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commit ecc29fe91f2352bf2a50b3c3db217f97d6111021
Author: GitHub Actions <[email protected]>
AuthorDate: Sun Apr 5 05:17:07 2026 +0000
Deploy site from 8571806e8b8d0584e5a192ffc79e8343e63208fb
---
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.../_ssgManifest.js | 0
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b/content/_next/static/C5lS9BHTu22ED62BGGBsJ/_ssgManifest.js
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diff --git a/content/docs/_sources/ecosystem.rst.txt
b/content/docs/_sources/ecosystem.rst.txt
new file mode 100644
index 00000000..fa8e334f
--- /dev/null
+++ b/content/docs/_sources/ecosystem.rst.txt
@@ -0,0 +1,208 @@
+..
+ Licensed to the Apache Software Foundation (ASF) under one
+ or more contributor license agreements. See the NOTICE file
+ distributed with this work for additional information
+ regarding copyright ownership. The ASF licenses this file
+ to you under the Apache License, Version 2.0 (the
+ "License"); you may not use this file except in compliance
+ with the License. You may obtain a copy of the License at
+
+ http://www.apache.org/licenses/LICENSE-2.0
+
+ Unless required by applicable law or agreed to in writing,
+ software distributed under the License is distributed on an
+ "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+ KIND, either express or implied. See the License for the
+ specific language governing permissions and limitations
+ under the License.
+
+=========
+Ecosystem
+=========
+
+Welcome to the Apache Burr Ecosystem page. This page lists all available
integrations with documentation and example links.
+
+.. note::
+ This page is a work in progress. If you have an integration or example
you'd like to share, please `open a PR <https://github.com/apache/burr/pulls>`_!
+
+----
+
+LLM & AI Frameworks
+--------------------
+
+.. list-table::
+ :widths: 20 40 40
+ :header-rows: 1
+
+ * - Integration
+ - Description
+ - Documentation
+ * - **OpenAI**
+ - Use OpenAI models (and any OpenAI API-compatible server) inside Burr
actions.
+ - `Example
<https://github.com/apache/burr/tree/main/examples/openai-compatible-agent>`__
+ * - **LangChain / LCEL**
+ - Use LangChain chains and runnables as Burr actions. Includes a custom
serialization plugin to persist LangChain objects in state.
+ - :doc:`Reference <reference/integrations/langchain>` |
+ `Multi-agent example
<https://github.com/apache/burr/tree/main/examples/multi-agent-collaboration>`__
|
+ `Custom serde example
<https://github.com/apache/burr/tree/main/examples/custom-serde>`__
+ * - **Haystack**
+ - Wrap Haystack ``Component`` objects as Burr ``Action`` using
``HaystackAction``, or convert an entire Haystack pipeline to a Burr graph.
+ - :doc:`Reference <reference/integrations/haystack>` |
+ `Example
<https://github.com/apache/burr/tree/main/examples/haystack-integration>`__
+ * - **Instructor**
+ - Get structured outputs from LLMs via the Instructor library inside Burr
actions.
+ - `Example
<https://github.com/apache/burr/tree/main/examples/instructor-gemini-flash>`__
+
+----
+
+Orchestration & Dataflows
+--------------------------
+
+.. list-table::
+ :widths: 20 40 40
+ :header-rows: 1
+
+ * - Integration
+ - Description
+ - Documentation
+ * - **Hamilton**
+ - Embed Hamilton dataflows as Burr actions using the ``Hamilton`` action
construct and helper functions ``from_state``, ``from_value``,
``update_state``, and ``append_state``.
+ - :doc:`Reference <reference/integrations/hamilton>` |
+ `Example
<https://github.com/apache/burr/tree/main/examples/hamilton-integration>`__ |
+ `Multi-agent example
<https://github.com/apache/burr/tree/main/examples/integrations/hamilton>`__
+
+----
+
+Distributed Computing
+---------------------
+
+.. list-table::
+ :widths: 20 40 40
+ :header-rows: 1
+
+ * - Integration
+ - Description
+ - Documentation
+ * - **Ray**
+ - Run parallel Burr sub-applications on a Ray cluster using
``RayExecutor``.
+ - :doc:`Reference <reference/integrations/ray>` |
+ `Example <https://github.com/apache/burr/tree/main/examples/ray>`__
+
+----
+
+State Persistence
+-----------------
+
+Burr provides pluggable state persisters so your application state survives
restarts and scales across services.
+See :doc:`reference/persister` for the full API reference.
+
+.. list-table::
+ :widths: 20 40 40
+ :header-rows: 1
+
+ * - Integration
+ - Description
+ - Documentation
+ * - **SQLite**
+ - Lightweight file-based persistence. Ships with Burr (no extra install).
Sync and async variants available.
+ - :doc:`Reference <reference/persister>`
+ * - **PostgreSQL**
+ - Production-grade relational database persistence via ``psycopg2``
(sync) and ``asyncpg`` (async).
+ - :doc:`Reference <reference/persister>`
+ * - **Redis**
+ - In-memory key-value store persistence. Sync and async variants
available.
+ - :doc:`Reference <reference/persister>`
+ * - **MongoDB**
+ - Document-store persistence via ``pymongo``.
+ - :doc:`Reference <reference/persister>`
+
+----
+
+Vector Stores
+-------------
+
+.. list-table::
+ :widths: 20 40 40
+ :header-rows: 1
+
+ * - Integration
+ - Description
+ - Documentation
+ * - **LanceDB**
+ - Serverless, embedded vector database. Ideal for local or cloud RAG
pipelines.
+ - `RAG example
<https://github.com/apache/burr/tree/main/examples/rag-lancedb-ingestion>`__
+ * - **Qdrant**
+ - Scalable vector similarity search engine for conversational RAG.
+ - `Conversational RAG example
<https://github.com/apache/burr/tree/main/examples/conversational-rag>`__
+
+----
+
+Observability
+-------------
+
+.. list-table::
+ :widths: 20 40 40
+ :header-rows: 1
+
+ * - Integration
+ - Description
+ - Documentation
+ * - **OpenTelemetry**
+ - Export Burr traces to any OpenTelemetry-compatible backend. Burr can
also capture traces emitted *within* an action and forward them.
+ - :doc:`Reference <reference/integrations/opentelemetry>` |
+ `Example
<https://github.com/apache/burr/tree/main/examples/opentelemetry>`__ |
+ `Blog post
<https://blog.dagworks.io/p/9ef2488a-ff8a-4feb-b37f-1d9a781068ac/>`__
+ * - **Traceloop / OpenLLMetry**
+ - AI-focused OpenTelemetry vendor. Use Traceloop's ``openllmetry``
library together with Burr's OpenTelemetry bridge for LLM-aware tracing.
+ - :doc:`Reference <reference/integrations/traceloop>` |
+ `Example
<https://github.com/apache/burr/tree/main/examples/opentelemetry>`__ |
+ `Blog post
<https://blog.dagworks.io/p/9ef2488a-ff8a-4feb-b37f-1d9a781068ac/>`__
+
+----
+
+Data Validation & Serialization
+--------------------------------
+
+.. list-table::
+ :widths: 20 40 40
+ :header-rows: 1
+
+ * - Integration
+ - Description
+ - Documentation
+ * - **Pydantic**
+ - Type-check Burr state fields with Pydantic models, and
serialize/deserialize state using Pydantic's serde support.
+ - :doc:`Reference <reference/integrations/pydantic>` |
+ :doc:`State typing docs <concepts/state-typing>` |
+ :doc:`Serde docs <concepts/serde>`
+ * - **LangChain serde**
+ - Custom serialization plugin to persist LangChain objects (messages,
chains, etc.) in Burr state.
+ - :doc:`Serde docs <concepts/serde>` |
+ `Example
<https://github.com/apache/burr/tree/main/examples/custom-serde>`__
+ * - **Pandas serde**
+ - Custom serialization plugin to persist Pandas ``DataFrame`` objects in
Burr state.
+ - :doc:`Serde docs <concepts/serde>`
+ * - **Pickle serde**
+ - Fallback serialization plugin using Python's built-in ``pickle`` for
arbitrary objects.
+ - :doc:`Serde docs <concepts/serde>`
+
+----
+
+Web & API
+---------
+
+.. list-table::
+ :widths: 20 40 40
+ :header-rows: 1
+
+ * - Integration
+ - Description
+ - Documentation
+ * - **FastAPI**
+ - Serve Burr applications over HTTP with streaming support via FastAPI
and server-sent events (SSE).
+ - `Streaming FastAPI example
<https://github.com/apache/burr/tree/main/examples/streaming-fastapi>`__ |
+ `Web server example
<https://github.com/apache/burr/tree/main/examples/web-server>`__
+ * - **Streamlit**
+ - Debug and visualize Burr state machines interactively in Streamlit apps
using utility functions such as ``render_state_machine`` and
``render_explorer``.
+ - :doc:`Reference <reference/integrations/streamlit>` |
+ `Example
<https://github.com/apache/burr/tree/main/examples/simple-chatbot-intro>`__
diff --git a/content/docs/_sources/index.rst.txt
b/content/docs/_sources/index.rst.txt
index 0f299401..b30309bc 100644
--- a/content/docs/_sources/index.rst.txt
+++ b/content/docs/_sources/index.rst.txt
@@ -29,6 +29,7 @@
concepts/index
reference/index
contributing/index
+ ecosystem
.. toctree::
:hidden:
diff --git a/content/docs/asf/index.html b/content/docs/asf/index.html
index d943fd0c..2cc75fc7 100644
--- a/content/docs/asf/index.html
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<meta name="viewport" content="width=device-width,initial-scale=1">
<meta name="color-scheme" content="light dark"><meta name="viewport"
content="width=device-width, initial-scale=1" />
-<link rel="index" title="Index" href="../genindex/"><link rel="search"
title="Search" href="../search/"><link rel="prev" title="Contributing"
href="../contributing/contributing/">
+<link rel="index" title="Index" href="../genindex/"><link rel="search"
title="Search" href="../search/"><link rel="prev" title="Ecosystem"
href="../ecosystem/">
<link rel="canonical" href="https://burr.apache.org/docs/asf/";>
<link rel="prefetch" href="../_static/burr_logo.svg" as="image">
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<li class="toctree-l2"><a class="reference internal"
href="../contributing/contributing/">Contributing</a></li>
</ul>
</li>
+<li class="toctree-l1"><a class="reference internal"
href="../ecosystem/">Ecosystem</a></li>
</ul>
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@@ -423,14 +424,14 @@ s=d.getElementsByTagName('script')[0];
<div class="related-pages">
- <a class="prev-page" href="../contributing/contributing/">
+ <a class="prev-page" href="../ecosystem/">
<svg class="furo-related-icon"><use
href="#svg-arrow-right"></use></svg>
<div class="page-info">
<div class="context">
<span>Previous</span>
</div>
- <div class="title">Contributing</div>
+ <div class="title">Ecosystem</div>
</div>
</a>
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href="../../ecosystem/">Ecosystem</a></li>
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<li class="toctree-l2"><a class="reference internal"
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href="../../ecosystem/">Ecosystem</a></li>
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<li class="toctree-l2"><a class="reference internal"
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+<li class="toctree-l1"><a class="reference internal"
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<li class="toctree-l2"><a class="reference internal"
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href="../../asf/"><link rel="prev" title="Architecture" href="../architecture/">
+<link rel="index" title="Index" href="../../genindex/"><link rel="search"
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href="../../ecosystem/"><link rel="prev" title="Architecture"
href="../architecture/">
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<footer>
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diff --git a/content/docs/main/index.html b/content/docs/ecosystem/index.html
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<meta name="viewport" content="width=device-width,initial-scale=1">
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content="width=device-width, initial-scale=1" />
-<link rel="index" title="Index" href="../genindex/"><link rel="search"
title="Search" href="../search/">
- <link rel="canonical" href="https://burr.apache.org/docs/main/";>
+<link rel="index" title="Index" href="../genindex/"><link rel="search"
title="Search" href="../search/"><link rel="next" title="ASF"
href="../asf/"><link rel="prev" title="Contributing"
href="../contributing/contributing/">
+ <link rel="canonical" href="https://burr.apache.org/docs/ecosystem/";>
<link rel="prefetch" href="../_static/burr_logo.svg" as="image">
<link rel="shortcut icon" href="../_static/favicon.ico"><!-- Generated
with Sphinx 8.2.3 and Furo 2025.12.19 -->
- <title>Apache Burr - Apache Burr</title>
+ <title>Ecosystem - Apache Burr</title>
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<div id="searchbox"></div><div class="sidebar-scroll"><div
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<p class="caption" role="heading"><span class="caption-text">Apache
Burr</span></p>
-<ul>
+<ul class="current">
<li class="toctree-l1 has-children"><a class="reference internal"
href="../getting_started/">Get started</a><input aria-label="Toggle navigation
of Get started" class="toctree-checkbox" id="toctree-checkbox-1"
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@@ -347,6 +347,7 @@ s=d.getElementsByTagName('script')[0];
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internal" href="#">Ecosystem</a></li>
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<ul>
@@ -400,86 +401,278 @@ s=d.getElementsByTagName('script')[0];
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</div>
<article role="main" id="furo-main-content">
- <section id="apache-burr">
-<h1>Apache Burr<a class="headerlink" href="#apache-burr" title="Link to this
heading">¶</a></h1>
-<p>Welcome to Apache Burr (Incubating)’s documentation.</p>
-<p>For a quick overview of Apache Burr, watch <a class="reference external"
href="https://www.loom.com/share/a10f163428b942fea55db1a84b1140d8?sid=1512863b-f533-4a42-a2f3-95b13deb07c9";>this
walkthrough</a>
-or read <a class="reference external"
href="https://blog.dagworks.io/p/burr-develop-stateful-ai-applications?r=2cg5z1&utm_campaign=post&utm_medium=web";>our
blog post</a>. The following video is
-a longer demo of building a simple chatbot application with Apache Burr using
<a class="reference external"
href="https://github.com/apache/burr/blob/main/examples/conversational-rag/simple_example/notebook.ipynb";>this
notebook</a>:</p>
-<a class="reference external image-reference"
href="https://www.youtube.com/watch?v=rEZ4oDN0GdU";><img alt="Apache Burr Demo
Video" class="align-center" src="../_images/burr_video_thumbnail.jpg"
style="width: 600px;" />
-</a>
-<p>For more details about how Apache Burr works, what problems it solves, and
how to use it, read on!</p>
-<p>You’ll find this documentation separated into three sections.</p>
-<ul class="simple">
-<li><p>If you don’t know where to start, go to <a class="reference internal"
href="../getting_started/#gettingstarted"><span class="std std-ref">getting
started</span></a>.</p></li>
-<li><p>If you’re looking to build a mental model/read more, go to <a
class="reference internal" href="../concepts/#id1"><span class="std
std-ref">concepts</span></a>.</p></li>
-<li><p>If you’re looking for a specific piece of information, go to <a
class="reference internal" href="../reference/#reference"><span class="std
std-ref">reference</span></a>.</p></li>
-</ul>
-<p>We also ask that you:</p>
-<ul class="simple">
-<li><p>Report any bugs, issues, or feature requests via <a class="reference
external" href="https://github.com/apache/burr/issues";>GitHub Issues</a> or <a
class="reference external"
href="https://github.com/apache/burr/discussions";>GitHub
Discussions</a>.</p></li>
-<li><p>Give us a star on <a class="reference external"
href="https://github.com/apache/burr";>GitHub</a> if you like the
project!</p></li>
-</ul>
-<section id="testimonials">
-<h2>Testimonials<a class="headerlink" href="#testimonials" title="Link to this
heading">¶</a></h2>
-<link rel="stylesheet" type="text/css" href="_static/testimonials.css">
- <div class="testimonial-container">
- <div class="testimonial-card">
- <div class="testimonial-content">
- <p>"After evaluating several other obfuscating LLM frame-works,
their elegant yet comprehensive state management solution proved to be the
powerful answer to rolling out robots driven by AI decision making."</p>
- <h4>Ashish Ghosh</h4>
- <span>CTO, Peanut Robotics</span>
- </div>
- </div>
-
- <div class="testimonial-card">
- <div class="testimonial-content">
- <p>"Of course, you can use it [LangChain], but whether it's really
production-ready and improves the time from 'code-to-prod' [...], we've been
doing LLM apps for two years, and the answer is no [...] All these 'all-in-one'
libs suffer from this [...]. Honestly, take a look at Burr. Thank me
later."</p>
- <h4>Reddit User</h4>
- <span>LocalLlama, Subreddit</span>
- </div>
- </div>
-
- <div class="testimonial-card">
- <div class="testimonial-content">
- <p>"Using Burr is a no-brainer if you want to build a modular AI
application. It is so easy to build with and I especially love their UI which
makes debugging, a piece of cake. And the always ready to help team, is the
cherry on top."</p>
- <h4>Ishita</h4>
- <span>Founder, Watto.ai</span>
- </div>
- </div>
-
- <div class="testimonial-card">
- <div class="testimonial-content">
- <p>"I just came across Burr and I'm like WOW, this seems like you
guys predicted this exact need when building this. No weird esoteric concepts
just because it's AI."</p>
- <h4>Matthew Rideout</h4>
- <span>Staff Software Engineer, Paxton AI</span>
- </div>
- </div>
-
- <div class="testimonial-card">
- <div class="testimonial-content">
- <p>"Burr's state management part is really helpful for creating
state snapshots and build debugging, replaying and even building evaluation
cases around that"</p>
- <h4>Rinat Gareev</h4>
- <span>Senior Solutions Architect, Provectus</span>
- </div>
- </div>
-
- <div class="testimonial-card">
- <div class="testimonial-content">
- <p>"I have been using Burr over the past few months, and compared
to many agentic LLM platforms out there (e.g. LangChain, CrewAi, AutoGen,
Agency Swarm, etc), Burr provides a more robust framework for designing complex
behaviors."</p>
- <h4>Hadi Nayebi</h4>
- <span>Co-founder, CognitiveGraphs</span>
- </div>
- </div>
-
- <div class="testimonial-card">
- <div class="testimonial-content">
- <p>"Moving from LangChain to Burr was a game-changer!
<br/>Time-Saving: It took me just a few hours to get started with Burr,
compared to the days and weeks I spent trying to navigate LangChain.
<br/>Cleaner Implementation: With Burr, I could finally have a cleaner, more
sophisticated, and stable implementation. No more wrestling with complex
codebases. <br/>Team Adoption: I pitched Burr to my teammates, and we pivoted
our entire codebase to it. It's been a smooth ride ever s [...]
- <h4>Aditya K.</h4>
- <span>DS Architect, TaskHuman</span>
- </div>
- </div>
-</div></section>
+ <section id="ecosystem">
+<h1>Ecosystem<a class="headerlink" href="#ecosystem" title="Link to this
heading">¶</a></h1>
+<p>Welcome to the Apache Burr Ecosystem page. This page lists all available
integrations with documentation and example links.</p>
+<div class="admonition note">
+<p class="admonition-title">Note</p>
+<p>This page is a work in progress. If you have an integration or example
you’d like to share, please <a class="reference external"
href="https://github.com/apache/burr/pulls";>open a PR</a>!</p>
+</div>
+<hr class="docutils" />
+<section id="llm-ai-frameworks">
+<h2>LLM & AI Frameworks<a class="headerlink" href="#llm-ai-frameworks"
title="Link to this heading">¶</a></h2>
+<div class="table-wrapper colwidths-given docutils container">
+<table class="docutils align-default">
+<colgroup>
+<col style="width: 20.0%" />
+<col style="width: 40.0%" />
+<col style="width: 40.0%" />
+</colgroup>
+<thead>
+<tr class="row-odd"><th class="head"><p>Integration</p></th>
+<th class="head"><p>Description</p></th>
+<th class="head"><p>Documentation</p></th>
+</tr>
+</thead>
+<tbody>
+<tr class="row-even"><td><p><strong>OpenAI</strong></p></td>
+<td><p>Use OpenAI models (and any OpenAI API-compatible server) inside Burr
actions.</p></td>
+<td><p><a class="reference external"
href="https://github.com/apache/burr/tree/main/examples/openai-compatible-agent";>Example</a></p></td>
+</tr>
+<tr class="row-odd"><td><p><strong>LangChain / LCEL</strong></p></td>
+<td><p>Use LangChain chains and runnables as Burr actions. Includes a custom
serialization plugin to persist LangChain objects in state.</p></td>
+<td><p><a class="reference internal"
href="../reference/integrations/langchain/"><span
class="doc">Reference</span></a> |
+<a class="reference external"
href="https://github.com/apache/burr/tree/main/examples/multi-agent-collaboration";>Multi-agent
example</a> |
+<a class="reference external"
href="https://github.com/apache/burr/tree/main/examples/custom-serde";>Custom
serde example</a></p></td>
+</tr>
+<tr class="row-even"><td><p><strong>Haystack</strong></p></td>
+<td><p>Wrap Haystack <code class="docutils literal notranslate"><span
class="pre">Component</span></code> objects as Burr <code class="docutils
literal notranslate"><span class="pre">Action</span></code> using <code
class="docutils literal notranslate"><span
class="pre">HaystackAction</span></code>, or convert an entire Haystack
pipeline to a Burr graph.</p></td>
+<td><p><a class="reference internal"
href="../reference/integrations/haystack/"><span
class="doc">Reference</span></a> |
+<a class="reference external"
href="https://github.com/apache/burr/tree/main/examples/haystack-integration";>Example</a></p></td>
+</tr>
+<tr class="row-odd"><td><p><strong>Instructor</strong></p></td>
+<td><p>Get structured outputs from LLMs via the Instructor library inside Burr
actions.</p></td>
+<td><p><a class="reference external"
href="https://github.com/apache/burr/tree/main/examples/instructor-gemini-flash";>Example</a></p></td>
+</tr>
+</tbody>
+</table>
+</div>
+</section>
+<hr class="docutils" />
+<section id="orchestration-dataflows">
+<h2>Orchestration & Dataflows<a class="headerlink"
href="#orchestration-dataflows" title="Link to this heading">¶</a></h2>
+<div class="table-wrapper colwidths-given docutils container">
+<table class="docutils align-default">
+<colgroup>
+<col style="width: 20.0%" />
+<col style="width: 40.0%" />
+<col style="width: 40.0%" />
+</colgroup>
+<thead>
+<tr class="row-odd"><th class="head"><p>Integration</p></th>
+<th class="head"><p>Description</p></th>
+<th class="head"><p>Documentation</p></th>
+</tr>
+</thead>
+<tbody>
+<tr class="row-even"><td><p><strong>Hamilton</strong></p></td>
+<td><p>Embed Hamilton dataflows as Burr actions using the <code
class="docutils literal notranslate"><span class="pre">Hamilton</span></code>
action construct and helper functions <code class="docutils literal
notranslate"><span class="pre">from_state</span></code>, <code class="docutils
literal notranslate"><span class="pre">from_value</span></code>, <code
class="docutils literal notranslate"><span
class="pre">update_state</span></code>, and <code class="docutils literal
notranslate"><s [...]
+<td><p><a class="reference internal"
href="../reference/integrations/hamilton/"><span
class="doc">Reference</span></a> |
+<a class="reference external"
href="https://github.com/apache/burr/tree/main/examples/hamilton-integration";>Example</a>
|
+<a class="reference external"
href="https://github.com/apache/burr/tree/main/examples/integrations/hamilton";>Multi-agent
example</a></p></td>
+</tr>
+</tbody>
+</table>
+</div>
+</section>
+<hr class="docutils" />
+<section id="distributed-computing">
+<h2>Distributed Computing<a class="headerlink" href="#distributed-computing"
title="Link to this heading">¶</a></h2>
+<div class="table-wrapper colwidths-given docutils container">
+<table class="docutils align-default">
+<colgroup>
+<col style="width: 20.0%" />
+<col style="width: 40.0%" />
+<col style="width: 40.0%" />
+</colgroup>
+<thead>
+<tr class="row-odd"><th class="head"><p>Integration</p></th>
+<th class="head"><p>Description</p></th>
+<th class="head"><p>Documentation</p></th>
+</tr>
+</thead>
+<tbody>
+<tr class="row-even"><td><p><strong>Ray</strong></p></td>
+<td><p>Run parallel Burr sub-applications on a Ray cluster using <code
class="docutils literal notranslate"><span
class="pre">RayExecutor</span></code>.</p></td>
+<td><p><a class="reference internal"
href="../reference/integrations/ray/"><span class="doc">Reference</span></a> |
+<a class="reference external"
href="https://github.com/apache/burr/tree/main/examples/ray";>Example</a></p></td>
+</tr>
+</tbody>
+</table>
+</div>
+</section>
+<hr class="docutils" />
+<section id="state-persistence">
+<h2>State Persistence<a class="headerlink" href="#state-persistence"
title="Link to this heading">¶</a></h2>
+<p>Burr provides pluggable state persisters so your application state survives
restarts and scales across services.
+See <a class="reference internal" href="../reference/persister/"><span
class="doc">State Persistence</span></a> for the full API reference.</p>
+<div class="table-wrapper colwidths-given docutils container">
+<table class="docutils align-default">
+<colgroup>
+<col style="width: 20.0%" />
+<col style="width: 40.0%" />
+<col style="width: 40.0%" />
+</colgroup>
+<thead>
+<tr class="row-odd"><th class="head"><p>Integration</p></th>
+<th class="head"><p>Description</p></th>
+<th class="head"><p>Documentation</p></th>
+</tr>
+</thead>
+<tbody>
+<tr class="row-even"><td><p><strong>SQLite</strong></p></td>
+<td><p>Lightweight file-based persistence. Ships with Burr (no extra install).
Sync and async variants available.</p></td>
+<td><p><a class="reference internal" href="../reference/persister/"><span
class="doc">Reference</span></a></p></td>
+</tr>
+<tr class="row-odd"><td><p><strong>PostgreSQL</strong></p></td>
+<td><p>Production-grade relational database persistence via <code
class="docutils literal notranslate"><span class="pre">psycopg2</span></code>
(sync) and <code class="docutils literal notranslate"><span
class="pre">asyncpg</span></code> (async).</p></td>
+<td><p><a class="reference internal" href="../reference/persister/"><span
class="doc">Reference</span></a></p></td>
+</tr>
+<tr class="row-even"><td><p><strong>Redis</strong></p></td>
+<td><p>In-memory key-value store persistence. Sync and async variants
available.</p></td>
+<td><p><a class="reference internal" href="../reference/persister/"><span
class="doc">Reference</span></a></p></td>
+</tr>
+<tr class="row-odd"><td><p><strong>MongoDB</strong></p></td>
+<td><p>Document-store persistence via <code class="docutils literal
notranslate"><span class="pre">pymongo</span></code>.</p></td>
+<td><p><a class="reference internal" href="../reference/persister/"><span
class="doc">Reference</span></a></p></td>
+</tr>
+</tbody>
+</table>
+</div>
+</section>
+<hr class="docutils" />
+<section id="vector-stores">
+<h2>Vector Stores<a class="headerlink" href="#vector-stores" title="Link to
this heading">¶</a></h2>
+<div class="table-wrapper colwidths-given docutils container">
+<table class="docutils align-default">
+<colgroup>
+<col style="width: 20.0%" />
+<col style="width: 40.0%" />
+<col style="width: 40.0%" />
+</colgroup>
+<thead>
+<tr class="row-odd"><th class="head"><p>Integration</p></th>
+<th class="head"><p>Description</p></th>
+<th class="head"><p>Documentation</p></th>
+</tr>
+</thead>
+<tbody>
+<tr class="row-even"><td><p><strong>LanceDB</strong></p></td>
+<td><p>Serverless, embedded vector database. Ideal for local or cloud RAG
pipelines.</p></td>
+<td><p><a class="reference external"
href="https://github.com/apache/burr/tree/main/examples/rag-lancedb-ingestion";>RAG
example</a></p></td>
+</tr>
+<tr class="row-odd"><td><p><strong>Qdrant</strong></p></td>
+<td><p>Scalable vector similarity search engine for conversational
RAG.</p></td>
+<td><p><a class="reference external"
href="https://github.com/apache/burr/tree/main/examples/conversational-rag";>Conversational
RAG example</a></p></td>
+</tr>
+</tbody>
+</table>
+</div>
+</section>
+<hr class="docutils" />
+<section id="observability">
+<h2>Observability<a class="headerlink" href="#observability" title="Link to
this heading">¶</a></h2>
+<div class="table-wrapper colwidths-given docutils container">
+<table class="docutils align-default">
+<colgroup>
+<col style="width: 20.0%" />
+<col style="width: 40.0%" />
+<col style="width: 40.0%" />
+</colgroup>
+<thead>
+<tr class="row-odd"><th class="head"><p>Integration</p></th>
+<th class="head"><p>Description</p></th>
+<th class="head"><p>Documentation</p></th>
+</tr>
+</thead>
+<tbody>
+<tr class="row-even"><td><p><strong>OpenTelemetry</strong></p></td>
+<td><p>Export Burr traces to any OpenTelemetry-compatible backend. Burr can
also capture traces emitted <em>within</em> an action and forward them.</p></td>
+<td><p><a class="reference internal"
href="../reference/integrations/opentelemetry/"><span
class="doc">Reference</span></a> |
+<a class="reference external"
href="https://github.com/apache/burr/tree/main/examples/opentelemetry";>Example</a>
|
+<a class="reference external"
href="https://blog.dagworks.io/p/9ef2488a-ff8a-4feb-b37f-1d9a781068ac/";>Blog
post</a></p></td>
+</tr>
+<tr class="row-odd"><td><p><strong>Traceloop / OpenLLMetry</strong></p></td>
+<td><p>AI-focused OpenTelemetry vendor. Use Traceloop’s <code class="docutils
literal notranslate"><span class="pre">openllmetry</span></code> library
together with Burr’s OpenTelemetry bridge for LLM-aware tracing.</p></td>
+<td><p><a class="reference internal"
href="../reference/integrations/traceloop/"><span
class="doc">Reference</span></a> |
+<a class="reference external"
href="https://github.com/apache/burr/tree/main/examples/opentelemetry";>Example</a>
|
+<a class="reference external"
href="https://blog.dagworks.io/p/9ef2488a-ff8a-4feb-b37f-1d9a781068ac/";>Blog
post</a></p></td>
+</tr>
+</tbody>
+</table>
+</div>
+</section>
+<hr class="docutils" />
+<section id="data-validation-serialization">
+<h2>Data Validation & Serialization<a class="headerlink"
href="#data-validation-serialization" title="Link to this heading">¶</a></h2>
+<div class="table-wrapper colwidths-given docutils container">
+<table class="docutils align-default">
+<colgroup>
+<col style="width: 20.0%" />
+<col style="width: 40.0%" />
+<col style="width: 40.0%" />
+</colgroup>
+<thead>
+<tr class="row-odd"><th class="head"><p>Integration</p></th>
+<th class="head"><p>Description</p></th>
+<th class="head"><p>Documentation</p></th>
+</tr>
+</thead>
+<tbody>
+<tr class="row-even"><td><p><strong>Pydantic</strong></p></td>
+<td><p>Type-check Burr state fields with Pydantic models, and
serialize/deserialize state using Pydantic’s serde support.</p></td>
+<td><p><a class="reference internal"
href="../reference/integrations/pydantic/"><span
class="doc">Reference</span></a> |
+<a class="reference internal" href="../concepts/state-typing/"><span
class="doc">State typing docs</span></a> |
+<a class="reference internal" href="../concepts/serde/"><span
class="doc">Serde docs</span></a></p></td>
+</tr>
+<tr class="row-odd"><td><p><strong>LangChain serde</strong></p></td>
+<td><p>Custom serialization plugin to persist LangChain objects (messages,
chains, etc.) in Burr state.</p></td>
+<td><p><a class="reference internal" href="../concepts/serde/"><span
class="doc">Serde docs</span></a> |
+<a class="reference external"
href="https://github.com/apache/burr/tree/main/examples/custom-serde";>Example</a></p></td>
+</tr>
+<tr class="row-even"><td><p><strong>Pandas serde</strong></p></td>
+<td><p>Custom serialization plugin to persist Pandas <code class="docutils
literal notranslate"><span class="pre">DataFrame</span></code> objects in Burr
state.</p></td>
+<td><p><a class="reference internal" href="../concepts/serde/"><span
class="doc">Serde docs</span></a></p></td>
+</tr>
+<tr class="row-odd"><td><p><strong>Pickle serde</strong></p></td>
+<td><p>Fallback serialization plugin using Python’s built-in <code
class="docutils literal notranslate"><span class="pre">pickle</span></code> for
arbitrary objects.</p></td>
+<td><p><a class="reference internal" href="../concepts/serde/"><span
class="doc">Serde docs</span></a></p></td>
+</tr>
+</tbody>
+</table>
+</div>
+</section>
+<hr class="docutils" />
+<section id="web-api">
+<h2>Web & API<a class="headerlink" href="#web-api" title="Link to this
heading">¶</a></h2>
+<div class="table-wrapper colwidths-given docutils container">
+<table class="docutils align-default">
+<colgroup>
+<col style="width: 20.0%" />
+<col style="width: 40.0%" />
+<col style="width: 40.0%" />
+</colgroup>
+<thead>
+<tr class="row-odd"><th class="head"><p>Integration</p></th>
+<th class="head"><p>Description</p></th>
+<th class="head"><p>Documentation</p></th>
+</tr>
+</thead>
+<tbody>
+<tr class="row-even"><td><p><strong>FastAPI</strong></p></td>
+<td><p>Serve Burr applications over HTTP with streaming support via FastAPI
and server-sent events (SSE).</p></td>
+<td><p><a class="reference external"
href="https://github.com/apache/burr/tree/main/examples/streaming-fastapi";>Streaming
FastAPI example</a> |
+<a class="reference external"
href="https://github.com/apache/burr/tree/main/examples/web-server";>Web server
example</a></p></td>
+</tr>
+<tr class="row-odd"><td><p><strong>Streamlit</strong></p></td>
+<td><p>Debug and visualize Burr state machines interactively in Streamlit apps
using utility functions such as <code class="docutils literal
notranslate"><span class="pre">render_state_machine</span></code> and <code
class="docutils literal notranslate"><span
class="pre">render_explorer</span></code>.</p></td>
+<td><p><a class="reference internal"
href="../reference/integrations/streamlit/"><span
class="doc">Reference</span></a> |
+<a class="reference external"
href="https://github.com/apache/burr/tree/main/examples/simple-chatbot-intro";>Example</a></p></td>
+</tr>
+</tbody>
+</table>
+</div>
+</section>
</section>
</article>
@@ -487,8 +680,26 @@ a longer demo of building a simple chatbot application
with Apache Burr using <a
<footer>
<div class="related-pages">
-
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+ <a class="next-page" href="../asf/">
+ <div class="page-info">
+ <div class="context">
+ <span>Next</span>
+ </div>
+ <div class="title">ASF</div>
+ </div>
+ <svg class="furo-related-icon"><use
href="#svg-arrow-right"></use></svg>
+ </a>
+ <a class="prev-page" href="../contributing/contributing/">
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+ <div class="page-info">
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+
+ </div>
+ </a>
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<div class="bottom-of-page">
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@@ -532,8 +743,15 @@ a longer demo of building a simple chatbot application
with Apache Burr using <a
<div class="toc-tree-container">
<div class="toc-tree">
<ul>
-<li><a class="reference internal" href="#">Apache Burr</a><ul>
-<li><a class="reference internal" href="#testimonials">Testimonials</a></li>
+<li><a class="reference internal" href="#">Ecosystem</a><ul>
+<li><a class="reference internal" href="#llm-ai-frameworks">LLM & AI
Frameworks</a></li>
+<li><a class="reference internal"
href="#orchestration-dataflows">Orchestration & Dataflows</a></li>
+<li><a class="reference internal" href="#distributed-computing">Distributed
Computing</a></li>
+<li><a class="reference internal" href="#state-persistence">State
Persistence</a></li>
+<li><a class="reference internal" href="#vector-stores">Vector Stores</a></li>
+<li><a class="reference internal" href="#observability">Observability</a></li>
+<li><a class="reference internal" href="#data-validation-serialization">Data
Validation & Serialization</a></li>
+<li><a class="reference internal" href="#web-api">Web & API</a></li>
</ul>
</li>
</ul>
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index 4167500a..87ef9e09 100644
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@@ -347,6 +347,7 @@ s=d.getElementsByTagName('script')[0];
<li class="toctree-l2"><a class="reference internal"
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+<li class="toctree-l1"><a class="reference internal"
href="../../../ecosystem/">Ecosystem</a></li>
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diff --git a/content/docs/examples/agents/divide-and-conquer/index.html
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+<li class="toctree-l1"><a class="reference internal"
href="../../../ecosystem/">Ecosystem</a></li>
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@@ -347,6 +347,7 @@ s=d.getElementsByTagName('script')[0];
<li class="toctree-l2"><a class="reference internal"
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+<li class="toctree-l1"><a class="reference internal"
href="../../ecosystem/">Ecosystem</a></li>
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diff --git a/content/docs/examples/chatbots/basic-chatbot/index.html
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@@ -347,6 +347,7 @@ s=d.getElementsByTagName('script')[0];
<li class="toctree-l2"><a class="reference internal"
href="../../../contributing/contributing/">Contributing</a></li>
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+<li class="toctree-l1"><a class="reference internal"
href="../../../ecosystem/">Ecosystem</a></li>
</ul>
<p class="caption" role="heading"><span class="caption-text">ASF</span></p>
<ul>
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+++ b/content/docs/examples/chatbots/gpt-like-chatbot/index.html
@@ -347,6 +347,7 @@ s=d.getElementsByTagName('script')[0];
<li class="toctree-l2"><a class="reference internal"
href="../../../contributing/contributing/">Contributing</a></li>
</ul>
</li>
+<li class="toctree-l1"><a class="reference internal"
href="../../../ecosystem/">Ecosystem</a></li>
</ul>
<p class="caption" role="heading"><span class="caption-text">ASF</span></p>
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<li class="toctree-l2"><a class="reference internal"
href="../../contributing/contributing/">Contributing</a></li>
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+<li class="toctree-l1"><a class="reference internal"
href="../../ecosystem/">Ecosystem</a></li>
</ul>
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href="../../../contributing/contributing/">Contributing</a></li>
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+<li class="toctree-l1"><a class="reference internal"
href="../../../ecosystem/">Ecosystem</a></li>
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+<li class="toctree-l1"><a class="reference internal"
href="../../ecosystem/">Ecosystem</a></li>
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+<li class="toctree-l1"><a class="reference internal"
href="../../../ecosystem/">Ecosystem</a></li>
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<li class="toctree-l2"><a class="reference internal"
href="../../../contributing/contributing/">Contributing</a></li>
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+<li class="toctree-l1"><a class="reference internal"
href="../../../ecosystem/">Ecosystem</a></li>
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+<li class="toctree-l1"><a class="reference internal"
href="../../ecosystem/">Ecosystem</a></li>
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+++ b/content/docs/reference/serde/index.html
@@ -347,6 +347,7 @@ s=d.getElementsByTagName('script')[0];
<li class="toctree-l2"><a class="reference internal"
href="../../contributing/contributing/">Contributing</a></li>
</ul>
</li>
+<li class="toctree-l1"><a class="reference internal"
href="../../ecosystem/">Ecosystem</a></li>
</ul>
<p class="caption" role="heading"><span class="caption-text">ASF</span></p>
<ul>
diff --git a/content/docs/reference/state/index.html
b/content/docs/reference/state/index.html
index e44b4ad2..2adf2a75 100644
--- a/content/docs/reference/state/index.html
+++ b/content/docs/reference/state/index.html
@@ -347,6 +347,7 @@ s=d.getElementsByTagName('script')[0];
<li class="toctree-l2"><a class="reference internal"
href="../../contributing/contributing/">Contributing</a></li>
</ul>
</li>
+<li class="toctree-l1"><a class="reference internal"
href="../../ecosystem/">Ecosystem</a></li>
</ul>
<p class="caption" role="heading"><span class="caption-text">ASF</span></p>
<ul>
diff --git a/content/docs/reference/tracking/index.html
b/content/docs/reference/tracking/index.html
index c98008d1..f8c11a60 100644
--- a/content/docs/reference/tracking/index.html
+++ b/content/docs/reference/tracking/index.html
@@ -347,6 +347,7 @@ s=d.getElementsByTagName('script')[0];
<li class="toctree-l2"><a class="reference internal"
href="../../contributing/contributing/">Contributing</a></li>
</ul>
</li>
+<li class="toctree-l1"><a class="reference internal"
href="../../ecosystem/">Ecosystem</a></li>
</ul>
<p class="caption" role="heading"><span class="caption-text">ASF</span></p>
<ul>
diff --git a/content/docs/reference/typing/index.html
b/content/docs/reference/typing/index.html
index 168241c7..21ab7351 100644
--- a/content/docs/reference/typing/index.html
+++ b/content/docs/reference/typing/index.html
@@ -347,6 +347,7 @@ s=d.getElementsByTagName('script')[0];
<li class="toctree-l2"><a class="reference internal"
href="../../contributing/contributing/">Contributing</a></li>
</ul>
</li>
+<li class="toctree-l1"><a class="reference internal"
href="../../ecosystem/">Ecosystem</a></li>
</ul>
<p class="caption" role="heading"><span class="caption-text">ASF</span></p>
<ul>
diff --git a/content/docs/reference/visibility/index.html
b/content/docs/reference/visibility/index.html
index e6c9a05c..3d784213 100644
--- a/content/docs/reference/visibility/index.html
+++ b/content/docs/reference/visibility/index.html
@@ -347,6 +347,7 @@ s=d.getElementsByTagName('script')[0];
<li class="toctree-l2"><a class="reference internal"
href="../../contributing/contributing/">Contributing</a></li>
</ul>
</li>
+<li class="toctree-l1"><a class="reference internal"
href="../../ecosystem/">Ecosystem</a></li>
</ul>
<p class="caption" role="heading"><span class="caption-text">ASF</span></p>
<ul>
diff --git a/content/docs/search/index.html b/content/docs/search/index.html
index 21e369f5..7ba28df9 100644
--- a/content/docs/search/index.html
+++ b/content/docs/search/index.html
@@ -347,6 +347,7 @@ s=d.getElementsByTagName('script')[0];
<li class="toctree-l2"><a class="reference internal"
href="../contributing/contributing/">Contributing</a></li>
</ul>
</li>
+<li class="toctree-l1"><a class="reference internal"
href="../ecosystem/">Ecosystem</a></li>
</ul>
<p class="caption" role="heading"><span class="caption-text">ASF</span></p>
<ul>
diff --git a/content/docs/searchindex.js b/content/docs/searchindex.js
index c55bce05..bf4553c4 100644
--- a/content/docs/searchindex.js
+++ b/content/docs/searchindex.js
@@ -1 +1 @@
-Search.setIndex({"alltitles":{"1. Agent application is modeled as State +
Actions \u2013>
Graph":[[28,"agent-application-is-modeled-as-state-actions-graph"]],"1. Make
your methods async":[[6,"make-your-methods-async"]],"2. Build application
\u2013> built in checkpointing &
tracking":[[28,"build-application-built-in-checkpointing-tracking"]],"2.
Implement the is_async method":[[6,"implement-the-is-async-method"]],"3. Comes
with a UI":[[28,"comes-with-a-ui"]],"3. Use async persisters with [...]
\ No newline at end of file
+Search.setIndex({"alltitles":{"1. Agent application is modeled as State +
Actions \u2013>
Graph":[[29,"agent-application-is-modeled-as-state-actions-graph"]],"1. Make
your methods async":[[6,"make-your-methods-async"]],"2. Build application
\u2013> built in checkpointing &
tracking":[[29,"build-application-built-in-checkpointing-tracking"]],"2.
Implement the is_async method":[[6,"implement-the-is-async-method"]],"3. Comes
with a UI":[[29,"comes-with-a-ui"]],"3. Use async persisters with [...]
\ No newline at end of file
diff --git a/content/docs/sitemap.xml b/content/docs/sitemap.xml
index 748509cd..7538c455 100644
--- a/content/docs/sitemap.xml
+++ b/content/docs/sitemap.xml
@@ -1,2 +1,2 @@
<?xml version='1.0' encoding='utf-8'?>
-<urlset
xmlns="http://www.sitemaps.org/schemas/sitemap/0.9";><url><loc>https://burr.apache.org/docs/asf/</loc></url><url><loc>https://burr.apache.org/docs/concepts/actions/</loc></url><url><loc>https://burr.apache.org/docs/concepts/additional-visibility/</loc></url><url><loc>https://burr.apache.org/docs/concepts/hooks/</loc></url><url><loc>https://burr.apache.org/docs/concepts/</loc></url><url><loc>https://burr.apache.org/docs/concepts/overview/</loc></url><url><loc>https://burr.apache.or
[...]
\ No newline at end of file
+<urlset
xmlns="http://www.sitemaps.org/schemas/sitemap/0.9";><url><loc>https://burr.apache.org/docs/asf/</loc></url><url><loc>https://burr.apache.org/docs/concepts/actions/</loc></url><url><loc>https://burr.apache.org/docs/concepts/additional-visibility/</loc></url><url><loc>https://burr.apache.org/docs/concepts/hooks/</loc></url><url><loc>https://burr.apache.org/docs/concepts/</loc></url><url><loc>https://burr.apache.org/docs/concepts/overview/</loc></url><url><loc>https://burr.apache.or
[...]
\ No newline at end of file
diff --git a/content/ecosystem/index.html b/content/ecosystem/index.html
new file mode 100644
index 00000000..8f8b1ed6
--- /dev/null
+++ b/content/ecosystem/index.html
@@ -0,0 +1,6 @@
+<!DOCTYPE html><html><head>
+<meta charset="utf-8">
+<meta http-equiv="refresh" content="0;
url=https://burr.apache.org/docs/ecosystem/";>
+<link rel="canonical" href="https://burr.apache.org/docs/ecosystem/";>
+<script>window.location.replace("https://burr.apache.org/docs/ecosystem/";)</script>
+</head><body>Redirecting to <a
href="https://burr.apache.org/docs/ecosystem/";>https://burr.apache.org/docs/ecosystem/</a>...</body></html>
diff --git a/content/index.html b/content/index.html
index 2818952a..4e9ef7f1 100644
--- a/content/index.html
+++ b/content/index.html
@@ -1,4 +1,4 @@
-<!DOCTYPE html><!--6GCeixI9OBevhia05er6q--><html lang="en" class="font-sans
__variable_188709"><head><meta charSet="utf-8"/><meta name="viewport"
content="width=device-width, initial-scale=1"/><link rel="preload"
href="/_next/static/media/4cf2300e9c8272f7-s.p.woff2" as="font" crossorigin=""
type="font/woff2"/><link rel="preload" as="image" href="/burr_logo.svg"/><link
rel="preload" as="image"
href="https://www.google.com/s2/favicons?domain=peanutrobotics.com&sz=64"/><link
rel="preloa [...]
+<!DOCTYPE html><!--C5lS9BHTu22ED62BGGBsJ--><html lang="en" class="font-sans
__variable_188709"><head><meta charSet="utf-8"/><meta name="viewport"
content="width=device-width, initial-scale=1"/><link rel="preload"
href="/_next/static/media/4cf2300e9c8272f7-s.p.woff2" as="font" crossorigin=""
type="font/woff2"/><link rel="preload" as="image" href="/burr_logo.svg"/><link
rel="preload" as="image"
href="https://www.google.com/s2/favicons?domain=peanutrobotics.com&sz=64"/><link
rel="preloa [...]
@action(reads=["messages"], writes=["messages"])
def chat(state: State, llm_client) -> State:
@@ -40,4 +40,4 @@ app.run(halt_after=["chat"],
inputs={"llm_client": client})<
) border-box"><div class="bg-background absolute inset-px z-20
rounded-[inherit] overflow-hidden"></div><div class="pointer-events-none
absolute inset-px z-30 rounded-[inherit] overflow-hidden opacity-0
transition-opacity duration-300 group-hover:opacity-100"
style="opacity:0.12;background:radial-gradient(200px circle at -200px -200px,
#262626,
transparent 100%
- )"></div><div class="relative z-40 h-full"><div class="flex
flex-col items-center gap-3 p-6 min-h-[160px]"><div class="inline-flex
items-center justify-center rounded-xl p-3 bg-[var(--card-border)]/30"><svg
xmlns="http://www.w3.org/2000/svg"; width="24" height="24" viewBox="0 0 24 24"
fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round"
stroke-linejoin="round" class="lucide lucide-twitter h-6 w-6"><path d="M22
4s-.7 2.1-2 3.4c1.6 10-9.4 17.3-18 11.6 2.2. [...]
\ No newline at end of file
+ )"></div><div class="relative z-40 h-full"><div class="flex
flex-col items-center gap-3 p-6 min-h-[160px]"><div class="inline-flex
items-center justify-center rounded-xl p-3 bg-[var(--card-border)]/30"><svg
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diff --git a/content/index.txt b/content/index.txt
index 74f78914..e6a3b1cf 100644
--- a/content/index.txt
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12:I[24431,[],"OutletBoundary"]
14:I[15278,[],"AsyncMetadataOutlet"]
16:I[24431,[],"ViewportBoundary"]
