diff --git a/personas/index.html b/personas/index.html
index b814be3b..a2277857 100644
--- a/personas/index.html
+++ b/personas/index.html
@@ -7,7 +7,7 @@
   <meta name="description" content="Who's asking?">
   <meta property="og:title" content="Who's asking?"/>
   <meta property="og:description" content="Who's asking? User personas and the mechanics of latent misalignment"/>
-  <meta property="og:url" content="https://pair-code.github.io/interpretability/patchscopes/"/>
+  <meta property="og:url" content="https://pair-code.github.io/interpretability/personas/"/>
   <!-- Path to banner image, should be in the path listed below. Optimal dimenssions are 1200X630-->
   <meta property="og:image" content="static/image/method.png" />
   <meta property="og:image:width" content="1200"/>
@@ -181,7 +181,7 @@ <h2 class="subtitle is-size-3-tablet has-text-weight-bold has-text-centered has-
         <h3 class="subtitle is-size-4-tablet has-text-left pr-4 pl-4 pt-3 pb-3">
           <p>
             From a mechanistic perspective, we find that safeguards are layer-specific, and that  decoding directly from earlier layers may bypass safeguards and recover misaligned content that would otherwise not have been generated. <br>
-            We then use Patchscopes to analyze why certain user personas disable safeguards and find that they enable the model to form more charitable interpretations of otherwise dangerous queries.
+            We then use <a href="https://pair-code.github.io/interpretability/patchscopes/" target="_blank">Patchscopes</a> to analyze why certain user personas disable safeguards and find that they enable the model to form more charitable interpretations of otherwise dangerous queries.
           </p>
           <p style="text-align:center;">
             <br>