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concepts/agents.html
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@ -294,7 +294,7 @@ powerful abstraction for evolving your agent workflows over time.</p>
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@ -267,7 +267,7 @@ application to LLMs (API-based or hosted) via prompt targets.</p>
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@ -660,7 +660,7 @@ Implement fallback logic for better reliability:</p>
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@ -304,7 +304,7 @@ Use your preferred client library without changing existing code (see <a class="
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@ -1140,7 +1140,7 @@ Any provider that implements the OpenAI API interface can be configured using cu
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@ -473,7 +473,7 @@ that you can test and modify locally for multi-turn RAG scenarios.</p>
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@ -226,7 +226,7 @@ This gives Plano several advantages:</p>
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@ -521,7 +521,7 @@
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@ -372,7 +372,7 @@ on the stuff that matters most.</p>
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guides/llm_router.html
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@ -469,6 +469,33 @@ Provides a practical mechanism to encode user preferences through domain-action
</li>
</ol>
</section>
<section id="using-vllm-on-kubernetes-gpu-nodes">
<h3>Using vLLM on Kubernetes (GPU nodes)<a @click.prevent="window.navigator.clipboard.writeText($el.href); $el.setAttribute('data-tooltip', 'Copied!'); setTimeout(() =&gt; $el.setAttribute('data-tooltip', 'Copy link to this element'), 2000)" aria-label="Copy link to this element" class="headerlink" data-tooltip="Copy link to this element" href="#using-vllm-on-kubernetes-gpu-nodes" x-intersect.margin.0%.0%.-70%.0%="activeSection = '#using-vllm-on-kubernetes-gpu-nodes'"><svg height="1em" viewbox="0 0 24 24" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M3.9 12c0-1.71 1.39-3.1 3.1-3.1h4V7H7c-2.76 0-5 2.24-5 5s2.24 5 5 5h4v-1.9H7c-1.71 0-3.1-1.39-3.1-3.1zM8 13h8v-2H8v2zm9-6h-4v1.9h4c1.71 0 3.1 1.39 3.1 3.1s-1.39 3.1-3.1 3.1h-4V17h4c2.76 0 5-2.24 5-5s-2.24-5-5-5z"></path></svg></a></h3>
<p>For teams running Kubernetes, Arch-Router and Plano can be deployed as in-cluster services.
The <code class="docutils literal notranslate"><span class="pre">demos/llm_routing/model_routing_service/</span></code> directory includes ready-to-use manifests:</p>
<ul class="simple">
<li><p><code class="docutils literal notranslate"><span class="pre">vllm-deployment.yaml</span></code> — Arch-Router served by vLLM, with an init container to download
the model from HuggingFace</p></li>
<li><p><code class="docutils literal notranslate"><span class="pre">plano-deployment.yaml</span></code> — Plano proxy configured to use the in-cluster Arch-Router</p></li>
<li><p><code class="docutils literal notranslate"><span class="pre">config_k8s.yaml</span></code> — Plano config with <code class="docutils literal notranslate"><span class="pre">llm_routing_model</span></code> pointing at
<code class="docutils literal notranslate"><span class="pre">http://arch-router:10000</span></code> instead of the default hosted endpoint</p></li>
</ul>
<p>Key things to know before deploying:</p>
<ul class="simple">
<li><p>GPU nodes commonly have a <code class="docutils literal notranslate"><span class="pre">nvidia.com/gpu:NoSchedule</span></code> taint — the <code class="docutils literal notranslate"><span class="pre">vllm-deployment.yaml</span></code>
includes a matching toleration. The <code class="docutils literal notranslate"><span class="pre">nvidia.com/gpu:</span> <span class="pre">"1"</span></code> resource request is sufficient
for scheduling in most clusters; a <code class="docutils literal notranslate"><span class="pre">nodeSelector</span></code> is optional and commented out in the
manifest for cases where you need to pin to a specific GPU node pool.</p></li>
<li><p>Model download takes ~1 minute; vLLM loads the model in ~1-2 minutes after that. The
<code class="docutils literal notranslate"><span class="pre">livenessProbe</span></code> has a 180-second <code class="docutils literal notranslate"><span class="pre">initialDelaySeconds</span></code> to avoid premature restarts.</p></li>
<li><p>The Plano config ConfigMap must use <code class="docutils literal notranslate"><span class="pre">--from-file=plano_config.yaml=config_k8s.yaml</span></code> with
<code class="docutils literal notranslate"><span class="pre">subPath</span></code> in the Deployment — omitting <code class="docutils literal notranslate"><span class="pre">subPath</span></code> causes Kubernetes to mount a directory
instead of a file.</p></li>
</ul>
<p>For the canonical Plano Kubernetes deployment (ConfigMap, Secrets, Deployment YAML), see
<a class="reference internal" href="../resources/deployment.html#deployment"><span class="std std-ref">Deployment</span></a>. For full step-by-step commands specific to this demo, see the
<a class="reference external" href="https://github.com/katanemo/plano/tree/main/demos/llm_routing/model_routing_service/README.md" rel="nofollow noopener">demo README<svg fill="currentColor" height="1em" stroke="none" viewbox="0 96 960 960" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M188 868q-11-11-11-28t11-28l436-436H400q-17 0-28.5-11.5T360 336q0-17 11.5-28.5T400 296h320q17 0 28.5 11.5T760 336v320q0 17-11.5 28.5T720 696q-17 0-28.5-11.5T680 656V432L244 868q-11 11-28 11t-28-11Z"></path></svg></a>.</p>
</section>
</section>
<section id="combining-routing-methods">
<h2>Combining Routing Methods<a @click.prevent="window.navigator.clipboard.writeText($el.href); $el.setAttribute('data-tooltip', 'Copied!'); setTimeout(() =&gt; $el.setAttribute('data-tooltip', 'Copy link to this element'), 2000)" aria-label="Copy link to this element" class="headerlink" data-tooltip="Copy link to this element" href="#combining-routing-methods" x-intersect.margin.0%.0%.-70%.0%="activeSection = '#combining-routing-methods'"><svg height="1em" viewbox="0 0 24 24" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M3.9 12c0-1.71 1.39-3.1 3.1-3.1h4V7H7c-2.76 0-5 2.24-5 5s2.24 5 5 5h4v-1.9H7c-1.71 0-3.1-1.39-3.1-3.1zM8 13h8v-2H8v2zm9-6h-4v1.9h4c1.71 0 3.1 1.39 3.1 3.1s-1.39 3.1-3.1 3.1h-4V17h4c2.76 0 5-2.24 5-5s-2.24-5-5-5z"></path></svg></a></h2>
@ -605,6 +632,7 @@ Provides a practical mechanism to encode user preferences through domain-action
<li><a :data-current="activeSection === '#self-hosting-arch-router'" class="reference internal" href="#self-hosting-arch-router">Self-hosting Arch-Router</a><ul>
<li><a :data-current="activeSection === '#using-ollama-recommended-for-local-development'" class="reference internal" href="#using-ollama-recommended-for-local-development">Using Ollama (recommended for local development)</a></li>
<li><a :data-current="activeSection === '#using-vllm-recommended-for-production-ec2'" class="reference internal" href="#using-vllm-recommended-for-production-ec2">Using vLLM (recommended for production / EC2)</a></li>
<li><a :data-current="activeSection === '#using-vllm-on-kubernetes-gpu-nodes'" class="reference internal" href="#using-vllm-on-kubernetes-gpu-nodes">Using vLLM on Kubernetes (GPU nodes)</a></li>
</ul>
</li>
<li><a :data-current="activeSection === '#combining-routing-methods'" class="reference internal" href="#combining-routing-methods">Combining Routing Methods</a></li>
@ -619,7 +647,7 @@ Provides a practical mechanism to encode user preferences through domain-action
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@ -248,7 +248,7 @@ Access logs can be exported to centralized logging systems (e.g., ELK stack or F
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@ -260,7 +260,7 @@ are some sample configuration files for both, respectively.</p>
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@ -792,7 +792,7 @@ tools like AWS X-Ray and Datadog, enhancing observability and facilitating faste
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@ -1003,7 +1003,7 @@ Plano makes it easy to build and scale these systems by managing the orchestrati
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@ -298,7 +298,7 @@ the agent. If validation fails (<code class="docutils literal notranslate"><span
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33
includes/llms.txt
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@ -1,6 +1,6 @@
Plano Docs v0.4.12
llms.txt (auto-generated)
Generated (UTC): 2026-03-15T20:04:02.309985+00:00
Generated (UTC): 2026-03-16T19:05:58.621874+00:00
Table of contents
- Agents (concepts/agents)
@ -3855,6 +3855,37 @@ Verify the server is running
curl http://localhost:10000/health
curl http://localhost:10000/v1/models
Using vLLM on Kubernetes (GPU nodes)
For teams running Kubernetes, Arch-Router and Plano can be deployed as in-cluster services.
The demos/llm_routing/model_routing_service/ directory includes ready-to-use manifests:
vllm-deployment.yaml — Arch-Router served by vLLM, with an init container to download
the model from HuggingFace
plano-deployment.yaml — Plano proxy configured to use the in-cluster Arch-Router
config_k8s.yaml — Plano config with llm_routing_model pointing at
http://arch-router:10000 instead of the default hosted endpoint
Key things to know before deploying:
GPU nodes commonly have a nvidia.com/gpu:NoSchedule taint — the vllm-deployment.yaml
includes a matching toleration. The nvidia.com/gpu: "1" resource request is sufficient
for scheduling in most clusters; a nodeSelector is optional and commented out in the
manifest for cases where you need to pin to a specific GPU node pool.
Model download takes ~1 minute; vLLM loads the model in ~1-2 minutes after that. The
livenessProbe has a 180-second initialDelaySeconds to avoid premature restarts.
The Plano config ConfigMap must use --from-file=plano_config.yaml=config_k8s.yaml with
subPath in the Deployment — omitting subPath causes Kubernetes to mount a directory
instead of a file.
For the canonical Plano Kubernetes deployment (ConfigMap, Secrets, Deployment YAML), see
deployment. For full step-by-step commands specific to this demo, see the
demo README.
Combining Routing Methods
You can combine static model selection with dynamic routing preferences for maximum flexibility:

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