diff --git a/.github/workflows/publishwebsite.yml b/.github/workflows/publishwebsite.yml
index 5a72aa6..5293f4d 100644
--- a/.github/workflows/publishwebsite.yml
+++ b/.github/workflows/publishwebsite.yml
@@ -23,15 +23,6 @@ jobs:
       run: npm ci
     - name: Build
       run: npm run build-prod
-    - name: Talks
-      run: |
-        mkdir -p dist/talks && cd dist/talks 
-        wget -O tmp.zip "https://www.dropbox.com/scl/fi/tiuvyw8bu0qpa5ydjwwsx/dist.zip?rlkey=esbhbzbf77ek81sb308e64w2n&dl=1"
-        ls -l
-        unzip tmp
-        mv dist latest
-        rm *.zip
-        cd ../../
     - name: Apps
       run: |
         mkdir -p dist/apps && cd dist/apps
diff --git a/src/index.html b/src/index.html
index 2946b2e..97ab891 100644
--- a/src/index.html
+++ b/src/index.html
@@ -31,8 +31,7 @@ <h1>whitelab@rochester</h1>
             <a aria-label="Chemical Engineering at University of Rochester"
                 href="https://www.hajim.rochester.edu/che/">che@ur</a> |
             <a href="https://whitead.github.io/dmol-book/">book</a> |
-            <a href="https://whitead.github.io/numerical_stats/">class</a> |
-            <a href="https://thewhitelab.org/talks/research/">talk</a>
+            <a href="https://whitead.github.io/numerical_stats/">class</a> 
             <br />
         </p>
         <table>
@@ -47,14 +46,10 @@ <h1>whitelab@rochester</h1>
                     <td>
                         <span>jorge&nbsp;medina&nbsp;&lt;jmedina9@ur.rochester.edu&gt;,</span>
                         <span>sam&nbsp;cox&nbsp;&lt;swrig30@ur.rochester.edu&gt;,</span>
-                        <span>shane&nbsp;smictavy&nbsp;&lt;smichtav@che.rochester.edu&gt;,</span>
+                        <span>shane&nbsp;michtavy&nbsp;&lt;smichtav@che.rochester.edu&gt;,</span>
                         <span>quintina&nbsp;campbell&nbsp;&lt;qcampbe2@ur.rochester.edu&gt;</span>
                     </td>
                 </tr>
-                <tr>
-                    <td>postdoc</td>
-                    <td>mayk&nbsp;caldas&nbsp;&lt;mcaldasr@ur.rochester.edu&gt;</td>
-                </tr>
                 <tr>
                     <td>pi</td>
                     <td>andrew white &lt;andrew.white@rochester.edu&gt;, he/him</td>
@@ -65,14 +60,21 @@ <h1>whitelab@rochester</h1>
                     </td>
                 </tr>
                 <tr>
-                    <td>twitter</td>
+                    <td>X</td>
+                    <td>
+                        <a href="https://x.com/andrewwhite01">@andrewwhite01</a>,
+                        <a href="https://x.com/SamCox822">@samcox822</a>,
+                        <a href="https://x.com/MichtavyShane">@michtavyshane</a>,
+                        <a href="https://x.com/quinnycampbell">@quinnycampbell</a>,
+                        <a href="https://x.com/4everstudent95">@4everstudent95</a>
+                    </td>
+                </tr>
+                <tr>
+                    <td>Bluesky</td>
                     <td>
-                        <a href="https://twitter.com/andrewwhite01">@andrewwhite01</a>,
-                        <a href="https://twitter.com/SamCox822">@SamCox822</a>,
-                        <a href="https://twitter.com/MichtavyShane">@MichtavyShane</a>,
-                        <a href="https://twitter.com/maykcaldas">@maykcaldas</a>,
-                        <a href="https://twitter.com/quinnycampbell">@quinnycampbell</a>,
-                        <a href="https://twitter.com/4everstudent95">@4everstudent95</a>
+                        <a href="https://bsky.app/profile/andrew.diffuse.one">@andrew.diffuse.one</a>,
+                        <a href="https://bsky.app/profile/quinnycampbell.bsky.social">
+                            @quinnycampbell.bsky.social</a>
                     </td>
                 </tr>
                 <tr>
@@ -87,12 +89,13 @@ <h1>whitelab@rochester</h1>
                 </tr>
                 <tr>
                     <td>acknowledgements</td>
-                    <td>doe bes de-sc0023354, nsf cbet #1751471, nsf dge #1922591, nsf dmr #2103553,
-                        nih #R35GM137966. <br> previous: nsf che #1764415, nsf iis #2029095 </td>
+                    <td>LLNL Project.<br> previous: doe bes de-sc0023354, nsf cbet #1751471, nsf dge #1922591, nsf dmr #2103553,
+                        nih #R35GM137966, nsf che #1764415, nsf iis #2029095 </td>
                 </tr>
                 <tr>
                     <td>alumni</td>
                     <td>
+                        <span>mayk&nbsp;caldas&nbsp;&lt;<a href="https://x.com/maykcaldas">@maykcaldas</a>&gt;,</span>
                         <span>ziyue&nbsp;yang&nbsp;&lt;<a href="https://x.com/ZiyueYang37">@ZiyueYang37</a>&gt;,</span>
                         <span>geemi&nbsp;wellawate&nbsp;&lt;<a href="https://x.com/GWellawatte">@GWellawatte</a>&gt;,</span>
                         <span>mehrad&nbsp;ansari&nbsp;&lt;<a href="https://x.com/MehradAnsari">@MehradAnsari</a>&gt;,</span>
@@ -114,11 +117,11 @@ <h1>whitelab@rochester</h1>
                 aria-label="emoji math"> 🥳🧮 </a> |
             <a href="https://colab.research.google.com/github/whitead/clipmol/blob/master/CLIPMol.ipynb"
                 aria-label="clip mol"> 📎⚗️ </a> |
-            <a href="https://twitter.com/ternviz" aria-label="ternviz"> 🐦🎥 </a> |
+            <a href="hhttps://github.com/whitead/ternviz" aria-label="ternviz"> 🐦🎥 </a> |
             <a href="https://peptide.bio" aria-label="peptide dashboard">🌶️🌊</a> |
             <a href="https://github.com/whitead/molcloud" aria-label="molcloud">⚗️☁️</a> |
-            <a href="https://exmol.io" aria-label="solubility predictor">🧪🌊</a> |
-            <a href="https://0xe4.cc" aria-label="chemical space enumerator">0xe4cc</a>
+            <a href="https://mol.dev" aria-label="solubility predictor">🧪🌊</a> |
+            <a href="https://github.com/whitead/synspace" aria-label="chemical space enumerator">0xe4cc</a>
         </p>
         <hr />
         <!--