diff --git a/templates/chapter.html b/templates/chapter.html
index fa41e48..a68f816 100644
--- a/templates/chapter.html
+++ b/templates/chapter.html
@@ -46,7 +46,7 @@ <h1 class="title">$title$</h1>
 <nav class="chapter-nav">
   <div class="section">
     <ul>
-      <li><a href="https://www.rlhfbook.com">Home</a></li>
+      <li><a href="https://rlhfbook.com">Home</a></li>
       <li><a href="https://github.com/natolambert/rlhf-book">GitHub Repository</a></li>
       <li>PDF (Soon)</li>
       <li>Order a copy (Soon)</li>
@@ -56,46 +56,46 @@ <h1 class="title">$title$</h1>
   <div class="section">
     <p><strong>Introductions</strong></p>
     <ol>
-      <li><a href="https://www.rlhfbook.com/c/01-1-introduction.html">Introduction</a></li>
-      <li><a href="https://www.rlhfbook.com/c/01-2-preferences.html">What are preferences?</a></li>
-      <li><a href="https://www.rlhfbook.com/c/01-3-optimization.html">Optimization and RL</a></li>
-      <li><a href="https://www.rlhfbook.com/c/01-4-related-works.html">Seminal (Recent) Works</a></li>
+      <li><a href="https://rlhfbook.com/c/01-1-introduction.html">Introduction</a></li>
+      <li><a href="https://rlhfbook.com/c/01-2-preferences.html">What are preferences?</a></li>
+      <li><a href="https://rlhfbook.com/c/01-3-optimization.html">Optimization and RL</a></li>
+      <li><a href="https://rlhfbook.com/c/01-4-related-works.html">Seminal (Recent) Works</a></li>
     </ol>
   </div>
 
   <div class="section">
     <p><strong>Problem Setup</strong></p>
     <ol>
-      <li><a href="https://www.rlhfbook.com/c/02-1-setup.html">Definitions</a></li>
-      <li><a href="https://www.rlhfbook.com/c/02-2-preference-data.html">Preference Data</a></li>
-      <li><a href="https://www.rlhfbook.com/c/02-3-reward-models.html">Reward Modeling</a></li>
-      <li><a href="https://www.rlhfbook.com/c/02-4-regularization.html">Regularization</a></li>
+      <li><a href="https://rlhfbook.com/c/02-1-setup.html">Definitions</a></li>
+      <li><a href="https://rlhfbook.com/c/02-2-preference-data.html">Preference Data</a></li>
+      <li><a href="https://rlhfbook.com/c/02-3-reward-models.html">Reward Modeling</a></li>
+      <li><a href="https://rlhfbook.com/c/02-4-regularization.html">Regularization</a></li>
     </ol>
   </div>
 
   <div class="section">
     <p><strong>Optimization</strong></p>
     <ol>
-      <li><a href="https://www.rlhfbook.com/c/03-1-instructions.html">Instruction Tuning</a></li>
-      <li><a href="https://www.rlhfbook.com/c/03-2-rejection-sampling.html">Rejection Sampling</a></li>
-      <li><a href="https://www.rlhfbook.com/c/03-3-policy-gradients.html">Policy Gradients</a></li>
-      <li><a href="https://www.rlhfbook.com/c/03-4-direct-alignment.html">Direct Alignment Algorithms</a></li>
+      <li><a href="https://rlhfbook.com/c/03-1-instructions.html">Instruction Tuning</a></li>
+      <li><a href="https://rlhfbook.com/c/03-2-rejection-sampling.html">Rejection Sampling</a></li>
+      <li><a href="https://rlhfbook.com/c/03-3-policy-gradients.html">Policy Gradients</a></li>
+      <li><a href="https://rlhfbook.com/c/03-4-direct-alignment.html">Direct Alignment Algorithms</a></li>
     </ol>
   </div>
 
   <div class="section">
     <p><strong>Advanced (TBD)</strong></p>
     <ol>
-      <li><a href="https://www.rlhfbook.com/c/04-1-cai.html">Constitutional AI</a></li>
-      <li><a href="https://www.rlhfbook.com/c/04-2-synthetic.html">Synthetic Data</a></li>
-      <li><a href="https://www.rlhfbook.com/c/04-3-evaluation.html">Evaluation</a></li>
+      <li><a href="https://rlhfbook.com/c/04-1-cai.html">Constitutional AI</a></li>
+      <li><a href="https://rlhfbook.com/c/04-2-synthetic.html">Synthetic Data</a></li>
+      <li><a href="https://rlhfbook.com/c/04-3-evaluation.html">Evaluation</a></li>
     </ol>
   </div>
 
   <div class="section">
     <p><strong>Open Questions (TBD)</strong></p>
     <ol>
-      <li><a href="https://www.rlhfbook.com/c/05-1-over-optimization.html">Over-optimization</a></li>
+      <li><a href="https://rlhfbook.com/c/05-1-over-optimization.html">Over-optimization</a></li>
       <li>Style</li>
     </ol>
   </div>
diff --git a/templates/html.html b/templates/html.html
index 105dfe4..8ce6a31 100644
--- a/templates/html.html
+++ b/templates/html.html
@@ -46,7 +46,7 @@ <h1 class="title">$title$</h1>
 <nav class="chapter-nav">
   <div class="section">
     <ul>
-      <li><a href="https://www.rlhfbook.com">Home</a></li>
+      <li><a href="https://rlhfbook.com">Home</a></li>
       <li><a href="https://github.com/natolambert/rlhf-book">GitHub Repository</a></li>
       <li>PDF (Soon)</li>
       <li>Order a copy (Soon)</li>
@@ -56,46 +56,46 @@ <h1 class="title">$title$</h1>
   <div class="section">
     <p><strong>Introductions</strong></p>
     <ol>
-      <li><a href="https://www.rlhfbook.com/c/01-1-introduction.html">Introduction</a></li>
-      <li><a href="https://www.rlhfbook.com/c/01-2-preferences.html">What are preferences?</a></li>
-      <li><a href="https://www.rlhfbook.com/c/01-3-optimization.html">Optimization and RL</a></li>
-      <li><a href="https://www.rlhfbook.com/c/01-4-related-works.html">Seminal (Recent) Works</a></li>
+      <li><a href="https://rlhfbook.com/c/01-1-introduction.html">Introduction</a></li>
+      <li><a href="https://rlhfbook.com/c/01-2-preferences.html">What are preferences?</a></li>
+      <li><a href="https://rlhfbook.com/c/01-3-optimization.html">Optimization and RL</a></li>
+      <li><a href="https://rlhfbook.com/c/01-4-related-works.html">Seminal (Recent) Works</a></li>
     </ol>
   </div>
 
   <div class="section">
     <p><strong>Problem Setup</strong></p>
     <ol>
-      <li><a href="https://www.rlhfbook.com/c/02-1-setup.html">Definitions</a></li>
-      <li><a href="https://www.rlhfbook.com/c/02-2-preference-data.html">Preference Data</a></li>
-      <li><a href="https://www.rlhfbook.com/c/02-3-reward-models.html">Reward Modeling</a></li>
-      <li><a href="https://www.rlhfbook.com/c/02-4-regularization.html">Regularization</a></li>
+      <li><a href="https://rlhfbook.com/c/02-1-setup.html">Definitions</a></li>
+      <li><a href="https://rlhfbook.com/c/02-2-preference-data.html">Preference Data</a></li>
+      <li><a href="https://rlhfbook.com/c/02-3-reward-models.html">Reward Modeling</a></li>
+      <li><a href="https://rlhfbook.com/c/02-4-regularization.html">Regularization</a></li>
     </ol>
   </div>
 
   <div class="section">
     <p><strong>Optimization</strong></p>
     <ol>
-      <li><a href="https://www.rlhfbook.com/c/03-1-instructions.html">Instruction Tuning</a></li>
-      <li><a href="https://www.rlhfbook.com/c/03-2-rejection-sampling.html">Rejection Sampling</a></li>
-      <li><a href="https://www.rlhfbook.com/c/03-3-policy-gradients.html">Policy Gradients</a></li>
-      <li><a href="https://www.rlhfbook.com/c/03-4-direct-alignment.html">Direct Alignment Algorithms</a></li>
+      <li><a href="https://rlhfbook.com/c/03-1-instructions.html">Instruction Tuning</a></li>
+      <li><a href="https://rlhfbook.com/c/03-2-rejection-sampling.html">Rejection Sampling</a></li>
+      <li><a href="https://rlhfbook.com/c/03-3-policy-gradients.html">Policy Gradients</a></li>
+      <li><a href="https://rlhfbook.com/c/03-4-direct-alignment.html">Direct Alignment Algorithms</a></li>
     </ol>
   </div>
 
   <div class="section">
     <p><strong>Advanced (TBD)</strong></p>
     <ol>
-      <li><a href="https://www.rlhfbook.com/c/04-1-cai.html">Constitutional AI</a></li>
-      <li><a href="https://www.rlhfbook.com/c/04-2-synthetic.html">Synthetic Data</a></li>
-      <li><a href="https://www.rlhfbook.com/c/04-3-evaluation.html">Evaluation</a></li>
+      <li><a href="https://rlhfbook.com/c/04-1-cai.html">Constitutional AI</a></li>
+      <li><a href="https://rlhfbook.com/c/04-2-synthetic.html">Synthetic Data</a></li>
+      <li><a href="https://rlhfbook.com/c/04-3-evaluation.html">Evaluation</a></li>
     </ol>
   </div>
 
   <div class="section">
     <p><strong>Open Questions (TBD)</strong></p>
     <ol>
-      <li><a href="https://www.rlhfbook.com/c/05-1-over-optimization.html">Over-optimization</a></li>
+      <li><a href="https://rlhfbook.com/c/05-1-over-optimization.html">Over-optimization</a></li>
       <li>Style</li>
     </ol>
   </div>