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concepts/agents.html
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@ -267,7 +267,7 @@
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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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@ -434,7 +434,7 @@
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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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@ -337,7 +337,7 @@
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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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@ -380,24 +380,22 @@ Provides a practical mechanism to encode user preferences through domain-action
<p>This downloads the quantized GGUF model from HuggingFace and starts serving on <code class="docutils literal notranslate"><span class="pre">http://localhost:11434</span></code>.</p>
</li>
<li><p><strong>Configure Plano to use local Arch-Router</strong></p>
<div class="highlight-yaml notranslate"><div class="highlight"><pre><span></span><code><span id="line-1"><span class="nt">routing</span><span class="p">:</span>
</span><span id="line-2"><span class="w"> </span><span class="nt">model</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">Arch-Router</span>
</span><span id="line-3"><span class="w"> </span><span class="nt">llm_provider</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">arch-router</span>
</span><span id="line-4">
</span><span id="line-5"><span class="nt">model_providers</span><span class="p">:</span>
</span><span id="line-6"><span class="w"> </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">arch-router</span>
</span><span id="line-7"><span class="w"> </span><span class="nt">model</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">arch/hf.co/katanemo/Arch-Router-1.5B.gguf:Q4_K_M</span>
</span><span id="line-8"><span class="w"> </span><span class="nt">base_url</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">http://localhost:11434</span>
</span><span id="line-9">
</span><span id="line-10"><span class="w"> </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">model</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">openai/gpt-5.2</span>
</span><span id="line-11"><span class="w"> </span><span class="nt">access_key</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">$OPENAI_API_KEY</span>
</span><span id="line-12"><span class="w"> </span><span class="nt">default</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">true</span>
</span><span id="line-13">
</span><span id="line-14"><span class="w"> </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">model</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">anthropic/claude-sonnet-4-5</span>
</span><span id="line-15"><span class="w"> </span><span class="nt">access_key</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">$ANTHROPIC_API_KEY</span>
</span><span id="line-16"><span class="w"> </span><span class="nt">routing_preferences</span><span class="p">:</span>
</span><span id="line-17"><span class="w"> </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">creative writing</span>
</span><span id="line-18"><span class="w"> </span><span class="nt">description</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">creative content generation, storytelling, and writing assistance</span>
<div class="highlight-yaml notranslate"><div class="highlight"><pre><span></span><code><span id="line-1"><span class="nt">overrides</span><span class="p">:</span>
</span><span id="line-2"><span class="w"> </span><span class="nt">llm_routing_model</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">plano/hf.co/katanemo/Arch-Router-1.5B.gguf:Q4_K_M</span>
</span><span id="line-3">
</span><span id="line-4"><span class="nt">model_providers</span><span class="p">:</span>
</span><span id="line-5"><span class="w"> </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">model</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">plano/hf.co/katanemo/Arch-Router-1.5B.gguf:Q4_K_M</span>
</span><span id="line-6"><span class="w"> </span><span class="nt">base_url</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">http://localhost:11434</span>
</span><span id="line-7">
</span><span id="line-8"><span class="w"> </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">model</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">openai/gpt-5.2</span>
</span><span id="line-9"><span class="w"> </span><span class="nt">access_key</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">$OPENAI_API_KEY</span>
</span><span id="line-10"><span class="w"> </span><span class="nt">default</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">true</span>
</span><span id="line-11">
</span><span id="line-12"><span class="w"> </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">model</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">anthropic/claude-sonnet-4-5</span>
</span><span id="line-13"><span class="w"> </span><span class="nt">access_key</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">$ANTHROPIC_API_KEY</span>
</span><span id="line-14"><span class="w"> </span><span class="nt">routing_preferences</span><span class="p">:</span>
</span><span id="line-15"><span class="w"> </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">creative writing</span>
</span><span id="line-16"><span class="w"> </span><span class="nt">description</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">creative content generation, storytelling, and writing assistance</span>
</span></code></pre></div>
</div>
</li>
@ -444,24 +442,22 @@ Provides a practical mechanism to encode user preferences through domain-action
</div>
</li>
<li><p><strong>Configure Plano to use the vLLM endpoint</strong></p>
<div class="highlight-yaml notranslate"><div class="highlight"><pre><span></span><code><span id="line-1"><span class="nt">routing</span><span class="p">:</span>
</span><span id="line-2"><span class="w"> </span><span class="nt">model</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">Arch-Router</span>
</span><span id="line-3"><span class="w"> </span><span class="nt">llm_provider</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">arch-router</span>
</span><span id="line-4">
</span><span id="line-5"><span class="nt">model_providers</span><span class="p">:</span>
</span><span id="line-6"><span class="w"> </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">arch-router</span>
</span><span id="line-7"><span class="w"> </span><span class="nt">model</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">Arch-Router</span>
</span><span id="line-8"><span class="w"> </span><span class="nt">base_url</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">http://&lt;your-server-ip&gt;:10000</span>
</span><span id="line-9">
</span><span id="line-10"><span class="w"> </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">model</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">openai/gpt-5.2</span>
</span><span id="line-11"><span class="w"> </span><span class="nt">access_key</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">$OPENAI_API_KEY</span>
</span><span id="line-12"><span class="w"> </span><span class="nt">default</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">true</span>
</span><span id="line-13">
</span><span id="line-14"><span class="w"> </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">model</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">anthropic/claude-sonnet-4-5</span>
</span><span id="line-15"><span class="w"> </span><span class="nt">access_key</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">$ANTHROPIC_API_KEY</span>
</span><span id="line-16"><span class="w"> </span><span class="nt">routing_preferences</span><span class="p">:</span>
</span><span id="line-17"><span class="w"> </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">creative writing</span>
</span><span id="line-18"><span class="w"> </span><span class="nt">description</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">creative content generation, storytelling, and writing assistance</span>
<div class="highlight-yaml notranslate"><div class="highlight"><pre><span></span><code><span id="line-1"><span class="nt">overrides</span><span class="p">:</span>
</span><span id="line-2"><span class="w"> </span><span class="nt">llm_routing_model</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">plano/Arch-Router</span>
</span><span id="line-3">
</span><span id="line-4"><span class="nt">model_providers</span><span class="p">:</span>
</span><span id="line-5"><span class="w"> </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">model</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">plano/Arch-Router</span>
</span><span id="line-6"><span class="w"> </span><span class="nt">base_url</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">http://&lt;your-server-ip&gt;:10000</span>
</span><span id="line-7">
</span><span id="line-8"><span class="w"> </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">model</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">openai/gpt-5.2</span>
</span><span id="line-9"><span class="w"> </span><span class="nt">access_key</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">$OPENAI_API_KEY</span>
</span><span id="line-10"><span class="w"> </span><span class="nt">default</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">true</span>
</span><span id="line-11">
</span><span id="line-12"><span class="w"> </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">model</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">anthropic/claude-sonnet-4-5</span>
</span><span id="line-13"><span class="w"> </span><span class="nt">access_key</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">$ANTHROPIC_API_KEY</span>
</span><span id="line-14"><span class="w"> </span><span class="nt">routing_preferences</span><span class="p">:</span>
</span><span id="line-15"><span class="w"> </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">creative writing</span>
</span><span id="line-16"><span class="w"> </span><span class="nt">description</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">creative content generation, storytelling, and writing assistance</span>
</span></code></pre></div>
</div>
</li>
@ -623,7 +619,7 @@ Provides a practical mechanism to encode user preferences through domain-action
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guides/observability/access_logging.html
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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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@ -186,8 +186,8 @@ Plano makes it easy to build and scale these systems by managing the orchestrati
<section id="configuration">
<h2>Configuration<a @click.prevent="window.navigator.clipboard.writeText($el.href); $el.setAttribute('data-tooltip', 'Copied!'); setTimeout(() =&gt; $el.setAttribute('data-tooltip', 'Copy link to this element'), 2000)" aria-label="Copy link to this element" class="headerlink" data-tooltip="Copy link to this element" href="#configuration" x-intersect.margin.0%.0%.-70%.0%="activeSection = '#configuration'"><svg height="1em" viewbox="0 0 24 24" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M3.9 12c0-1.71 1.39-3.1 3.1-3.1h4V7H7c-2.76 0-5 2.24-5 5s2.24 5 5 5h4v-1.9H7c-1.71 0-3.1-1.39-3.1-3.1zM8 13h8v-2H8v2zm9-6h-4v1.9h4c1.71 0 3.1 1.39 3.1 3.1s-1.39 3.1-3.1 3.1h-4V17h4c2.76 0 5-2.24 5-5s-2.24-5-5-5z"></path></svg></a></h2>
<p>Configure your agents in the <code class="docutils literal notranslate"><span class="pre">listeners</span></code> section of your <code class="docutils literal notranslate"><span class="pre">plano_config.yaml</span></code>:</p>
<div class="literal-block-wrapper docutils container" id="id1">
<div class="code-block-caption"><span class="caption-text">Travel Booking Multi-Agent Configuration</span><a @click.prevent="window.navigator.clipboard.writeText($el.href); $el.setAttribute('data-tooltip', 'Copied!'); setTimeout(() =&gt; $el.setAttribute('data-tooltip', 'Copy link to this element'), 2000)" aria-label="Copy link to this element" class="headerlink" data-tooltip="Copy link to this element" href="#id1"><svg height="1em" viewbox="0 0 24 24" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M3.9 12c0-1.71 1.39-3.1 3.1-3.1h4V7H7c-2.76 0-5 2.24-5 5s2.24 5 5 5h4v-1.9H7c-1.71 0-3.1-1.39-3.1-3.1zM8 13h8v-2H8v2zm9-6h-4v1.9h4c1.71 0 3.1 1.39 3.1 3.1s-1.39 3.1-3.1 3.1h-4V17h4c2.76 0 5-2.24 5-5s-2.24-5-5-5z"></path></svg></a></div>
<div class="literal-block-wrapper docutils container" id="id2">
<div class="code-block-caption"><span class="caption-text">Travel Booking Multi-Agent Configuration</span><a @click.prevent="window.navigator.clipboard.writeText($el.href); $el.setAttribute('data-tooltip', 'Copied!'); setTimeout(() =&gt; $el.setAttribute('data-tooltip', 'Copy link to this element'), 2000)" aria-label="Copy link to this element" class="headerlink" data-tooltip="Copy link to this element" href="#id2"><svg height="1em" viewbox="0 0 24 24" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M3.9 12c0-1.71 1.39-3.1 3.1-3.1h4V7H7c-2.76 0-5 2.24-5 5s2.24 5 5 5h4v-1.9H7c-1.71 0-3.1-1.39-3.1-3.1zM8 13h8v-2H8v2zm9-6h-4v1.9h4c1.71 0 3.1 1.39 3.1 3.1s-1.39 3.1-3.1 3.1h-4V17h4c2.76 0 5-2.24 5-5s-2.24-5-5-5z"></path></svg></a></div>
<div class="highlight-yaml notranslate"><div class="highlight"><pre><span></span><code><span id="line-1"><span class="linenos"> 1</span><span class="nt">version</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">v0.3.0</span>
</span><span id="line-2"><span class="linenos"> 2</span>
</span><span id="line-3"><span class="linenos"> 3</span><span class="nt">agents</span><span class="p">:</span>
@ -299,8 +299,8 @@ Plano makes it easy to build and scale these systems by managing the orchestrati
<section id="agent-structure">
<h3>Agent Structure<a @click.prevent="window.navigator.clipboard.writeText($el.href); $el.setAttribute('data-tooltip', 'Copied!'); setTimeout(() =&gt; $el.setAttribute('data-tooltip', 'Copy link to this element'), 2000)" aria-label="Copy link to this element" class="headerlink" data-tooltip="Copy link to this element" href="#agent-structure" x-intersect.margin.0%.0%.-70%.0%="activeSection = '#agent-structure'"><svg height="1em" viewbox="0 0 24 24" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M3.9 12c0-1.71 1.39-3.1 3.1-3.1h4V7H7c-2.76 0-5 2.24-5 5s2.24 5 5 5h4v-1.9H7c-1.71 0-3.1-1.39-3.1-3.1zM8 13h8v-2H8v2zm9-6h-4v1.9h4c1.71 0 3.1 1.39 3.1 3.1s-1.39 3.1-3.1 3.1h-4V17h4c2.76 0 5-2.24 5-5s-2.24-5-5-5z"></path></svg></a></h3>
<p>Let’s examine the Weather Agent implementation:</p>
<div class="literal-block-wrapper docutils container" id="id2">
<div class="code-block-caption"><span class="caption-text">Weather Agent - Core Structure</span><a @click.prevent="window.navigator.clipboard.writeText($el.href); $el.setAttribute('data-tooltip', 'Copied!'); setTimeout(() =&gt; $el.setAttribute('data-tooltip', 'Copy link to this element'), 2000)" aria-label="Copy link to this element" class="headerlink" data-tooltip="Copy link to this element" href="#id2"><svg height="1em" viewbox="0 0 24 24" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M3.9 12c0-1.71 1.39-3.1 3.1-3.1h4V7H7c-2.76 0-5 2.24-5 5s2.24 5 5 5h4v-1.9H7c-1.71 0-3.1-1.39-3.1-3.1zM8 13h8v-2H8v2zm9-6h-4v1.9h4c1.71 0 3.1 1.39 3.1 3.1s-1.39 3.1-3.1 3.1h-4V17h4c2.76 0 5-2.24 5-5s-2.24-5-5-5z"></path></svg></a></div>
<div class="literal-block-wrapper docutils container" id="id3">
<div class="code-block-caption"><span class="caption-text">Weather Agent - Core Structure</span><a @click.prevent="window.navigator.clipboard.writeText($el.href); $el.setAttribute('data-tooltip', 'Copied!'); setTimeout(() =&gt; $el.setAttribute('data-tooltip', 'Copy link to this element'), 2000)" aria-label="Copy link to this element" class="headerlink" data-tooltip="Copy link to this element" href="#id3"><svg height="1em" viewbox="0 0 24 24" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M3.9 12c0-1.71 1.39-3.1 3.1-3.1h4V7H7c-2.76 0-5 2.24-5 5s2.24 5 5 5h4v-1.9H7c-1.71 0-3.1-1.39-3.1-3.1zM8 13h8v-2H8v2zm9-6h-4v1.9h4c1.71 0 3.1 1.39 3.1 3.1s-1.39 3.1-3.1 3.1h-4V17h4c2.76 0 5-2.24 5-5s-2.24-5-5-5z"></path></svg></a></div>
<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><code><span id="line-1"><span class="linenos"> 1</span><span class="nd">@app</span><span class="o">.</span><span class="n">post</span><span class="p">(</span><span class="s2">"/v1/chat/completions"</span><span class="p">)</span>
</span><span id="line-2"><span class="linenos"> 2</span><span class="k">async</span> <span class="k">def</span><span class="w"> </span><span class="nf">handle_request</span><span class="p">(</span><span class="n">request</span><span class="p">:</span> <span class="n">Request</span><span class="p">):</span>
</span><span id="line-3"><span class="linenos"> 3</span><span class="w"> </span><span class="sd">"""HTTP endpoint for chat completions with streaming support."""</span>
@ -337,8 +337,8 @@ Plano makes it easy to build and scale these systems by managing the orchestrati
<h3>Information Extraction with LLMs<a @click.prevent="window.navigator.clipboard.writeText($el.href); $el.setAttribute('data-tooltip', 'Copied!'); setTimeout(() =&gt; $el.setAttribute('data-tooltip', 'Copy link to this element'), 2000)" aria-label="Copy link to this element" class="headerlink" data-tooltip="Copy link to this element" href="#information-extraction-with-llms" x-intersect.margin.0%.0%.-70%.0%="activeSection = '#information-extraction-with-llms'"><svg height="1em" viewbox="0 0 24 24" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M3.9 12c0-1.71 1.39-3.1 3.1-3.1h4V7H7c-2.76 0-5 2.24-5 5s2.24 5 5 5h4v-1.9H7c-1.71 0-3.1-1.39-3.1-3.1zM8 13h8v-2H8v2zm9-6h-4v1.9h4c1.71 0 3.1 1.39 3.1 3.1s-1.39 3.1-3.1 3.1h-4V17h4c2.76 0 5-2.24 5-5s-2.24-5-5-5z"></path></svg></a></h3>
<p>Agents use LLMs to extract structured information from natural language queries. This enables them to understand user intent and extract parameters needed for API calls.</p>
<p>The Weather Agent extracts location information:</p>
<div class="literal-block-wrapper docutils container" id="id3">
<div class="code-block-caption"><span class="caption-text">Weather Agent - Location Extraction</span><a @click.prevent="window.navigator.clipboard.writeText($el.href); $el.setAttribute('data-tooltip', 'Copied!'); setTimeout(() =&gt; $el.setAttribute('data-tooltip', 'Copy link to this element'), 2000)" aria-label="Copy link to this element" class="headerlink" data-tooltip="Copy link to this element" href="#id3"><svg height="1em" viewbox="0 0 24 24" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M3.9 12c0-1.71 1.39-3.1 3.1-3.1h4V7H7c-2.76 0-5 2.24-5 5s2.24 5 5 5h4v-1.9H7c-1.71 0-3.1-1.39-3.1-3.1zM8 13h8v-2H8v2zm9-6h-4v1.9h4c1.71 0 3.1 1.39 3.1 3.1s-1.39 3.1-3.1 3.1h-4V17h4c2.76 0 5-2.24 5-5s-2.24-5-5-5z"></path></svg></a></div>
<div class="literal-block-wrapper docutils container" id="id4">
<div class="code-block-caption"><span class="caption-text">Weather Agent - Location Extraction</span><a @click.prevent="window.navigator.clipboard.writeText($el.href); $el.setAttribute('data-tooltip', 'Copied!'); setTimeout(() =&gt; $el.setAttribute('data-tooltip', 'Copy link to this element'), 2000)" aria-label="Copy link to this element" class="headerlink" data-tooltip="Copy link to this element" href="#id4"><svg height="1em" viewbox="0 0 24 24" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M3.9 12c0-1.71 1.39-3.1 3.1-3.1h4V7H7c-2.76 0-5 2.24-5 5s2.24 5 5 5h4v-1.9H7c-1.71 0-3.1-1.39-3.1-3.1zM8 13h8v-2H8v2zm9-6h-4v1.9h4c1.71 0 3.1 1.39 3.1 3.1s-1.39 3.1-3.1 3.1h-4V17h4c2.76 0 5-2.24 5-5s-2.24-5-5-5z"></path></svg></a></div>
<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><code><span id="line-1"><span class="linenos"> 1</span>
</span><span id="line-2"><span class="linenos"> 2</span> <span class="n">instructions</span> <span class="o">=</span> <span class="s2">"""Extract the location for WEATHER queries. Return just the city name.</span>
</span><span id="line-3"><span class="linenos"> 3</span>
@ -390,8 +390,8 @@ Plano makes it easy to build and scale these systems by managing the orchestrati
</div>
</div>
<p>The Flight Agent extracts more complex information—origin, destination, and dates:</p>
<div class="literal-block-wrapper docutils container" id="id4">
<div class="code-block-caption"><span class="caption-text">Flight Agent - Flight Information Extraction</span><a @click.prevent="window.navigator.clipboard.writeText($el.href); $el.setAttribute('data-tooltip', 'Copied!'); setTimeout(() =&gt; $el.setAttribute('data-tooltip', 'Copy link to this element'), 2000)" aria-label="Copy link to this element" class="headerlink" data-tooltip="Copy link to this element" href="#id4"><svg height="1em" viewbox="0 0 24 24" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M3.9 12c0-1.71 1.39-3.1 3.1-3.1h4V7H7c-2.76 0-5 2.24-5 5s2.24 5 5 5h4v-1.9H7c-1.71 0-3.1-1.39-3.1-3.1zM8 13h8v-2H8v2zm9-6h-4v1.9h4c1.71 0 3.1 1.39 3.1 3.1s-1.39 3.1-3.1 3.1h-4V17h4c2.76 0 5-2.24 5-5s-2.24-5-5-5z"></path></svg></a></div>
<div class="literal-block-wrapper docutils container" id="id5">
<div class="code-block-caption"><span class="caption-text">Flight Agent - Flight Information Extraction</span><a @click.prevent="window.navigator.clipboard.writeText($el.href); $el.setAttribute('data-tooltip', 'Copied!'); setTimeout(() =&gt; $el.setAttribute('data-tooltip', 'Copy link to this element'), 2000)" aria-label="Copy link to this element" class="headerlink" data-tooltip="Copy link to this element" href="#id5"><svg height="1em" viewbox="0 0 24 24" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M3.9 12c0-1.71 1.39-3.1 3.1-3.1h4V7H7c-2.76 0-5 2.24-5 5s2.24 5 5 5h4v-1.9H7c-1.71 0-3.1-1.39-3.1-3.1zM8 13h8v-2H8v2zm9-6h-4v1.9h4c1.71 0 3.1 1.39 3.1 3.1s-1.39 3.1-3.1 3.1h-4V17h4c2.76 0 5-2.24 5-5s-2.24-5-5-5z"></path></svg></a></div>
<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><code><span id="line-1"><span class="linenos"> 1</span><span class="k">async</span> <span class="k">def</span><span class="w"> </span><span class="nf">extract_flight_route</span><span class="p">(</span><span class="n">messages</span><span class="p">:</span> <span class="nb">list</span><span class="p">,</span> <span class="n">request</span><span class="p">:</span> <span class="n">Request</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="nb">dict</span><span class="p">:</span>
</span><span id="line-2"><span class="linenos"> 2</span><span class="w"> </span><span class="sd">"""Extract origin, destination, and date from conversation using LLM."""</span>
</span><span id="line-3"><span class="linenos"> 3</span>
@ -458,8 +458,8 @@ Plano makes it easy to build and scale these systems by managing the orchestrati
<section id="calling-external-apis">
<h3>Calling External APIs<a @click.prevent="window.navigator.clipboard.writeText($el.href); $el.setAttribute('data-tooltip', 'Copied!'); setTimeout(() =&gt; $el.setAttribute('data-tooltip', 'Copy link to this element'), 2000)" aria-label="Copy link to this element" class="headerlink" data-tooltip="Copy link to this element" href="#calling-external-apis" x-intersect.margin.0%.0%.-70%.0%="activeSection = '#calling-external-apis'"><svg height="1em" viewbox="0 0 24 24" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M3.9 12c0-1.71 1.39-3.1 3.1-3.1h4V7H7c-2.76 0-5 2.24-5 5s2.24 5 5 5h4v-1.9H7c-1.71 0-3.1-1.39-3.1-3.1zM8 13h8v-2H8v2zm9-6h-4v1.9h4c1.71 0 3.1 1.39 3.1 3.1s-1.39 3.1-3.1 3.1h-4V17h4c2.76 0 5-2.24 5-5s-2.24-5-5-5z"></path></svg></a></h3>
<p>After extracting information, agents call external APIs to fetch real-time data:</p>
<div class="literal-block-wrapper docutils container" id="id5">
<div class="code-block-caption"><span class="caption-text">Weather Agent - External API Call</span><a @click.prevent="window.navigator.clipboard.writeText($el.href); $el.setAttribute('data-tooltip', 'Copied!'); setTimeout(() =&gt; $el.setAttribute('data-tooltip', 'Copy link to this element'), 2000)" aria-label="Copy link to this element" class="headerlink" data-tooltip="Copy link to this element" href="#id5"><svg height="1em" viewbox="0 0 24 24" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M3.9 12c0-1.71 1.39-3.1 3.1-3.1h4V7H7c-2.76 0-5 2.24-5 5s2.24 5 5 5h4v-1.9H7c-1.71 0-3.1-1.39-3.1-3.1zM8 13h8v-2H8v2zm9-6h-4v1.9h4c1.71 0 3.1 1.39 3.1 3.1s-1.39 3.1-3.1 3.1h-4V17h4c2.76 0 5-2.24 5-5s-2.24-5-5-5z"></path></svg></a></div>
<div class="literal-block-wrapper docutils container" id="id6">
<div class="code-block-caption"><span class="caption-text">Weather Agent - External API Call</span><a @click.prevent="window.navigator.clipboard.writeText($el.href); $el.setAttribute('data-tooltip', 'Copied!'); setTimeout(() =&gt; $el.setAttribute('data-tooltip', 'Copy link to this element'), 2000)" aria-label="Copy link to this element" class="headerlink" data-tooltip="Copy link to this element" href="#id6"><svg height="1em" viewbox="0 0 24 24" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M3.9 12c0-1.71 1.39-3.1 3.1-3.1h4V7H7c-2.76 0-5 2.24-5 5s2.24 5 5 5h4v-1.9H7c-1.71 0-3.1-1.39-3.1-3.1zM8 13h8v-2H8v2zm9-6h-4v1.9h4c1.71 0 3.1 1.39 3.1 3.1s-1.39 3.1-3.1 3.1h-4V17h4c2.76 0 5-2.24 5-5s-2.24-5-5-5z"></path></svg></a></div>
<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><code><span id="line-1"><span class="linenos"> 1</span> <span class="c1"># Geocode city to get coordinates</span>
</span><span id="line-2"><span class="linenos"> 2</span> <span class="n">geocode_url</span> <span class="o">=</span> <span class="sa">f</span><span class="s2">"https://geocoding-api.open-meteo.com/v1/search?name=</span><span class="si">{</span><span class="n">quote</span><span class="p">(</span><span class="n">location</span><span class="p">)</span><span class="si">}</span><span class="s2">&amp;count=1&amp;language=en&amp;format=json"</span>
</span><span id="line-3"><span class="linenos"> 3</span> <span class="n">geocode_response</span> <span class="o">=</span> <span class="k">await</span> <span class="n">http_client</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="n">geocode_url</span><span class="p">)</span>
@ -526,8 +526,8 @@ Plano makes it easy to build and scale these systems by managing the orchestrati
</div>
</div>
<p>The Flight Agent calls FlightAware’s AeroAPI:</p>
<div class="literal-block-wrapper docutils container" id="id6">
<div class="code-block-caption"><span class="caption-text">Flight Agent - External API Call</span><a @click.prevent="window.navigator.clipboard.writeText($el.href); $el.setAttribute('data-tooltip', 'Copied!'); setTimeout(() =&gt; $el.setAttribute('data-tooltip', 'Copy link to this element'), 2000)" aria-label="Copy link to this element" class="headerlink" data-tooltip="Copy link to this element" href="#id6"><svg height="1em" viewbox="0 0 24 24" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M3.9 12c0-1.71 1.39-3.1 3.1-3.1h4V7H7c-2.76 0-5 2.24-5 5s2.24 5 5 5h4v-1.9H7c-1.71 0-3.1-1.39-3.1-3.1zM8 13h8v-2H8v2zm9-6h-4v1.9h4c1.71 0 3.1 1.39 3.1 3.1s-1.39 3.1-3.1 3.1h-4V17h4c2.76 0 5-2.24 5-5s-2.24-5-5-5z"></path></svg></a></div>
<div class="literal-block-wrapper docutils container" id="id7">
<div class="code-block-caption"><span class="caption-text">Flight Agent - External API Call</span><a @click.prevent="window.navigator.clipboard.writeText($el.href); $el.setAttribute('data-tooltip', 'Copied!'); setTimeout(() =&gt; $el.setAttribute('data-tooltip', 'Copy link to this element'), 2000)" aria-label="Copy link to this element" class="headerlink" data-tooltip="Copy link to this element" href="#id7"><svg height="1em" viewbox="0 0 24 24" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M3.9 12c0-1.71 1.39-3.1 3.1-3.1h4V7H7c-2.76 0-5 2.24-5 5s2.24 5 5 5h4v-1.9H7c-1.71 0-3.1-1.39-3.1-3.1zM8 13h8v-2H8v2zm9-6h-4v1.9h4c1.71 0 3.1 1.39 3.1 3.1s-1.39 3.1-3.1 3.1h-4V17h4c2.76 0 5-2.24 5-5s-2.24-5-5-5z"></path></svg></a></div>
<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><code><span id="line-1"><span class="linenos"> 1</span><span class="k">async</span> <span class="k">def</span><span class="w"> </span><span class="nf">get_flights</span><span class="p">(</span>
</span><span id="line-2"><span class="linenos"> 2</span> <span class="n">origin_code</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">dest_code</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span> <span class="n">travel_date</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span>
</span><span id="line-3"><span class="linenos"> 3</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Optional</span><span class="p">[</span><span class="nb">dict</span><span class="p">]:</span>
@ -647,8 +647,8 @@ Plano makes it easy to build and scale these systems by managing the orchestrati
<section id="preparing-context-and-generating-responses">
<h3>Preparing Context and Generating Responses<a @click.prevent="window.navigator.clipboard.writeText($el.href); $el.setAttribute('data-tooltip', 'Copied!'); setTimeout(() =&gt; $el.setAttribute('data-tooltip', 'Copy link to this element'), 2000)" aria-label="Copy link to this element" class="headerlink" data-tooltip="Copy link to this element" href="#preparing-context-and-generating-responses" x-intersect.margin.0%.0%.-70%.0%="activeSection = '#preparing-context-and-generating-responses'"><svg height="1em" viewbox="0 0 24 24" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M3.9 12c0-1.71 1.39-3.1 3.1-3.1h4V7H7c-2.76 0-5 2.24-5 5s2.24 5 5 5h4v-1.9H7c-1.71 0-3.1-1.39-3.1-3.1zM8 13h8v-2H8v2zm9-6h-4v1.9h4c1.71 0 3.1 1.39 3.1 3.1s-1.39 3.1-3.1 3.1h-4V17h4c2.76 0 5-2.24 5-5s-2.24-5-5-5z"></path></svg></a></h3>
<p>Agents combine extracted information, API data, and conversation history to generate responses:</p>
<div class="literal-block-wrapper docutils container" id="id7">
<div class="code-block-caption"><span class="caption-text">Weather Agent - Context Preparation and Response Generation</span><a @click.prevent="window.navigator.clipboard.writeText($el.href); $el.setAttribute('data-tooltip', 'Copied!'); setTimeout(() =&gt; $el.setAttribute('data-tooltip', 'Copy link to this element'), 2000)" aria-label="Copy link to this element" class="headerlink" data-tooltip="Copy link to this element" href="#id7"><svg height="1em" viewbox="0 0 24 24" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M3.9 12c0-1.71 1.39-3.1 3.1-3.1h4V7H7c-2.76 0-5 2.24-5 5s2.24 5 5 5h4v-1.9H7c-1.71 0-3.1-1.39-3.1-3.1zM8 13h8v-2H8v2zm9-6h-4v1.9h4c1.71 0 3.1 1.39 3.1 3.1s-1.39 3.1-3.1 3.1h-4V17h4c2.76 0 5-2.24 5-5s-2.24-5-5-5z"></path></svg></a></div>
<div class="literal-block-wrapper docutils container" id="id8">
<div class="code-block-caption"><span class="caption-text">Weather Agent - Context Preparation and Response Generation</span><a @click.prevent="window.navigator.clipboard.writeText($el.href); $el.setAttribute('data-tooltip', 'Copied!'); setTimeout(() =&gt; $el.setAttribute('data-tooltip', 'Copy link to this element'), 2000)" aria-label="Copy link to this element" class="headerlink" data-tooltip="Copy link to this element" href="#id8"><svg height="1em" viewbox="0 0 24 24" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M3.9 12c0-1.71 1.39-3.1 3.1-3.1h4V7H7c-2.76 0-5 2.24-5 5s2.24 5 5 5h4v-1.9H7c-1.71 0-3.1-1.39-3.1-3.1zM8 13h8v-2H8v2zm9-6h-4v1.9h4c1.71 0 3.1 1.39 3.1 3.1s-1.39 3.1-3.1 3.1h-4V17h4c2.76 0 5-2.24 5-5s-2.24-5-5-5z"></path></svg></a></div>
<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><code><span id="line-1"><span class="linenos"> 1</span> <span class="n">last_user_msg</span> <span class="o">=</span> <span class="n">get_last_user_content</span><span class="p">(</span><span class="n">messages</span><span class="p">)</span>
</span><span id="line-2"><span class="linenos"> 2</span> <span class="n">days</span> <span class="o">=</span> <span class="mi">1</span>
</span><span id="line-3"><span class="linenos"> 3</span>
@ -872,6 +872,79 @@ Plano makes it easy to build and scale these systems by managing the orchestrati
</span></code></pre></div>
</div>
</section>
<section id="self-hosting-plano-orchestrator">
<h2>Self-hosting Plano-Orchestrator<a @click.prevent="window.navigator.clipboard.writeText($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="#self-hosting-plano-orchestrator" x-intersect.margin.0%.0%.-70%.0%="activeSection = '#self-hosting-plano-orchestrator'"><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>
<p>By default, Plano uses a hosted Plano-Orchestrator endpoint. To self-host the orchestrator model, you can serve it using <strong>vLLM</strong> on a server with an NVIDIA GPU.</p>
<div class="admonition note">
<p class="admonition-title">Note</p>
<p>vLLM requires a Linux server with an NVIDIA GPU (CUDA). For local development on macOS, a GGUF version for Ollama is coming soon.</p>
</div>
<p>The following model variants are available on HuggingFace:</p>
<ul class="simple">
<li><p><a class="reference external" href="https://huggingface.co/katanemo/Plano-Orchestrator-4B" rel="nofollow noopener">Plano-Orchestrator-4B<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> — lighter model, suitable for development and testing</p></li>
<li><p><a class="reference external" href="https://huggingface.co/katanemo/Plano-Orchestrator-4B-FP8" rel="nofollow noopener">Plano-Orchestrator-4B-FP8<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> — FP8 quantized 4B model, lower memory usage</p></li>
<li><p><a class="reference external" href="https://huggingface.co/katanemo/Plano-Orchestrator-30B-A3B" rel="nofollow noopener">Plano-Orchestrator-30B-A3B<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> — full-size model for production</p></li>
<li><p><a class="reference external" href="https://huggingface.co/katanemo/Plano-Orchestrator-30B-A3B-FP8" rel="nofollow noopener">Plano-Orchestrator-30B-A3B-FP8<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> — FP8 quantized 30B model, recommended for production deployments</p></li>
</ul>
<ol class="arabic">
<li><p><strong>Install vLLM</strong></p>
<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span><code><span id="line-1">pip<span class="w"> </span>install<span class="w"> </span>vllm
</span></code></pre></div>
</div>
</li>
<li><p><strong>Download the model and chat template</strong></p>
<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span><code><span id="line-1">pip<span class="w"> </span>install<span class="w"> </span>huggingface_hub
</span><span id="line-2">huggingface-cli<span class="w"> </span>download<span class="w"> </span>katanemo/Plano-Orchestrator-4B
</span></code></pre></div>
</div>
</li>
<li><p><strong>Start the vLLM server</strong></p>
<p>For the 4B model (development):</p>
<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span><code><span id="line-1">vllm<span class="w"> </span>serve<span class="w"> </span>katanemo/Plano-Orchestrator-4B<span class="w"> </span><span class="se">\</span>
</span><span id="line-2"><span class="w"> </span>--host<span class="w"> </span><span class="m">0</span>.0.0.0<span class="w"> </span><span class="se">\</span>
</span><span id="line-3"><span class="w"> </span>--port<span class="w"> </span><span class="m">8000</span><span class="w"> </span><span class="se">\</span>
</span><span id="line-4"><span class="w"> </span>--tensor-parallel-size<span class="w"> </span><span class="m">1</span><span class="w"> </span><span class="se">\</span>
</span><span id="line-5"><span class="w"> </span>--gpu-memory-utilization<span class="w"> </span><span class="m">0</span>.3<span class="w"> </span><span class="se">\</span>
</span><span id="line-6"><span class="w"> </span>--tokenizer<span class="w"> </span>katanemo/Plano-Orchestrator-4B<span class="w"> </span><span class="se">\</span>
</span><span id="line-7"><span class="w"> </span>--chat-template<span class="w"> </span>chat_template.jinja<span class="w"> </span><span class="se">\</span>
</span><span id="line-8"><span class="w"> </span>--served-model-name<span class="w"> </span>katanemo/Plano-Orchestrator-4B<span class="w"> </span><span class="se">\</span>
</span><span id="line-9"><span class="w"> </span>--enable-prefix-caching
</span></code></pre></div>
</div>
<p>For the 30B-A3B-FP8 model (production):</p>
<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span><code><span id="line-1">vllm<span class="w"> </span>serve<span class="w"> </span>katanemo/Plano-Orchestrator-30B-A3B-FP8<span class="w"> </span><span class="se">\</span>
</span><span id="line-2"><span class="w"> </span>--host<span class="w"> </span><span class="m">0</span>.0.0.0<span class="w"> </span><span class="se">\</span>
</span><span id="line-3"><span class="w"> </span>--port<span class="w"> </span><span class="m">8000</span><span class="w"> </span><span class="se">\</span>
</span><span id="line-4"><span class="w"> </span>--tensor-parallel-size<span class="w"> </span><span class="m">1</span><span class="w"> </span><span class="se">\</span>
</span><span id="line-5"><span class="w"> </span>--gpu-memory-utilization<span class="w"> </span><span class="m">0</span>.9<span class="w"> </span><span class="se">\</span>
</span><span id="line-6"><span class="w"> </span>--tokenizer<span class="w"> </span>katanemo/Plano-Orchestrator-30B-A3B-FP8<span class="w"> </span><span class="se">\</span>
</span><span id="line-7"><span class="w"> </span>--chat-template<span class="w"> </span>chat_template.jinja<span class="w"> </span><span class="se">\</span>
</span><span id="line-8"><span class="w"> </span>--max-model-len<span class="w"> </span><span class="m">32768</span><span class="w"> </span><span class="se">\</span>
</span><span id="line-9"><span class="w"> </span>--served-model-name<span class="w"> </span>katanemo/Plano-Orchestrator-30B-A3B-FP8<span class="w"> </span><span class="se">\</span>
</span><span id="line-10"><span class="w"> </span>--enable-prefix-caching
</span></code></pre></div>
</div>
</li>
<li><p><strong>Configure Plano to use the local orchestrator</strong></p>
<p>Use the model name matching your <code class="docutils literal notranslate"><span class="pre">--served-model-name</span></code>:</p>
<div class="highlight-yaml notranslate"><div class="highlight"><pre><span></span><code><span id="line-1"><span class="nt">overrides</span><span class="p">:</span>
</span><span id="line-2"><span class="w"> </span><span class="nt">agent_orchestration_model</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">plano/katanemo/Plano-Orchestrator-4B</span>
</span><span id="line-3">
</span><span id="line-4"><span class="nt">model_providers</span><span class="p">:</span>
</span><span id="line-5"><span class="w"> </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">model</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">katanemo/Plano-Orchestrator-4B</span>
</span><span id="line-6"><span class="w"> </span><span class="nt">provider_interface</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">plano</span>
</span><span id="line-7"><span class="w"> </span><span class="nt">base_url</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">http://&lt;your-server-ip&gt;:8000</span>
</span></code></pre></div>
</div>
</li>
<li><p><strong>Verify the server is running</strong></p>
<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span><code><span id="line-1">curl<span class="w"> </span>http://localhost:8000/health
</span><span id="line-2">curl<span class="w"> </span>http://localhost:8000/v1/models
</span></code></pre></div>
</div>
</li>
</ol>
</section>
<section id="next-steps">
<h2>Next Steps<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="#next-steps" x-intersect.margin.0%.0%.-70%.0%="activeSection = '#next-steps'"><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>
<ul class="simple">
@ -920,6 +993,7 @@ Plano makes it easy to build and scale these systems by managing the orchestrati
</li>
<li><a :data-current="activeSection === '#best-practices'" class="reference internal" href="#best-practices">Best Practices</a></li>
<li><a :data-current="activeSection === '#common-use-cases'" class="reference internal" href="#common-use-cases">Common Use Cases</a></li>
<li><a :data-current="activeSection === '#self-hosting-plano-orchestrator'" class="reference internal" href="#self-hosting-plano-orchestrator">Self-hosting Plano-Orchestrator</a></li>
<li><a :data-current="activeSection === '#next-steps'" class="reference internal" href="#next-steps">Next Steps</a></li>
</ul>
</div>
@ -929,7 +1003,7 @@ Plano makes it easy to build and scale these systems by managing the orchestrati
</div><footer class="py-6 border-t border-border md:py-0">
<div class="container flex flex-col items-center justify-between gap-4 md:h-24 md:flex-row">
<div class="flex flex-col items-center gap-4 px-8 md:flex-row md:gap-2 md:px-0">
<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Mar 13, 2026. </p>
<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Mar 15, 2026. </p>
</div>
</div>
</footer>

2
guides/prompt_guard.html
View file

@ -298,7 +298,7 @@ the agent. If validation fails (<code class="docutils literal notranslate"><span
</div><footer class="py-6 border-t border-border md:py-0">
<div class="container flex flex-col items-center justify-between gap-4 md:h-24 md:flex-row">
<div class="flex flex-col items-center gap-4 px-8 md:flex-row md:gap-2 md:px-0">
<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Mar 13, 2026. </p>
<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Mar 15, 2026. </p>
</div>
</div>
</footer>

2
guides/state.html
View file

@ -453,7 +453,7 @@
</div><footer class="py-6 border-t border-border md:py-0">
<div class="container flex flex-col items-center justify-between gap-4 md:h-24 md:flex-row">
<div class="flex flex-col items-center gap-4 px-8 md:flex-row md:gap-2 md:px-0">
<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Mar 13, 2026. </p>
<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Mar 15, 2026. </p>
</div>
</div>
</footer>

87
includes/llms.txt
View file

@ -1,6 +1,6 @@
Plano Docs v0.4.11
llms.txt (auto-generated)
Generated (UTC): 2026-03-13T07:29:03.348741+00:00
Generated (UTC): 2026-03-15T16:36:47.522404+00:00
Table of contents
- Agents (concepts/agents)
@ -3775,13 +3775,11 @@ This downloads the quantized GGUF model from HuggingFace and starts serving on h
Configure Plano to use local Arch-Router
routing:
model: Arch-Router
llm_provider: arch-router
overrides:
llm_routing_model: plano/hf.co/katanemo/Arch-Router-1.5B.gguf:Q4_K_M
model_providers:
- name: arch-router
model: arch/hf.co/katanemo/Arch-Router-1.5B.gguf:Q4_K_M
- model: plano/hf.co/katanemo/Arch-Router-1.5B.gguf:Q4_K_M
base_url: http://localhost:11434
- model: openai/gpt-5.2
@ -3835,13 +3833,11 @@ vllm serve ${SNAPSHOT_DIR}Arch-Router-1.5B-Q4_K_M.gguf \
Configure Plano to use the vLLM endpoint
routing:
model: Arch-Router
llm_provider: arch-router
overrides:
llm_routing_model: plano/Arch-Router
model_providers:
- name: arch-router
model: Arch-Router
- model: plano/Arch-Router
base_url: http://<your-server-ip>:10000
- model: openai/gpt-5.2
@ -5420,6 +5416,75 @@ agents:
- id: troubleshoot_agent
description: Diagnoses and resolves technical issues step by step
Self-hosting Plano-Orchestrator
By default, Plano uses a hosted Plano-Orchestrator endpoint. To self-host the orchestrator model, you can serve it using vLLM on a server with an NVIDIA GPU.
vLLM requires a Linux server with an NVIDIA GPU (CUDA). For local development on macOS, a GGUF version for Ollama is coming soon.
The following model variants are available on HuggingFace:
Plano-Orchestrator-4B — lighter model, suitable for development and testing
Plano-Orchestrator-4B-FP8 — FP8 quantized 4B model, lower memory usage
Plano-Orchestrator-30B-A3B — full-size model for production
Plano-Orchestrator-30B-A3B-FP8 — FP8 quantized 30B model, recommended for production deployments
Install vLLM
pip install vllm
Download the model and chat template
pip install huggingface_hub
huggingface-cli download katanemo/Plano-Orchestrator-4B
Start the vLLM server
For the 4B model (development):
vllm serve katanemo/Plano-Orchestrator-4B \
--host 0.0.0.0 \
--port 8000 \
--tensor-parallel-size 1 \
--gpu-memory-utilization 0.3 \
--tokenizer katanemo/Plano-Orchestrator-4B \
--chat-template chat_template.jinja \
--served-model-name katanemo/Plano-Orchestrator-4B \
--enable-prefix-caching
For the 30B-A3B-FP8 model (production):
vllm serve katanemo/Plano-Orchestrator-30B-A3B-FP8 \
--host 0.0.0.0 \
--port 8000 \
--tensor-parallel-size 1 \
--gpu-memory-utilization 0.9 \
--tokenizer katanemo/Plano-Orchestrator-30B-A3B-FP8 \
--chat-template chat_template.jinja \
--max-model-len 32768 \
--served-model-name katanemo/Plano-Orchestrator-30B-A3B-FP8 \
--enable-prefix-caching
Configure Plano to use the local orchestrator
Use the model name matching your --served-model-name:
overrides:
agent_orchestration_model: plano/katanemo/Plano-Orchestrator-4B
model_providers:
- model: katanemo/Plano-Orchestrator-4B
provider_interface: plano
base_url: http://<your-server-ip>:8000
Verify the server is running
curl http://localhost:8000/health
curl http://localhost:8000/v1/models
Next Steps
Learn more about agents and the inner vs. outer loop model

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