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concepts/agents.html
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@ -290,7 +290,7 @@ powerful abstraction for evolving your agent workflows over time.</p>
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@ -263,7 +263,7 @@ application to LLMs (API-based or hosted) via prompt targets.</p>
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@ -656,7 +656,7 @@ Implement fallback logic for better reliability:</p>
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@ -299,7 +299,7 @@ Use your preferred client library without changing existing code (see <a class="
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@ -977,7 +977,7 @@ Any provider that implements the OpenAI API interface can be configured using cu
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@ -469,7 +469,7 @@ that you can test and modify locally for multi-turn RAG scenarios.</p>
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@ -222,7 +222,7 @@ This gives Plano several advantages:</p>
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18
get_started/quickstart.html
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@ -308,12 +308,12 @@
<section id="step-2-start-plano-with-currency-conversion-config">
<h4>Step 2. Start plano with currency conversion config<a @click.prevent="window.navigator.clipboard.writeText($el.href); $el.setAttribute('data-tooltip', 'Copied!'); setTimeout(() =&gt; $el.setAttribute('data-tooltip', 'Copy link to this element'), 2000)" aria-label="Copy link to this element" class="headerlink" data-tooltip="Copy link to this element" href="#step-2-start-plano-with-currency-conversion-config"><svg height="1em" viewbox="0 0 24 24" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M3.9 12c0-1.71 1.39-3.1 3.1-3.1h4V7H7c-2.76 0-5 2.24-5 5s2.24 5 5 5h4v-1.9H7c-1.71 0-3.1-1.39-3.1-3.1zM8 13h8v-2H8v2zm9-6h-4v1.9h4c1.71 0 3.1 1.39 3.1 3.1s-1.39 3.1-3.1 3.1h-4V17h4c2.76 0 5-2.24 5-5s-2.24-5-5-5z"></path></svg></a></h4>
<div class="highlight-sh notranslate"><div class="highlight"><pre><span></span><code><span id="line-1">$<span class="w"> </span>planoai<span class="w"> </span>up<span class="w"> </span>plano_config.yaml
</span><span id="line-2"><span class="m">2024</span>-12-05<span class="w"> </span><span class="m">16</span>:56:27,979<span class="w"> </span>-<span class="w"> </span>cli.main<span class="w"> </span>-<span class="w"> </span>INFO<span class="w"> </span>-<span class="w"> </span>Starting<span class="w"> </span>plano<span class="w"> </span>cli<span class="w"> </span>version:<span class="w"> </span><span class="m">0</span>.1.5
</span><span id="line-2"><span class="m">2024</span>-12-05<span class="w"> </span><span class="m">16</span>:56:27,979<span class="w"> </span>-<span class="w"> </span>planoai.main<span class="w"> </span>-<span class="w"> </span>INFO<span class="w"> </span>-<span class="w"> </span>Starting<span class="w"> </span>plano<span class="w"> </span>cli<span class="w"> </span>version:<span class="w"> </span><span class="m">0</span>.1.5
</span><span id="line-3">...
</span><span id="line-4"><span class="m">2024</span>-12-05<span class="w"> </span><span class="m">16</span>:56:28,485<span class="w"> </span>-<span class="w"> </span>cli.utils<span class="w"> </span>-<span class="w"> </span>INFO<span class="w"> </span>-<span class="w"> </span>Schema<span class="w"> </span>validation<span class="w"> </span>successful!
</span><span id="line-5"><span class="m">2024</span>-12-05<span class="w"> </span><span class="m">16</span>:56:28,485<span class="w"> </span>-<span class="w"> </span>cli.main<span class="w"> </span>-<span class="w"> </span>INFO<span class="w"> </span>-<span class="w"> </span>Starting<span class="w"> </span>plano<span class="w"> </span>model<span class="w"> </span>server<span class="w"> </span>and<span class="w"> </span>plano<span class="w"> </span>gateway
</span><span id="line-4"><span class="m">2024</span>-12-05<span class="w"> </span><span class="m">16</span>:56:28,485<span class="w"> </span>-<span class="w"> </span>planoai.utils<span class="w"> </span>-<span class="w"> </span>INFO<span class="w"> </span>-<span class="w"> </span>Schema<span class="w"> </span>validation<span class="w"> </span>successful!
</span><span id="line-5"><span class="m">2024</span>-12-05<span class="w"> </span><span class="m">16</span>:56:28,485<span class="w"> </span>-<span class="w"> </span>planoai.main<span class="w"> </span>-<span class="w"> </span>INFO<span class="w"> </span>-<span class="w"> </span>Starting<span class="w"> </span>plano<span class="w"> </span>model<span class="w"> </span>server<span class="w"> </span>and<span class="w"> </span>plano<span class="w"> </span>gateway
</span><span id="line-6">...
</span><span id="line-7"><span class="m">2024</span>-12-05<span class="w"> </span><span class="m">16</span>:56:51,647<span class="w"> </span>-<span class="w"> </span>cli.core<span class="w"> </span>-<span class="w"> </span>INFO<span class="w"> </span>-<span class="w"> </span>Container<span class="w"> </span>is<span class="w"> </span>healthy!
</span><span id="line-7"><span class="m">2024</span>-12-05<span class="w"> </span><span class="m">16</span>:56:51,647<span class="w"> </span>-<span class="w"> </span>planoai.core<span class="w"> </span>-<span class="w"> </span>INFO<span class="w"> </span>-<span class="w"> </span>Container<span class="w"> </span>is<span class="w"> </span>healthy!
</span></code></pre></div>
</div>
<p>Once the gateway is up, you can start interacting with it at port 10000 using the OpenAI chat completion API.</p>
@ -370,11 +370,11 @@
<p>Once the config file is created, ensure that you have environment variables set up for <code class="docutils literal notranslate"><span class="pre">ANTHROPIC_API_KEY</span></code> and <code class="docutils literal notranslate"><span class="pre">OPENAI_API_KEY</span></code> (or these are defined in a <code class="docutils literal notranslate"><span class="pre">.env</span></code> file).</p>
<p>Start Plano:</p>
<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><code><span id="line-1"><span class="gp">$ </span>planoai<span class="w"> </span>up<span class="w"> </span>plano_config.yaml
</span><span id="line-2"><span class="go">2024-12-05 11:24:51,288 - cli.main - INFO - Starting plano cli version: 0.4.0</span>
</span><span id="line-3"><span class="go">2024-12-05 11:24:51,825 - cli.utils - INFO - Schema validation successful!</span>
</span><span id="line-4"><span class="go">2024-12-05 11:24:51,825 - cli.main - INFO - Starting plano</span>
</span><span id="line-2"><span class="go">2024-12-05 11:24:51,288 - planoai.main - INFO - Starting plano cli version: 0.4.0</span>
</span><span id="line-3"><span class="go">2024-12-05 11:24:51,825 - planoai.utils - INFO - Schema validation successful!</span>
</span><span id="line-4"><span class="go">2024-12-05 11:24:51,825 - planoai.main - INFO - Starting plano</span>
</span><span id="line-5"><span class="go">...</span>
</span><span id="line-6"><span class="go">2024-12-05 11:25:16,131 - cli.core - INFO - Container is healthy!</span>
</span><span id="line-6"><span class="go">2024-12-05 11:25:16,131 - planoai.core - INFO - Container is healthy!</span>
</span></code></pre></div>
</div>
</section>
@ -496,7 +496,7 @@
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@ -368,7 +368,7 @@ on the stuff that matters most.</p>
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guides/llm_router.html
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@ -503,7 +503,7 @@ Provides a practical mechanism to encode user preferences through domain-action
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@ -244,7 +244,7 @@ Access logs can be exported to centralized logging systems (e.g., ELK stack or F
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guides/observability/monitoring.html
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@ -256,7 +256,7 @@ are some sample configuration files for both, respectively.</p>
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@ -486,7 +486,7 @@ tools like AWS X-Ray and Datadog, enhancing observability and facilitating faste
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@ -925,7 +925,7 @@ Plano makes it easy to build and scale these systems by managing the orchestrati
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@ -294,7 +294,7 @@ the agent. If validation fails (<code class="docutils literal notranslate"><span
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18
includes/llms.txt
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@ -1,6 +1,6 @@
Plano Docs v0.4.0
llms.txt (auto-generated)
Generated (UTC): 2025-12-24T18:45:11.070226+00:00
Generated (UTC): 2025-12-25T22:56:00.149831+00:00
Table of contents
- Agents (concepts/agents)
@ -2601,12 +2601,12 @@ listeners:
Step 2. Start plano with currency conversion config
$ planoai up plano_config.yaml
2024-12-05 16:56:27,979 - cli.main - INFO - Starting plano cli version: 0.1.5
2024-12-05 16:56:27,979 - planoai.main - INFO - Starting plano cli version: 0.1.5
...
2024-12-05 16:56:28,485 - cli.utils - INFO - Schema validation successful!
2024-12-05 16:56:28,485 - cli.main - INFO - Starting plano model server and plano gateway
2024-12-05 16:56:28,485 - planoai.utils - INFO - Schema validation successful!
2024-12-05 16:56:28,485 - planoai.main - INFO - Starting plano model server and plano gateway
...
2024-12-05 16:56:51,647 - cli.core - INFO - Container is healthy!
2024-12-05 16:56:51,647 - planoai.core - INFO - Container is healthy!
Once the gateway is up, you can start interacting with it at port 10000 using the OpenAI chat completion API.
@ -2664,11 +2664,11 @@ Once the config file is created, ensure that you have environment variables set
Start Plano:
$ planoai up plano_config.yaml
2024-12-05 11:24:51,288 - cli.main - INFO - Starting plano cli version: 0.4.0
2024-12-05 11:24:51,825 - cli.utils - INFO - Schema validation successful!
2024-12-05 11:24:51,825 - cli.main - INFO - Starting plano
2024-12-05 11:24:51,288 - planoai.main - INFO - Starting plano cli version: 0.4.0
2024-12-05 11:24:51,825 - planoai.utils - INFO - Schema validation successful!
2024-12-05 11:24:51,825 - planoai.main - INFO - Starting plano
...
2024-12-05 11:25:16,131 - cli.core - INFO - Container is healthy!
2024-12-05 11:25:16,131 - planoai.core - INFO - Container is healthy!
Step 3: Interact with LLM

2
index.html
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@ -241,7 +241,7 @@ Resources</label><div class="sd-tab-content docutils">
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<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Dec 24, 2025. </p>
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</footer>

2
resources/configuration_reference.html
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@ -299,7 +299,7 @@ where prompts get routed to, apply guardrails, and enable critical agent observa
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<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Dec 24, 2025. </p>
<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Dec 25, 2025. </p>
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</footer>

2
resources/deployment.html
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@ -300,7 +300,7 @@
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<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: Dec 24, 2025. </p>
<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Dec 25, 2025. </p>
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2
resources/llms_txt.html
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@ -175,7 +175,7 @@
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<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: Dec 24, 2025. </p>
<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Dec 25, 2025. </p>
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2
resources/tech_overview/model_serving.html
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@ -195,7 +195,7 @@ own deployments), and Plano reaches them via HTTP.</p>
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<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Dec 24, 2025. </p>
<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Dec 25, 2025. </p>
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2
resources/tech_overview/request_lifecycle.html
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@ -372,7 +372,7 @@ processing request headers and then finalized by the HCM during post-request pro
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<div class="container flex flex-col items-center justify-between gap-4 md:h-24 md:flex-row">
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<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Dec 24, 2025. </p>
<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Dec 25, 2025. </p>
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resources/tech_overview/tech_overview.html
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@ -196,7 +196,7 @@
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<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Dec 24, 2025. </p>
<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Dec 25, 2025. </p>
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resources/tech_overview/threading_model.html
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@ -196,7 +196,7 @@ hardware threads on the machine.</p>
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<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Dec 24, 2025. </p>
<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Dec 25, 2025. </p>
</div>
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2
search.html
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@ -216,7 +216,7 @@
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<div class="container flex flex-col items-center justify-between gap-4 md:h-24 md:flex-row">
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<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc&nbsp;Last updated: Dec 24, 2025.&nbsp;</p>
<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc&nbsp;Last updated: Dec 25, 2025.&nbsp;</p>
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