Deploying to gh-pages from @ dstackai/dstack@2c97b3a 🚀

Author: peterschmidt85

assets/images/social/examples.png

@@ -3888,12 +3888,10 @@ <h2 id="running-a-dev-environment">Running a dev environment<a class="headerlink
 
 </div>
 
-<p>Workloads behave exactly like they do on other supported compute targets. You can use DGX Spark for fine tuning, interactive development, or model serving without changing workflows.</p>
-<div class="admonition info">
-<p class="admonition-title">Aknowledgement</p>
-<p>Thanks to the <a href="https://graphsignal.com/" target="_blank">Graphsignal <span class="twemoji external"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="m11.93 5 2.83 2.83L5 17.59 6.42 19l9.76-9.75L19 12.07V5z"/></svg></span></a> team for access to DGX Spark and for supporting testing and validation. Graphsignal provides inference observability tooling used to profile CUDA workloads during both training and inference.</p>
-</div>
 <h2 id="whats-next">What's next?<a class="headerlink" href="#whats-next" title="Permanent link">&para;</a></h2>
+<blockquote>
+<p>Running workloads on DGX Spark with <code>dstack</code> works the same way as on any other <a href="../../docs/concepts/backends/">backend</a> (including GPU clouds): you can run <a href="../../docs/concepts/dev-environments/">dev environments</a> for interactive development, <a href="../../docs/concepts/tasks/">tasks</a> for fine tuning, and <a href="../../docs/concepts/services/">services</a> for inference through the unified interface.</p>
+</blockquote>
 <ol>
 <li>Read the <a href="https://lmsys.org/blog/2025-10-13-nvidia-dgx-spark/" target="_blank">NVIDIA DGX Spark in-depth review <span class="twemoji external"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="m11.93 5 2.83 2.83L5 17.59 6.42 19l9.76-9.75L19 12.07V5z"/></svg></span></a> by the SGLang team.</li>
 <li>Check <a href="../../docs/concepts/dev-environments/">dev environments</a>, 
@@ -3902,6 +3900,10 @@ <h2 id="whats-next">What's next?<a class="headerlink" href="#whats-next" title="
 <li>Follow <a href="../../docs/quickstart/">Quickstart</a></li>
 <li>Join <a href="https://discord.gg/u8SmfwPpMd" target="_blank">Discord <span class="twemoji external"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="m11.93 5 2.83 2.83L5 17.59 6.42 19l9.76-9.75L19 12.07V5z"/></svg></span></a></li>
 </ol>
+<div class="admonition info">
+<p class="admonition-title">Aknowledgement</p>
+<p>Thanks to the <a href="https://graphsignal.com/" target="_blank">Graphsignal <span class="twemoji external"><svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="m11.93 5 2.83 2.83L5 17.59 6.42 19l9.76-9.75L19 12.07V5z"/></svg></span></a> team for access to DGX Spark and for supporting testing and validation. Graphsignal provides inference observability tooling used to profile CUDA workloads during both training and inference.</p>
+</div>