diff --git a/presentation/2026-04-25-gdg-kolachi-cli-claude-code-gemini/index.html b/presentation/2026-04-25-gdg-kolachi-cli-claude-code-gemini/index.html
index 4bbc2d1..e51bf59 100644
--- a/presentation/2026-04-25-gdg-kolachi-cli-claude-code-gemini/index.html
+++ b/presentation/2026-04-25-gdg-kolachi-cli-claude-code-gemini/index.html
@@ -549,7 +549,18 @@
         </div>
 
         <!-- Attribution -->
-        <p style="font-size: 0.78rem; color: #bbb; text-align: center; margin: 0;">Bender, Gebru, McMillan-Major, Mitchell &mdash; <em>On the Dangers of Stochastic Parrots</em> (2021)</p>
+        <p style="font-size: 0.78rem; color: #bbb; text-align: center; margin: 0 0 32px;">Bender, Gebru, McMillan-Major, Mitchell &mdash; <em>On the Dangers of Stochastic Parrots</em> (2021)</p>
+
+        <!-- LLM nature tags -->
+        <div style="display: flex; flex-wrap: wrap; gap: 8px; justify-content: center; padding: 20px 0 8px;">
+            <span style="background: rgba(57,73,171,0.08); color: #3949ab; border: 1px solid rgba(57,73,171,0.22); padding: 5px 14px; border-radius: 999px; font-size: 0.8rem; font-weight: 600; white-space: nowrap; box-shadow: 0 1px 4px rgba(0,0,0,0.06);">stochastic</span>
+            <span style="background: rgba(233,30,99,0.07); color: #c2185b; border: 1px solid rgba(233,30,99,0.2); padding: 5px 14px; border-radius: 999px; font-size: 0.8rem; font-weight: 600; white-space: nowrap; box-shadow: 0 1px 4px rgba(0,0,0,0.06);">sycophantic</span>
+            <span style="background: rgba(230,81,0,0.08); color: #e65100; border: 1px solid rgba(230,81,0,0.22); padding: 5px 14px; border-radius: 999px; font-size: 0.8rem; font-weight: 600; white-space: nowrap; box-shadow: 0 1px 4px rgba(0,0,0,0.06);">hallucinating</span>
+            <span style="background: rgba(84,110,122,0.08); color: #455a64; border: 1px solid rgba(84,110,122,0.22); padding: 5px 14px; border-radius: 999px; font-size: 0.8rem; font-weight: 600; white-space: nowrap; box-shadow: 0 1px 4px rgba(0,0,0,0.06);">stateless</span>
+            <span style="background: rgba(123,31,162,0.07); color: #7b1fa2; border: 1px solid rgba(123,31,162,0.2); padding: 5px 14px; border-radius: 999px; font-size: 0.8rem; font-weight: 600; white-space: nowrap; box-shadow: 0 1px 4px rgba(0,0,0,0.06);">biased</span>
+            <span style="background: rgba(46,125,50,0.07); color: #2e7d32; border: 1px solid rgba(46,125,50,0.2); padding: 5px 14px; border-radius: 999px; font-size: 0.8rem; font-weight: 600; white-space: nowrap; box-shadow: 0 1px 4px rgba(0,0,0,0.06);">confident</span>
+            <span style="background: rgba(21,101,192,0.07); color: #1565c0; border: 1px solid rgba(21,101,192,0.2); padding: 5px 14px; border-radius: 999px; font-size: 0.8rem; font-weight: 600; white-space: nowrap; box-shadow: 0 1px 4px rgba(0,0,0,0.06);">pattern-matching</span>
+        </div>
     </div>
 
     <!-- ============================================================ -->