diff --git a/training/dashboard/static/dashboard.js b/training/dashboard/static/dashboard.js
index 6c9b1f0..0473168 100644
--- a/training/dashboard/static/dashboard.js
+++ b/training/dashboard/static/dashboard.js
@@ -2275,10 +2275,10 @@ def train_nn(*, model, X_train, y_train, X_val, y_val,
       const PROFILES = ['cpu-saturate', 'ransomware-lite', 'bursty-c2', 'fork-bomb', 'crypto-miner'];
       const PHASES = ['clean', 'armed', 'infecting', 'infected_running', 'dormant'];
       let counter = 0;
-      // ~1 event/sec — slow enough that the audience can read each
-      // prediction as it lands, fast enough that the lanes feel
-      // alive. Real ceiling is ~1.5/sec (3 hosts × 5 models × one
-      // window every 10 s) so we're under it but not by a lot.
+      // ~0.4 events/sec. Real ceiling with two contributing hosts
+      // (elliott-thinkpad, k-gamingcom) is ~1 event/sec — we stay
+      // well under so the lane cells read as deliberate, not as a
+      // contrived stream.
       demoTimer = setInterval(() => {
         const m = MODELS[counter % MODELS.length];
         counter++;
@@ -2299,7 +2299,7 @@ def train_nn(*, model, X_train, y_train, X_val, y_val,
           window_idx: counter,
           t_wall: Date.now() / 1000,
         });
-      }, 1000);
+      }, 2500);
     }
     function demoStop() {
       demoActive = false;
diff --git a/training/dashboard/static/index.html b/training/dashboard/static/index.html
index bf6c718..6d6c719 100644
--- a/training/dashboard/static/index.html
+++ b/training/dashboard/static/index.html
@@ -1313,6 +1313,6 @@
     </article>
   </div>
 
-  <script src="/static/dashboard.js?v=dfb4f3c5"></script>
+  <script src="/static/dashboard.js?v=b6877976"></script>
 </body>
 </html>