VKIE: A10G demo is now GPU-only (34.7B; natively an H100 job)

index.html

@@ -217,7 +217,7 @@
   <h2>Live tests · try it yourself</h2>
   <p class="h2sub">These run on their <b>real hardware</b> (not this page). Click a card to open, or load one on screen below.</p>
   <div class="tests">
-    <a class="tcard" href="https://huggingface.co/spaces/FINAL-Bench/Ourbox-35B-VKUE-Demo" target="_blank" rel="noopener"><div class="em">🟢🔵</div><div class="tt">GPU vs CPU (A10G)</div><div class="dd">Same box, GPU path vs CPU path, live tok/s.</div><div class="go">Open ↗</div></a>
+    <a class="tcard" href="https://huggingface.co/spaces/FINAL-Bench/Ourbox-35B-VKUE-Demo" target="_blank" rel="noopener"><div class="em">🟢</div><div class="tt">34.7B on one A10G</div><div class="dd">Normally an H100 job — VKUE runs it on a 24&nbsp;GB A10G, live tok/s.</div><div class="go">Open ↗</div></a>
     <a class="tcard" href="https://huggingface.co/spaces/FINAL-Bench/Ourbox-35B-VKUE-CPU" target="_blank" rel="noopener"><div class="em">🔵</div><div class="tt">CPU only · no GPU</div><div class="dd">34.7B on 8 vCPU, zero GPU.</div><div class="go">Open ↗</div></a>
     <a class="tcard" href="https://huggingface.co/spaces/FINAL-Bench/Ourbox-35B-VKUE-FreeCPU" target="_blank" rel="noopener"><div class="em">🆓</div><div class="tt">FREE CPU (~6-7 tok/s)</div><div class="dd">34.7B on HuggingFace's free CPU tier.</div><div class="go">Open ↗</div></a>
     <a class="tcard" href="https://huggingface.co/spaces/FINAL-Bench/Janus-Pro-Image-T4" target="_blank" rel="noopener"><div class="em">🖼️</div><div class="tt">Image gen (T4)</div><div class="dd">Autoregressive image on a low-cost GPU.</div><div class="go">Open ↗</div></a>
@@ -230,8 +230,8 @@
     <div class="ph" id="p1">Click "Load live" to embed the free-CPU demo here (34.7B, ~6-7 tok/s, zero GPU).</div>
   </div>
   <div class="embed">
-    <div class="eh"><b>🟢🔵 Load VKUE on screen — GPU vs CPU on one A10G box</b><button class="loadbtn" id="b2">▶ Load live</button></div>
-    <div class="ph" id="p2">Click "Load live" to embed the GPU-vs-CPU demo (wakes the A10G, ~1 min).</div>
+    <div class="eh"><b>🟢 Load VKUE on screen — 34.7B on one A10G GPU</b><button class="loadbtn" id="b2">▶ Load live</button></div>
+    <div class="ph" id="p2">Click "Load live" to embed the A10G demo — 34.7B, which normally needs an H100 (wakes the A10G, ~1 min).</div>
   </div>
 
   <!-- BADGES -->
@@ -239,7 +239,7 @@
   <div class="badges">
     <a class="badge" href="https://huggingface.co/spaces/VIDraft/vkae" target="_blank" rel="noopener">🏎️ <b>VKAE</b> Speed</a>
     <a class="badge" href="https://huggingface.co/spaces/FINAL-Bench/VKUE" target="_blank" rel="noopener">🚗 <b>VKUE</b> Efficiency</a>
-    <a class="badge" href="https://huggingface.co/spaces/FINAL-Bench/Ourbox-35B-VKUE-Demo" target="_blank" rel="noopener">🟢🔵 GPU vs CPU</a>
+    <a class="badge" href="https://huggingface.co/spaces/FINAL-Bench/Ourbox-35B-VKUE-Demo" target="_blank" rel="noopener">🟢 A10G · 34.7B</a>
     <a class="badge" href="https://huggingface.co/spaces/FINAL-Bench/Ourbox-35B-VKUE-CPU" target="_blank" rel="noopener">🔵 CPU-only</a>
     <a class="badge" href="https://huggingface.co/spaces/FINAL-Bench/Ourbox-35B-VKUE-FreeCPU" target="_blank" rel="noopener">🆓 FREE CPU</a>
     <a class="badge" href="https://huggingface.co/spaces/FINAL-Bench/Janus-Pro-Image-T4" target="_blank" rel="noopener">🖼️ Image (T4)</a>