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diff --git a/content/_sources/main.md.txt b/content/_sources/main.md.txt
index f4b8d20d..69513ba6 100644
--- a/content/_sources/main.md.txt
+++ b/content/_sources/main.md.txt
@@ -6,7 +6,7 @@
     <a href="https://pepy.tech/project/sf-hamilton"; target="_blank"><img 
src="https://static.pepy.tech/badge/sf-hamilton/month"; alt="Total Monthly 
Downloads"/></a>
 </div>
 
-Apache Hamilton is a general-purpose framework to write dataflows using 
regular Python functions. At the core, each function defines a transformation 
and its parameters indicates its dependencies. Apache Hamilton automatically 
connects individual functions into a [Directed Acyclic 
Graph](https://en.wikipedia.org/wiki/Directed_acyclic_graph) (DAG) that can be 
executed, visualized, optimized, and reported on.
+Apache Hamilton (incubating) is a general-purpose framework to write dataflows 
using regular Python functions. At the core, each function defines a 
transformation and its parameters indicates its dependencies. Apache Hamilton 
automatically connects individual functions into a [Directed Acyclic 
Graph](https://en.wikipedia.org/wiki/Directed_acyclic_graph) (DAG) that can be 
executed, visualized, optimized, and reported on.
 Apache Hamilton also comes with a [UI](hamilton-ui/index.rst) to visualize, 
catalog, and monitor your dataflows.
 
 ```{figure} ./_static/abc.png
@@ -16,7 +16,7 @@ Apache Hamilton also comes with a [UI](hamilton-ui/index.rst) 
to visualize, cata
 The ABC of Apache Hamilton
 ```
 
-# Why should you use Apache Hamilton?
+# Why should you use Apache Hamilton (incubating)?
 **Facilitate collaboration**. By focusing on functions, Apache Hamilton avoids 
sprawling code hierarchy and generates flat dataflows. Well-scoped functions 
make it easier to add features, complete code reviews, debug pipeline failures, 
and hand-off projects. Visualizations can be generated directly from your code 
to better understand and document it.
 Integration with the [Apache Hamilton UI](hamilton-ui/index.rst) allows you to 
track lineage, catalog code & artifacts, and monitor your dataflows.
 
diff --git a/content/_static/Hamilton.pdf b/content/_static/Hamilton.pdf
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b/content/code-comparisons/airflow/index.html
index 42fc7949..e21e87dc 100644
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+++ b/content/code-comparisons/airflow/index.html
@@ -469,7 +469,7 @@
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-  <a class="muted-link" 
href="https://github.com/apache/hamilton/edit/main/docs/code-comparisons/airflow.rst";
 title="Edit this page">
+  <a class="muted-link" 
href="https://github.com/apache/hamilton/edit/main/docs/code-comparisons/airflow.rst";
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diff --git a/content/code-comparisons/dagster/index.html 
b/content/code-comparisons/dagster/index.html
index 0e472543..437c2fb4 100644
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@@ -469,7 +469,7 @@
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+  <a class="muted-link" 
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b/content/code-comparisons/index.html
index 18201ae5..abd48026 100644
--- a/content/code-comparisons/index.html
+++ b/content/code-comparisons/index.html
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 title="Edit this page">
+  <a class="muted-link" 
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b/content/code-comparisons/kedro/index.html
index 2d8cc398..9bbdcfdf 100644
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+  <a class="muted-link" 
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b/content/code-comparisons/langchain/index.html
index c8f9d744..1088827e 100644
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index c5c0ebb9..c8e1499b 100644
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-  <a class="muted-link" 
href="https://github.com/apache/hamilton/edit/main/docs/community/index.md"; 
title="Edit this page">
+  <a class="muted-link" 
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rel="edit" title="Edit this page">
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b/content/concepts/best-practices/code-organization/index.html
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+  <a class="muted-link" 
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b/content/concepts/best-practices/common-indices/index.html
index efcd9b4b..c1044108 100644
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href="https://github.com/apache/hamilton/edit/main/docs/concepts/best-practices/common-indices.rst";
 title="Edit this page">
+  <a class="muted-link" 
href="https://github.com/apache/hamilton/edit/main/docs/concepts/best-practices/common-indices.rst";
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b/content/concepts/best-practices/function-naming/index.html
index 7be4a053..86d83398 100644
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+  <a class="muted-link" 
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diff --git a/content/index.html b/content/index.html
index 2e1e4aa2..c0cfcbcc 100644
--- a/content/index.html
+++ b/content/index.html
@@ -469,7 +469,7 @@
     <span class="visually-hidden">View this page</span>
   </a>
 </div><div class="edit-this-page">
-  <a class="muted-link" 
href="https://github.com/apache/hamilton/edit/main/docs/index.md"; title="Edit 
this page">
+  <a class="muted-link" 
href="https://github.com/apache/hamilton/edit/main/docs/index.md"; rel="edit" 
title="Edit this page">
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@@ -496,7 +496,7 @@
     <a href="https://pepy.tech/project/sf-hamilton"; target="_blank"><img 
src="https://pepy.tech/badge/sf-hamilton"; alt="Total Downloads"/></a>
     <a href="https://pepy.tech/project/sf-hamilton"; target="_blank"><img 
src="https://static.pepy.tech/badge/sf-hamilton/month"; alt="Total Monthly 
Downloads"/></a>
 </div>
-<p>Apache Hamilton is a general-purpose framework to write dataflows using 
regular Python functions. At the core, each function defines a transformation 
and its parameters indicates its dependencies. Apache Hamilton automatically 
connects individual functions into a <a class="reference external" 
href="https://en.wikipedia.org/wiki/Directed_acyclic_graph";>Directed Acyclic 
Graph</a> (DAG) that can be executed, visualized, optimized, and reported on.
+<p>Apache Hamilton (incubating) is a general-purpose framework to write 
dataflows using regular Python functions. At the core, each function defines a 
transformation and its parameters indicates its dependencies. Apache Hamilton 
automatically connects individual functions into a <a class="reference 
external" href="https://en.wikipedia.org/wiki/Directed_acyclic_graph";>Directed 
Acyclic Graph</a> (DAG) that can be executed, visualized, optimized, and 
reported on.
 Apache Hamilton also comes with a <a class="reference internal" 
href="hamilton-ui/"><span class="std std-doc">UI</span></a> to visualize, 
catalog, and monitor your dataflows.</p>
 <figure class="align-center" id="id1">
 <a class="reference internal image-reference" href="_images/abc.png"><img 
alt="_images/abc.png" src="_images/abc.png" style="width: 565.0px; height: 
352.0px;" />
@@ -506,8 +506,8 @@ Apache Hamilton also comes with a <a class="reference 
internal" href="hamilton-u
 </figcaption>
 </figure>
 </section>
-<section id="why-should-you-use-apache-hamilton">
-<h1>Why should you use Apache Hamilton?<a class="headerlink" 
href="#why-should-you-use-apache-hamilton" title="Link to this 
heading">¶</a></h1>
+<section id="why-should-you-use-apache-hamilton-incubating">
+<h1>Why should you use Apache Hamilton (incubating)?<a class="headerlink" 
href="#why-should-you-use-apache-hamilton-incubating" title="Link to this 
heading">¶</a></h1>
 <p><strong>Facilitate collaboration</strong>. By focusing on functions, Apache 
Hamilton avoids sprawling code hierarchy and generates flat dataflows. 
Well-scoped functions make it easier to add features, complete code reviews, 
debug pipeline failures, and hand-off projects. Visualizations can be generated 
directly from your code to better understand and document it.
 Integration with the <a class="reference internal" href="hamilton-ui/"><span 
class="std std-doc">Apache Hamilton UI</span></a> allows you to track lineage, 
catalog code &amp; artifacts, and monitor your dataflows.</p>
 <p><strong>Reduce development time</strong>. Apache Hamilton dataflows are 
reusable across projects and context (e.g., pipeline vs. web service). The 
benefits of developing robust and well-tested solutions are multiplied by 
reusability. Off-the-shelf dataflows are available on the <a class="reference 
external" href="https://hub.dagworks.io/";>Apache Hamilton Hub</a>.</p>
diff --git a/content/integrations/dbt/index.html 
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index 539749cb..d5dbaf52 100644
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@@ -469,7 +469,7 @@
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title="Edit this page">
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rel="edit" title="Edit this page">
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+  <a class="muted-link" 
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 rel="edit" title="Edit this page">
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-  <a class="muted-link" 
href="https://github.com/apache/hamilton/edit/main/docs/integrations/index.rst"; 
title="Edit this page">
+  <a class="muted-link" 
href="https://github.com/apache/hamilton/edit/main/docs/integrations/index.rst"; 
rel="edit" title="Edit this page">
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-  <a class="muted-link" 
href="https://github.com/apache/hamilton/edit/main/docs/integrations/streamlit.md";
 title="Edit this page">
+  <a class="muted-link" 
href="https://github.com/apache/hamilton/edit/main/docs/integrations/streamlit.md";
 rel="edit" title="Edit this page">
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diff --git a/content/main/index.html b/content/main/index.html
index aff393da..b3954829 100644
--- a/content/main/index.html
+++ b/content/main/index.html
@@ -469,7 +469,7 @@
     <span class="visually-hidden">View this page</span>
   </a>
 </div><div class="edit-this-page">
-  <a class="muted-link" 
href="https://github.com/apache/hamilton/edit/main/docs/main.md"; title="Edit 
this page">
+  <a class="muted-link" 
href="https://github.com/apache/hamilton/edit/main/docs/main.md"; rel="edit" 
title="Edit this page">
     <svg><use href="#svg-pencil"></use></svg>
     <span class="visually-hidden">Edit this page</span>
   </a>
@@ -496,7 +496,7 @@
     <a href="https://pepy.tech/project/sf-hamilton"; target="_blank"><img 
src="https://pepy.tech/badge/sf-hamilton"; alt="Total Downloads"/></a>
     <a href="https://pepy.tech/project/sf-hamilton"; target="_blank"><img 
src="https://static.pepy.tech/badge/sf-hamilton/month"; alt="Total Monthly 
Downloads"/></a>
 </div>
-<p>Apache Hamilton is a general-purpose framework to write dataflows using 
regular Python functions. At the core, each function defines a transformation 
and its parameters indicates its dependencies. Apache Hamilton automatically 
connects individual functions into a <a class="reference external" 
href="https://en.wikipedia.org/wiki/Directed_acyclic_graph";>Directed Acyclic 
Graph</a> (DAG) that can be executed, visualized, optimized, and reported on.
+<p>Apache Hamilton (incubating) is a general-purpose framework to write 
dataflows using regular Python functions. At the core, each function defines a 
transformation and its parameters indicates its dependencies. Apache Hamilton 
automatically connects individual functions into a <a class="reference 
external" href="https://en.wikipedia.org/wiki/Directed_acyclic_graph";>Directed 
Acyclic Graph</a> (DAG) that can be executed, visualized, optimized, and 
reported on.
 Apache Hamilton also comes with a <a class="reference internal" 
href="../hamilton-ui/"><span class="std std-doc">UI</span></a> to visualize, 
catalog, and monitor your dataflows.</p>
 <figure class="align-center" id="id1">
 <a class="reference internal image-reference" href="../_images/abc.png"><img 
alt="../_images/abc.png" src="../_images/abc.png" style="width: 565.0px; 
height: 352.0px;" />
@@ -506,8 +506,8 @@ Apache Hamilton also comes with a <a class="reference 
internal" href="../hamilto
 </figcaption>
 </figure>
 </section>
-<section id="why-should-you-use-apache-hamilton">
-<h1>Why should you use Apache Hamilton?<a class="headerlink" 
href="#why-should-you-use-apache-hamilton" title="Link to this 
heading">¶</a></h1>
+<section id="why-should-you-use-apache-hamilton-incubating">
+<h1>Why should you use Apache Hamilton (incubating)?<a class="headerlink" 
href="#why-should-you-use-apache-hamilton-incubating" title="Link to this 
heading">¶</a></h1>
 <p><strong>Facilitate collaboration</strong>. By focusing on functions, Apache 
Hamilton avoids sprawling code hierarchy and generates flat dataflows. 
Well-scoped functions make it easier to add features, complete code reviews, 
debug pipeline failures, and hand-off projects. Visualizations can be generated 
directly from your code to better understand and document it.
 Integration with the <a class="reference internal" 
href="../hamilton-ui/"><span class="std std-doc">Apache Hamilton UI</span></a> 
allows you to track lineage, catalog code &amp; artifacts, and monitor your 
dataflows.</p>
 <p><strong>Reduce development time</strong>. Apache Hamilton dataflows are 
reusable across projects and context (e.g., pipeline vs. web service). The 
benefits of developing robust and well-tested solutions are multiplied by 
reusability. Off-the-shelf dataflows are available on the <a class="reference 
external" href="https://hub.dagworks.io/";>Apache Hamilton Hub</a>.</p>
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@@ -469,7 +469,7 @@
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 </div><div class="edit-this-page">
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 title="Edit this page">
+  <a class="muted-link" 
href="https://github.com/apache/hamilton/edit/main/docs/reference/caching/caching-logic.rst";
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