.</description>
     </item>
 
+    <item>
+      <title>Week 12: LLM Agents</title>
+      <link>https://llmrisks.github.io/week12/</link>
+      <pubDate>Thu, 16 Nov 2023 00:00:00 +0000</pubDate>
+      <author>[email protected] (David Evans)</author>
+      <guid>https://llmrisks.github.io/week12/</guid>
+      <description>Presenting Team: Liu Zhe, Peng Wang, Sikun Guo, Yinhan He, Zhepei Wei
+Blogging Team: Anshuman Suri, Jacob Christopher, Kasra Lekan, Kaylee Liu, My Dinh
+Monday, November 13: LLM Agents      LLM agents are the &amp;ldquo;next big thing&amp;rdquo;, with the potential to directly impact important fields like healthcare and education. Essentially, they are LLM-based systems that have the ability to use external tools, such as Internet browsing access and calculators, to augment their abilities.</description>
+    </item>
+
     <item>
       <title>Week 11: Watermarking on Generative Models</title>
       <link>https://llmrisks.github.io/week11/</link>

diff --git a/post/page/2/index.html b/post/page/2/index.html
@@ -83,6 +83,21 @@
 <div class="row">
 
 
+    <h2><a href="/week2/">Week 2: Alignment</a></h2>
+<div class="post-metadata">
+  <span class="post-date">
+    <time datetime="2023-09-11 00:00:00 &#43;0000 UTC" itemprop="datePublished">11 September 2023</time>
+  </span>
+
+</div>
+
+
+(see bottom for assigned readings and questions)
+Table of Contents  (Monday, 09/04/2023) Introduction to Alignment  Introduction to AI Alignment and Failure Cases  Discussion Questions   The Alignment Problem from a Deep Learning Perspective  Group of RL-based methods Group of LLM-based methods Group of Other ML methods     (Wednesday, 09/06/2023) Alignment Challenges and Solutions  Opening Discussion Introduction to Red-Teaming  In-class Activity (5 groups) How to use Red-Teaming?
+<p class="text-right"><a href="/week2/">Read More…</a></p>
+
+
+
     <h2><a href="/week1/">Week 1: Introduction</a></h2>
 <div class="post-metadata">
   <span class="post-date">

diff --git a/sitemap.xml b/sitemap.xml
@@ -10,6 +10,9 @@
   </url><url>
     <loc>https://llmrisks.github.io/week13/</loc>
     <lastmod>2023-11-20T00:00:00+00:00</lastmod>
+  </url><url>
+    <loc>https://llmrisks.github.io/week12/</loc>
+    <lastmod>2023-11-16T00:00:00+00:00</lastmod>
   </url><url>
     <loc>https://llmrisks.github.io/week11/</loc>
     <lastmod>2023-11-13T00:00:00+00:00</lastmod>