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dev/quickstart/index.html

@@ -1947,18 +1947,17 @@ <h2 id="model-setup">Model Setup</h2>
 </div>
 <h3 id="deploy-sample-models">Deploy Sample Models</h3>
 <h4 id="simulator-model-cpu">Simulator Model (CPU)</h4>
+<p>A lightweight mock service for testing that generates responses without running an actual language model.</p>
 <div class="highlight"><pre><span></span><code><a id="__codelineno-2-1" name="__codelineno-2-1" href="#__codelineno-2-1"></a><span class="nv">PROJECT_DIR</span><span class="o">=</span><span class="k">$(</span>git<span class="w"> </span>rev-parse<span class="w"> </span>--show-toplevel<span class="k">)</span>
 <a id="__codelineno-2-2" name="__codelineno-2-2" href="#__codelineno-2-2"></a>kustomize<span class="w"> </span>build<span class="w"> </span><span class="si">${</span><span class="nv">PROJECT_DIR</span><span class="si">}</span>/docs/samples/models/simulator/<span class="w"> </span><span class="p">|</span><span class="w"> </span>kubectl<span class="w"> </span>apply<span class="w"> </span>-f<span class="w"> </span>-
 </code></pre></div>
 <h4 id="facebook-opt-125m-model-cpu">Facebook OPT-125M Model (CPU)</h4>
+<p>An inference deployment that loads and runs a 125M parameter model without the need for a GPU.</p>
 <div class="highlight"><pre><span></span><code><a id="__codelineno-3-1" name="__codelineno-3-1" href="#__codelineno-3-1"></a><span class="nv">PROJECT_DIR</span><span class="o">=</span><span class="k">$(</span>git<span class="w"> </span>rev-parse<span class="w"> </span>--show-toplevel<span class="k">)</span>
 <a id="__codelineno-3-2" name="__codelineno-3-2" href="#__codelineno-3-2"></a>kustomize<span class="w"> </span>build<span class="w"> </span><span class="si">${</span><span class="nv">PROJECT_DIR</span><span class="si">}</span>/docs/samples/models/facebook-opt-125m-cpu/<span class="w"> </span><span class="p">|</span><span class="w"> </span>kubectl<span class="w"> </span>apply<span class="w"> </span>-f<span class="w"> </span>-
 </code></pre></div>
 <h4 id="qwen3-model-gpu-required">Qwen3 Model (GPU Required)</h4>
-<div class="admonition warning">
-<p class="admonition-title">Warning</p>
-<p>This model requires GPU nodes with <code>nvidia.com/gpu</code> resources available in your cluster.</p>
-</div>
+<p>⚠️ This model requires GPU nodes with <code>nvidia.com/gpu</code> resources available in your cluster.</p>
 <div class="highlight"><pre><span></span><code><a id="__codelineno-4-1" name="__codelineno-4-1" href="#__codelineno-4-1"></a><span class="nv">PROJECT_DIR</span><span class="o">=</span><span class="k">$(</span>git<span class="w"> </span>rev-parse<span class="w"> </span>--show-toplevel<span class="k">)</span>
 <a id="__codelineno-4-2" name="__codelineno-4-2" href="#__codelineno-4-2"></a>kustomize<span class="w"> </span>build<span class="w"> </span><span class="si">${</span><span class="nv">PROJECT_DIR</span><span class="si">}</span>/docs/samples/models/qwen3/<span class="w"> </span><span class="p">|</span><span class="w"> </span>kubectl<span class="w"> </span>apply<span class="w"> </span>-f<span class="w"> </span>-
 </code></pre></div>
@@ -2016,7 +2015,7 @@ <h2 id="next-steps">Next Steps</h2>
     <span class="md-icon" title="Last update">
       <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M21 13.1c-.1 0-.3.1-.4.2l-1 1 2.1 2.1 1-1c.2-.2.2-.6 0-.8l-1.3-1.3c-.1-.1-.2-.2-.4-.2m-1.9 1.8-6.1 6V23h2.1l6.1-6.1zM12.5 7v5.2l4 2.4-1 1L11 13V7zM11 21.9c-5.1-.5-9-4.8-9-9.9C2 6.5 6.5 2 12 2c5.3 0 9.6 4.1 10 9.3-.3-.1-.6-.2-1-.2s-.7.1-1 .2C19.6 7.2 16.2 4 12 4c-4.4 0-8 3.6-8 8 0 4.1 3.1 7.5 7.1 7.9l-.1.2z"/></svg>
     </span>
-    <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-date" title="February 10, 2026 14:30:13 UTC">February 10, 2026</span>
+    <span class="git-revision-date-localized-plugin git-revision-date-localized-plugin-date" title="March 3, 2026 21:54:05 UTC">March 3, 2026</span>
   </span>