diff --git a/index.html b/index.html
index df5ad70..bb9a153 100644
--- a/index.html
+++ b/index.html
@@ -1278,9 +1278,9 @@
         <div>
           <h2 id="teaser-title">The core loop at a glance.</h2>
           <p class="section-lede">
-            The teaser is shown as a standalone figure so the SkillOpt training loop
-            remains readable: rollout evidence, optimizer-side reflection, bounded
-            skill edits, validation gating, and the exported reusable skill.
+            The teaser summarizes the SkillOpt training loop: rollout evidence,
+            optimizer-side reflection, bounded skill edits, validation gating,
+            and the exported reusable skill.
           </p>
         </div>
       </div>
@@ -1902,7 +1902,6 @@
 
     <footer class="footer">
       <span>SkillOpt: Executive Strategy for Self-Evolving Agent Skills</span>
-      <span>Project page for the SkillOpt paper.</span>
     </footer>
   </main>
   <script>
diff --git a/skillopt.html b/skillopt.html
index df5ad70..bb9a153 100644
--- a/skillopt.html
+++ b/skillopt.html
@@ -1278,9 +1278,9 @@
         <div>
           <h2 id="teaser-title">The core loop at a glance.</h2>
           <p class="section-lede">
-            The teaser is shown as a standalone figure so the SkillOpt training loop
-            remains readable: rollout evidence, optimizer-side reflection, bounded
-            skill edits, validation gating, and the exported reusable skill.
+            The teaser summarizes the SkillOpt training loop: rollout evidence,
+            optimizer-side reflection, bounded skill edits, validation gating,
+            and the exported reusable skill.
           </p>
         </div>
       </div>
@@ -1902,7 +1902,6 @@
 
     <footer class="footer">
       <span>SkillOpt: Executive Strategy for Self-Evolving Agent Skills</span>
-      <span>Project page for the SkillOpt paper.</span>
     </footer>
   </main>
   <script>