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Posted to commits@hamilton.apache.org by gi...@apache.org on 2025/07/26 06:32:51 UTC

(hamilton) branch asf-staging updated: Deploy documentation from 2660e86a700a11b3404051017971bba8b2a110f5

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github-bot pushed a commit to branch asf-staging
in repository https://gitbox.apache.org/repos/asf/hamilton.git


The following commit(s) were added to refs/heads/asf-staging by this push:
     new 0922c9ed Deploy documentation from 2660e86a700a11b3404051017971bba8b2a110f5
0922c9ed is described below

commit 0922c9edfc5286cc6d245a5f5bb8c9411e75fe69
Author: GitHub Actions <ac...@github.com>
AuthorDate: Sat Jul 26 06:32:45 2025 +0000

    Deploy documentation from 2660e86a700a11b3404051017971bba8b2a110f5
---
 .../_sources/concepts/function-modifiers.rst.txt   |  70 +-
 .../graph-adapters/RayWorkflowGraphAdapter.rst.txt |  10 -
 .../reference/graph-adapters/index.rst.txt         |   1 -
 content/_static/Hamilton.pdf                       | Bin 10231781 -> 10219500 bytes
 ...572d296f466b2cfe2517ffebfabe82451661e28f02.css} | 224 ++++--
 content/_static/pygments.css                       | 460 ++++++-----
 content/_static/scripts/furo.js                    |   2 +-
 content/_static/scripts/furo.js.map                |   2 +-
 content/_static/styles/furo-extensions.css         |   2 +-
 content/_static/styles/furo-extensions.css.map     |   2 +-
 content/_static/styles/furo.css                    |   2 +-
 content/_static/styles/furo.css.map                |   2 +-
 content/asf/index.html                             |  28 +-
 content/code-comparisons/airflow/index.html        |  28 +-
 content/code-comparisons/dagster/index.html        |  28 +-
 content/code-comparisons/index.html                |  28 +-
 content/code-comparisons/kedro/index.html          |  28 +-
 content/code-comparisons/langchain/index.html      |  28 +-
 content/community/index.html                       |  28 +-
 .../best-practices/code-organization/index.html    |  28 +-
 .../best-practices/common-indices/index.html       |  28 +-
 .../best-practices/function-naming/index.html      |  28 +-
 content/concepts/best-practices/index.html         |  28 +-
 .../best-practices/loading-data/index.html         |  28 +-
 .../migrating-to-hamilton/index.html               |  28 +-
 .../best-practices/output-immutability/index.html  |  28 +-
 .../using-within-your-etl-system/index.html        |  28 +-
 content/concepts/builder/index.html                |  28 +-
 content/concepts/caching/index.html                |  28 +-
 content/concepts/driver/index.html                 |  28 +-
 .../function-modifiers-advanced/index.html         |  28 +-
 content/concepts/function-modifiers/index.html     |  91 ++-
 content/concepts/glossary/index.html               |  28 +-
 content/concepts/index.html                        |  28 +-
 content/concepts/materialization/index.html        |  28 +-
 content/concepts/node/index.html                   |  28 +-
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 content/genindex/index.html                        |  50 +-
 content/get-started/contributing/index.html        |  28 +-
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 content/get-started/install/index.html             |  28 +-
 content/get-started/learning-resources/index.html  |  28 +-
 content/get-started/license/index.html             |  28 +-
 content/get-started/why-hamilton/index.html        |  28 +-
 content/get-started/your-first-dataflow/index.html |  28 +-
 content/hamilton-ui/index.html                     |  28 +-
 content/hamilton-ui/ui/index.html                  |  28 +-
 content/hamilton-vscode/index.html                 |  28 +-
 content/hamilton-vscode/language_server/index.html |  28 +-
 .../hamilton-vscode/vscode_extension/index.html    |  28 +-
 content/how-tos/caching-tutorial/index.html        |  28 +-
 content/how-tos/cli-reference/index.html           |  28 +-
 content/how-tos/extensions-autoloading/index.html  |  28 +-
 content/how-tos/index.html                         |  28 +-
 content/how-tos/llm-workflows/index.html           |  28 +-
 content/how-tos/load-data/index.html               |  28 +-
 content/how-tos/microservice/index.html            |  28 +-
 content/how-tos/ml-training/index.html             |  28 +-
 content/how-tos/pre-commit-hooks/index.html        |  28 +-
 content/how-tos/run-data-quality-checks/index.html |  28 +-
 content/how-tos/scale-up/index.html                |  28 +-
 .../how-tos/use-for-feature-engineering/index.html |  28 +-
 .../how-tos/use-hamilton-for-lineage/index.html    |  28 +-
 content/how-tos/use-in-jupyter-notebook/index.html |  28 +-
 content/how-tos/wrapping-driver/index.html         |  28 +-
 content/index.html                                 |  28 +-
 content/integrations/dbt/index.html                |  28 +-
 content/integrations/dlt/index.html                |  28 +-
 content/integrations/fastapi/index.html            |  28 +-
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 content/integrations/streamlit/index.html          |  28 +-
 content/main/index.html                            |  28 +-
 content/objects.inv                                | Bin 7760 -> 7654 bytes
 content/py-modindex/index.html                     |  26 +-
 content/reference/caching/caching-logic/index.html |  32 +-
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 .../reference/dataflows/clear_storage/index.html   |  28 +-
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 content/reference/dataflows/find/index.html        |  28 +-
 .../reference/dataflows/import_module/index.html   |  28 +-
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 .../install_dependencies_string/index.html         |  28 +-
 .../reference/dataflows/latest_commit/index.html   |  28 +-
 content/reference/dataflows/list/index.html        |  28 +-
 content/reference/dataflows/pull_module/index.html |  28 +-
 .../reference/decorators/check_output/index.html   |  28 +-
 .../reference/decorators/config_when/index.html    |  28 +-
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 content/reference/decorators/pipe/index.html       |  28 +-
 content/reference/decorators/resolve/index.html    |  28 +-
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 content/reference/decorators/schema/index.html     |  28 +-
 content/reference/decorators/subdag/index.html     |  28 +-
 content/reference/decorators/tag/index.html        |  28 +-
 .../reference/decorators/unpack_fields/index.html  |  28 +-
 .../reference/decorators/with_columns/index.html   |  28 +-
 content/reference/disabling-telemetry/index.html   |  28 +-
 content/reference/drivers/AsyncDriver/index.html   |  28 +-
 content/reference/drivers/Custom/index.html        |  28 +-
 content/reference/drivers/Driver/index.html        |  28 +-
 content/reference/drivers/index.html               |  28 +-
 .../graph-adapters/AsyncGraphAdapter/index.html    |  28 +-
 .../graph-adapters/CachingGraphAdapter/index.html  |  28 +-
 .../graph-adapters/DaskGraphAdapter/index.html     |  28 +-
 .../graph-adapters/HamiltonGraphAdapter/index.html |  28 +-
 .../PySparkUDFGraphAdapter/index.html              |  28 +-
 .../graph-adapters/RayGraphAdapter/index.html      |  34 +-
 .../RayWorkflowGraphAdapter/index.html             | 841 ---------------------
 .../SimplePythonDataFrameGraphAdapter/index.html   |  28 +-
 .../SimplePythonGraphAdapter/index.html            |  28 +-
 .../SparkKoalasGraphAdapter/index.html             |  34 +-
 .../ThreadPoolFutureAdapter/index.html             |  28 +-
 content/reference/graph-adapters/index.html        |  32 +-
 .../reference/io/adapter-documentation/index.html  |  28 +-
 .../io/available-data-adapters/index.html          |  28 +-
 content/reference/io/index.html                    |  28 +-
 .../lifecycle-hooks/DDOGTracer/index.html          |  28 +-
 .../lifecycle-hooks/EdgeConnectionHook/index.html  |  28 +-
 .../FunctionInputOutputTypeChecker/index.html      |  28 +-
 .../GracefulErrorAdapter/index.html                |  28 +-
 .../lifecycle-hooks/GraphAdapter/index.html        |  28 +-
 .../GraphConstructionHook/index.html               |  28 +-
 .../lifecycle-hooks/GraphExecutionHook/index.html  |  28 +-
 .../lifecycle-hooks/LegacyResultMixin/index.html   |  28 +-
 .../lifecycle-hooks/MLFlowTracker/index.html       |  28 +-
 .../reference/lifecycle-hooks/Narwhals/index.html  |  28 +-
 .../NoEdgeAndInputTypeChecking/index.html          |  28 +-
 .../lifecycle-hooks/NodeExecutionHook/index.html   |  28 +-
 .../lifecycle-hooks/NodeExecutionMethod/index.html |  28 +-
 .../lifecycle-hooks/OpenLineageAdapter/index.html  |  28 +-
 .../lifecycle-hooks/PDBDebugger/index.html         |  28 +-
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 .../lifecycle-hooks/ResultBuilder/index.html       |  28 +-
 .../lifecycle-hooks/RichProgressBar/index.html     |  28 +-
 .../lifecycle-hooks/SlackNotifierHook/index.html   |  28 +-
 .../lifecycle-hooks/SparkInputValidator/index.html |  28 +-
 .../lifecycle-hooks/StaticValidator/index.html     |  28 +-
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 .../lifecycle-hooks/TaskSubmissionHook/index.html  |  28 +-
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 .../reference/result-builders/Custom/index.html    |  28 +-
 content/reference/result-builders/Dask/index.html  |  28 +-
 .../reference/result-builders/Generic/index.html   |  28 +-
 content/reference/result-builders/Numpy/index.html |  28 +-
 .../reference/result-builders/Pandas/index.html    |  28 +-
 .../reference/result-builders/Polars/index.html    |  28 +-
 content/reference/result-builders/index.html       |  28 +-
 content/search/index.html                          |  26 +-
 content/searchindex.js                             |   2 +-
 content/sitemap.xml                                |   2 +-
 173 files changed, 2578 insertions(+), 3548 deletions(-)

diff --git a/content/_sources/concepts/function-modifiers.rst.txt b/content/_sources/concepts/function-modifiers.rst.txt
index 63b206eb..6bbed9eb 100644
--- a/content/_sources/concepts/function-modifiers.rst.txt
+++ b/content/_sources/concepts/function-modifiers.rst.txt
@@ -140,7 +140,7 @@ The ``@check_output`` function modifiers are applied on the **node output / func
 
 .. note::
 
-    In the future, validatation capabailities may be added to ``@schema``. For now, it's only added metadata.
+    In the future, validation capabilities may be added to ``@schema``. For now, it's only added metadata.
 
 @check_output*
 ~~~~~~~~~~~~~~
@@ -201,7 +201,7 @@ A good example is splitting a dataset into training, validation, and test splits
     from typing import Tuple
     from hamilton.function_modifiers import unpack_fields
 
-    @unpack_fields("X_train" "X_validation", "X_test")
+    @unpack_fields("X_train", "X_validation", "X_test")
     def dataset_splits(X: np.ndarray) -> Tuple[np.ndarray, np.ndarray, np.ndarray]:
         """Randomly split data into train, validation, test"""
         X_train, X_validation, X_test = random_split(X)
@@ -216,14 +216,14 @@ Now, ``X_train``, ``X_validation``, and ``X_test`` are available to other nodes
 @extract_fields
 ~~~~~~~~~~~~~~~
 
-Additionally, we can extract fields from an output dictionary using ``@extract_fields``. In this case, you must specify the dictionary keys and their types. The function must return a dictionary that contains, at a minimum, those keys specified in the decorator.
+Additionally, we can extract fields from an output dictionary using ``@extract_fields``. The function must return a dictionary that contains, at a minimum, those keys specified in the decorator. In this case, you can specify a dictionary of fields and their types:
 
 .. code-block:: python
 
     from typing import Dict
     from hamilton.function_modifiers import extract_fields
 
-    @extract_fields(dict(  # don't forget the dictionary
+    @extract_fields(dict(  # fields specified as a dictionary
         X_train=np.ndarray,
         X_validation=np.ndarray,
         X_test=np.ndarray,
@@ -240,6 +240,68 @@ Additionally, we can extract fields from an output dictionary using ``@extract_f
 .. image:: ./_function-modifiers/extract_fields.png
     :height: 250px
 
+Or if you are using a generic dictionary, you can specify solely the field names.
+
+.. code-block:: python
+
+    from typing import Dict
+    from hamilton.function_modifiers import extract_fields
+
+    @extract_fields("X_train", "X_validation", "X_test")  # field names only
+    def dataset_splits(X: np.ndarray) -> Dict[str, np.ndarray]:  # generic dict
+        """Randomly split data into train, validation, test"""
+        X_train, X_validation, X_test = random_split(X)
+        return dict(
+            X_train=X_train,
+            X_validation=X_validation,
+            X_test=X_test,
+        )
+
+If you are using a `TypedDict`, you can specify the just field names.
+
+.. code-block:: python
+
+    from typing import TypedDict
+    from hamilton.function_modifiers import extract_fields
+
+    class DatasetSplits(TypedDict):
+        X_train: np.ndarray
+        X_validation: np.ndarray
+        X_test: np.ndarray
+
+    @extract_fields("X_train", "X_validation", "X_test")
+    def dataset_splits(X: np.ndarray) -> DatasetSplits:
+        """Randomly split data into train, validation, test"""
+        X_train, X_validation, X_test = random_split(X)
+        return dict(
+            X_train=X_train,
+            X_validation=X_validation,
+            X_test=X_test,
+        )
+
+
+Or you can leave the field names empty and extract all fields from the `TypedDict`.
+
+.. code-block:: python
+
+    from typing import TypedDict
+    from hamilton.function_modifiers import extract_fields
+
+    class DatasetSplits(TypedDict):
+        X_train: np.ndarray
+        X_validation: np.ndarray
+        X_test: np.ndarray
+
+    @extract_fields(DatasetSplits)  # field names only
+    def dataset_splits(X: np.ndarray) -> DatasetSplits:
+        """Randomly split data into train, validation, test"""
+        X_train, X_validation, X_test = random_split(X)
+        return dict(
+            X_train=X_train,
+            X_validation=X_validation,
+            X_test=X_test,
+        )
+
 
 Again, ``X_train``, ``X_validation``, and ``X_test`` are now available to other nodes, or you can query the ``dataset_splits`` node to retrieve all splits in a dictionary.
 
diff --git a/content/_sources/reference/graph-adapters/RayWorkflowGraphAdapter.rst.txt b/content/_sources/reference/graph-adapters/RayWorkflowGraphAdapter.rst.txt
deleted file mode 100644
index b302e2f6..00000000
--- a/content/_sources/reference/graph-adapters/RayWorkflowGraphAdapter.rst.txt
+++ /dev/null
@@ -1,10 +0,0 @@
-=============================
-h_ray.RayWorkflowGraphAdapter
-=============================
-A Graph Adapter for delegating the execution of hamilton nodes to Ray.
-
-
-.. autoclass:: hamilton.plugins.h_ray.RayWorkflowGraphAdapter
-   :special-members: __init__
-   :members:
-   :inherited-members:
diff --git a/content/_sources/reference/graph-adapters/index.rst.txt b/content/_sources/reference/graph-adapters/index.rst.txt
index 08c94575..37f84a87 100644
--- a/content/_sources/reference/graph-adapters/index.rst.txt
+++ b/content/_sources/reference/graph-adapters/index.rst.txt
@@ -20,5 +20,4 @@ Reference
    DaskGraphAdapter
    PySparkUDFGraphAdapter
    RayGraphAdapter
-   RayWorkflowGraphAdapter
    SparkKoalasGraphAdapter
diff --git a/content/_static/Hamilton.pdf b/content/_static/Hamilton.pdf
index 5636135d..0e647368 100644
Binary files a/content/_static/Hamilton.pdf and b/content/_static/Hamilton.pdf differ
diff --git a/content/_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css b/content/_static/mystnb.8ecb98da25f57f5357bf6f572d296f466b2cfe2517ffebfabe82451661e28f02.css
similarity index 85%
rename from content/_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css
rename to content/_static/mystnb.8ecb98da25f57f5357bf6f572d296f466b2cfe2517ffebfabe82451661e28f02.css
index 33566310..14edf629 100644
--- a/content/_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css
+++ b/content/_static/mystnb.8ecb98da25f57f5357bf6f572d296f466b2cfe2517ffebfabe82451661e28f02.css
@@ -1,19 +1,60 @@
 /* Variables */
 :root {
-  --mystnb-source-bg-color: #f7f7f7;
-  --mystnb-stdout-bg-color: #fcfcfc;
-  --mystnb-stderr-bg-color: #fdd;
-  --mystnb-traceback-bg-color: #fcfcfc;
-  --mystnb-source-border-color: #ccc;
+  /*
+  Following palettes are generated by using https://m2.material.io/design/color/the-color-system.html#tools-for-picking-colors
+  - neutral palette with #fcfcfc and danger palette with #ffdddd as base colors.
+  50 means lightest, 900 means darkest; less used intermediate shades are omitted
+  but can be added when needed by accessing full palette from the above link.
+  */
+  --mystnb-neutral-palette-50: #fcfcfc;
+  --mystnb-neutral-palette-100: #f7f7f7;
+  --mystnb-neutral-palette-400: #cccccc;
+  --mystnb-neutral-palette-500: #afafaf;
+  --mystnb-neutral-palette-800: #505050;
+  --mystnb-neutral-palette-900: #2d2d2d;
+
+  --mystnb-danger-palette-50: #ffdddd;
+  --mystnb-danger-palette-100: #f5acad;
+  --mystnb-danger-palette-400: #c42029;
+  --mystnb-danger-palette-500: #b40008;
+  --mystnb-danger-palette-800: #850010;
+  --mystnb-danger-palette-900: #680010;
+
+  /* MyST-NB specific variables; colors should be logically picked from palettes */
+  --mystnb-source-bg-color: var(--mystnb-neutral-palette-100);
+  --mystnb-stdout-bg-color: var(--mystnb-neutral-palette-50);
+  --mystnb-stderr-bg-color: var(--mystnb-danger-palette-50);
+  --mystnb-traceback-bg-color: var(--mystnb-neutral-palette-50);
+  --mystnb-source-border-color: var(--mystnb-neutral-palette-400);
   --mystnb-source-margin-color: green;
-  --mystnb-stdout-border-color: #f7f7f7;
-  --mystnb-stderr-border-color: #f7f7f7;
-  --mystnb-traceback-border-color: #ffd6d6;
+  --mystnb-stdout-border-color: var(--mystnb-neutral-palette-100);
+  --mystnb-stderr-border-color: var(--mystnb-neutral-palette-100);
+  --mystnb-traceback-border-color: var(--mystnb-danger-palette-100);
   --mystnb-hide-prompt-opacity: 70%;
   --mystnb-source-border-radius: .4em;
   --mystnb-source-border-width: 1px;
+  --mystnb-scrollbar-width: 0.3rem;
+  --mystnb-scrollbar-height: 0.3rem;
+  --mystnb-scrollbar-thumb-color: var(--mystnb-neutral-palette-400);
+  --mystnb-scrollbar-thumb-hover-color: var(--mystnb-neutral-palette-500);
+  --mystnb-scrollbar-thumb-border-radius: 0.25rem;
 }
 
+/* Override colors in dark theme */
+html[data-theme="dark"] {
+  --mystnb-source-bg-color: var(--mystnb-neutral-palette-800);
+  --mystnb-stdout-bg-color: var(--mystnb-neutral-palette-900);
+  --mystnb-stderr-bg-color: var(--mystnb-danger-palette-900);
+  --mystnb-traceback-bg-color: var(--mystnb-neutral-palette-900);
+  --mystnb-source-border-color: var(--mystnb-neutral-palette-500);
+  --mystnb-stdout-border-color: var(--mystnb-neutral-palette-800);
+  --mystnb-stderr-border-color: var(--mystnb-neutral-palette-800);
+  --mystnb-traceback-border-color: var(--mystnb-danger-palette-800);
+  --mystnb-scrollbar-thumb-color: var(--mystnb-neutral-palette-500);
+  --mystnb-scrollbar-thumb-hover-color: var(--mystnb-neutral-palette-400);
+}
+
+
 /* Whole cell */
 div.container.cell {
   padding-left: 0;
@@ -35,8 +76,7 @@ div.container.cell {
 }
 
 /* Input cells */
-div.cell div.cell_input,
-div.cell details.above-input>summary {
+div.cell > div.cell_input {
   padding-left: 0em;
   padding-right: 0em;
   border: var(--mystnb-source-border-width) var(--mystnb-source-border-color) solid;
@@ -69,8 +109,9 @@ div.cell_output div.output>div.highlight {
   box-shadow: none;
 }
 
-.cell_output .output.text_plain,
-.cell_output .output.stream {
+.cell_output .output.text_plain:not(:has(.highlight)),
+.cell_output .output.stream:not(:has(.highlight)) {
+  /* plain (or stream of) output, not containing a pygments-highlighted block */
   background: var(--mystnb-stdout-bg-color);
   border: 1px solid var(--mystnb-stdout-border-color);
 }
@@ -85,57 +126,69 @@ div.cell_output div.output>div.highlight {
   border: 1px solid var(--mystnb-traceback-border-color);
 }
 
-/* Collapsible cell content */
-div.cell details.above-input div.cell_input {
-  border-top-left-radius: 0;
-  border-top-right-radius: 0;
-  border-top: var(--mystnb-source-border-width) var(--mystnb-source-border-color) dashed;
+/* --- Collapsible cell content --- */
+
+/*
+encourage summary container to blend in with its parent.
+p.admonition-title should hold the title styles.
+*/
+div.cell details.hide summary {
+  border-left: unset;
+  padding: inherit;
+  margin: inherit;
+  background-color: inherit;
 }
 
-div.cell div.cell_input.above-output-prompt {
-  border-bottom-left-radius: 0;
-  border-bottom-right-radius: 0;
+/* Neighboring input/output elements - spacing, borders */
+div.cell details.hide.above-input + details.below-input,
+div.cell div.cell_input + details.below-input
+{
+  margin-top: 0;
 }
 
-div.cell details.above-input>summary {
+div.cell details.hide.above-input:has(+ details.below-input),
+div.cell div.cell_input:has(+ details.below-input)
+{
+  margin-bottom: 0;
+}
+
+div.cell:has(> *:nth-child(2)) div.cell_input:first-child,
+div.cell:has(> *:nth-child(2)) details:first-child
+{
   border-bottom-left-radius: 0;
   border-bottom-right-radius: 0;
-  border-bottom: var(--mystnb-source-border-width) var(--mystnb-source-border-color) dashed;
-  padding-left: 1em;
-  margin-bottom: 0;
 }
 
-div.cell details.above-output>summary {
-  background-color: var(--mystnb-source-bg-color);
-  padding-left: 1em;
-  padding-right: 0em;
-  border: var(--mystnb-source-border-width) var(--mystnb-source-border-color) solid;
-  border-radius: var(--mystnb-source-border-radius);
-  border-left-color: var(--mystnb-source-margin-color);
-  border-left-width: medium;
+div.cell:has(> *:nth-child(2)) div.cell_input:last-child,
+div.cell:has(> *:nth-child(2)) details:last-child
+{
+  border-top-left-radius: 0;
+  border-top-right-radius: 0;
 }
 
-div.cell details.below-input>summary {
-  background-color: var(--mystnb-source-bg-color);
-  padding-left: 1em;
-  padding-right: 0em;
-  border: var(--mystnb-source-border-width) var(--mystnb-source-border-color) solid;
-  border-top: none;
-  border-bottom-left-radius: var(--mystnb-source-border-radius);
-  border-bottom-right-radius: var(--mystnb-source-border-radius);
-  border-left-color: var(--mystnb-source-margin-color);
-  border-left-width: medium;
+/* intra-label styles for collapsibles */
+div.cell.container details.hide.above-input>summary,
+div.cell.container details.hide.below-input>summary,
+div.cell.container details.hide.above-output>summary
+{
+  display: block;
+  border-left: none;
 }
 
-div.cell details.hide>summary>span {
-  opacity: var(--mystnb-hide-prompt-opacity);
+div.cell details.hide>summary>p.admonition-title {
+  display: list-item;
+  margin-bottom: 0;
+}
+
+div.cell details.hide:not([open]) {
+  padding-bottom: 0;
 }
 
-div.cell details.hide[open]>summary>span.collapsed {
+div.cell details.hide[open]>summary>p.collapsed {
   display: none;
 }
 
-div.cell details.hide:not([open])>summary>span.expanded {
+div.cell details.hide:not([open])>summary>p.expanded {
   display: none;
 }
 
@@ -154,6 +207,11 @@ div.cell details.hide[open]>summary~* {
   animation: collapsed-fade-in 0.3s ease-in-out;
 }
 
+/* Clear conflicting styles for details and admonitions set by some themes */
+div.cell details.admonition summary::before {
+  content: unset;
+}
+
 /* Math align to the left */
 .cell_output .MathJax_Display {
   text-align: left !important;
@@ -217,6 +275,80 @@ tbody span.pasted-inline img {
   max-height: none;
 }
 
+
+/* Adding scroll bars if tags: output_scroll, scroll-output, and scroll-input
+ * On screens, we want to scroll, but on print show all
+ *
+ * It was before in https://github.com/executablebooks/sphinx-book-theme/blob/eb1b6baf098b27605e8f2b7b2979b17ebf1b9540/src/sphinx_book_theme/assets/styles/extensions/_myst-nb.scss
+*/
+div.cell:is(
+    .tag_output_scroll,
+    .tag_scroll-output,
+    .config_scroll_outputs
+  )
+  div.cell_output,
+div.cell.tag_scroll-input div.cell_input {
+  max-height: 24em;
+  overflow-y: auto;
+  max-width: 100%;
+  overflow-x: auto;
+}
+
+div.cell.config_scroll_outputs div.cell_output:has(img) {
+  /* If the output cell has image(s), allow it to take 90% of viewport height
+  but still bounded between 24em and 60em */
+  max-height: clamp(24em, 90vh, 60em);
+}
+
+/* Custom scrollbars */
+div.cell:is(
+    .tag_output_scroll,
+    .tag_scroll-output,
+    .config_scroll_outputs
+  )
+  div.cell_output::-webkit-scrollbar,
+div.cell.tag_scroll-input div.cell_input::-webkit-scrollbar {
+  width: var(--mystnb-scrollbar-width);
+  height: var(--mystnb-scrollbar-height);
+}
+
+div.cell:is(
+    .tag_output_scroll,
+    .tag_scroll-output,
+    .config_scroll_outputs
+  )
+  div.cell_output::-webkit-scrollbar-thumb,
+div.cell.tag_scroll-input div.cell_input::-webkit-scrollbar-thumb {
+  background: var(--mystnb-scrollbar-thumb-color);
+  border-radius: var(--mystnb-scrollbar-thumb-border-radius);
+}
+
+div.cell:is(
+    .tag_output_scroll,
+    .tag_scroll-output,
+    .config_scroll_outputs
+  )
+  div.cell_output::-webkit-scrollbar-thumb:hover,
+div.cell.tag_scroll-input div.cell_input::-webkit-scrollbar-thumb:hover {
+  background: var(--mystnb-scrollbar-thumb-hover-color);
+}
+
+/* In print mode, unset scroll styles */
+@media print {
+  div.cell:is(
+      .tag_output_scroll,
+      .tag_scroll-output,
+      .config_scroll_outputs
+    )
+    div.cell_output,
+  div.cell.tag_scroll-input div.cell_input {
+    max-height: unset;
+    overflow-y: visible;
+    max-width: unset;
+    overflow-x: visible;
+  }
+}
+
 /* Font colors for translated ANSI escape sequences
 Color values are copied from Jupyter Notebook
 https://github.com/jupyter/notebook/blob/52581f8eda9b319eb0390ac77fe5903c38f81e3e/notebook/static/notebook/less/ansicolors.less#L14-L21
diff --git a/content/_static/pygments.css b/content/_static/pygments.css
index f71bfbfc..3082ee7c 100644
--- a/content/_static/pygments.css
+++ b/content/_static/pygments.css
@@ -3,256 +3,230 @@
 .highlight span.linenos { color: inherit; background-color: transparent; padding-left: 5px; padding-right: 5px; }
 .highlight td.linenos .special { color: #000000; background-color: #ffffc0; padding-left: 5px; padding-right: 5px; }
 .highlight span.linenos.special { color: #000000; background-color: #ffffc0; padding-left: 5px; padding-right: 5px; }
-.highlight .hll { background-color: #ffffcc }
-.highlight { background: #f8f8f8; }
-.highlight .c { color: #8F5902; font-style: italic } /* Comment */
-.highlight .err { color: #A40000; border: 1px solid #EF2929 } /* Error */
-.highlight .g { color: #000 } /* Generic */
-.highlight .k { color: #204A87; font-weight: bold } /* Keyword */
-.highlight .l { color: #000 } /* Literal */
-.highlight .n { color: #000 } /* Name */
-.highlight .o { color: #CE5C00; font-weight: bold } /* Operator */
-.highlight .x { color: #000 } /* Other */
-.highlight .p { color: #000; font-weight: bold } /* Punctuation */
-.highlight .ch { color: #8F5902; font-style: italic } /* Comment.Hashbang */
-.highlight .cm { color: #8F5902; font-style: italic } /* Comment.Multiline */
-.highlight .cp { color: #8F5902; font-style: italic } /* Comment.Preproc */
-.highlight .cpf { color: #8F5902; font-style: italic } /* Comment.PreprocFile */
-.highlight .c1 { color: #8F5902; font-style: italic } /* Comment.Single */
-.highlight .cs { color: #8F5902; font-style: italic } /* Comment.Special */
-.highlight .gd { color: #A40000 } /* Generic.Deleted */
-.highlight .ge { color: #000; font-style: italic } /* Generic.Emph */
-.highlight .ges { color: #000; font-weight: bold; font-style: italic } /* Generic.EmphStrong */
-.highlight .gr { color: #EF2929 } /* Generic.Error */
-.highlight .gh { color: #000080; font-weight: bold } /* Generic.Heading */
-.highlight .gi { color: #00A000 } /* Generic.Inserted */
-.highlight .go { color: #000; font-style: italic } /* Generic.Output */
-.highlight .gp { color: #8F5902 } /* Generic.Prompt */
-.highlight .gs { color: #000; font-weight: bold } /* Generic.Strong */
-.highlight .gu { color: #800080; font-weight: bold } /* Generic.Subheading */
-.highlight .gt { color: #A40000; font-weight: bold } /* Generic.Traceback */
-.highlight .kc { color: #204A87; font-weight: bold } /* Keyword.Constant */
-.highlight .kd { color: #204A87; font-weight: bold } /* Keyword.Declaration */
-.highlight .kn { color: #204A87; font-weight: bold } /* Keyword.Namespace */
-.highlight .kp { color: #204A87; font-weight: bold } /* Keyword.Pseudo */
-.highlight .kr { color: #204A87; font-weight: bold } /* Keyword.Reserved */
-.highlight .kt { color: #204A87; font-weight: bold } /* Keyword.Type */
-.highlight .ld { color: #000 } /* Literal.Date */
-.highlight .m { color: #0000CF; font-weight: bold } /* Literal.Number */
-.highlight .s { color: #4E9A06 } /* Literal.String */
-.highlight .na { color: #C4A000 } /* Name.Attribute */
-.highlight .nb { color: #204A87 } /* Name.Builtin */
-.highlight .nc { color: #000 } /* Name.Class */
-.highlight .no { color: #000 } /* Name.Constant */
-.highlight .nd { color: #5C35CC; font-weight: bold } /* Name.Decorator */
-.highlight .ni { color: #CE5C00 } /* Name.Entity */
-.highlight .ne { color: #C00; font-weight: bold } /* Name.Exception */
-.highlight .nf { color: #000 } /* Name.Function */
-.highlight .nl { color: #F57900 } /* Name.Label */
-.highlight .nn { color: #000 } /* Name.Namespace */
-.highlight .nx { color: #000 } /* Name.Other */
-.highlight .py { color: #000 } /* Name.Property */
-.highlight .nt { color: #204A87; font-weight: bold } /* Name.Tag */
-.highlight .nv { color: #000 } /* Name.Variable */
-.highlight .ow { color: #204A87; font-weight: bold } /* Operator.Word */
-.highlight .pm { color: #000; font-weight: bold } /* Punctuation.Marker */
-.highlight .w { color: #F8F8F8 } /* Text.Whitespace */
-.highlight .mb { color: #0000CF; font-weight: bold } /* Literal.Number.Bin */
-.highlight .mf { color: #0000CF; font-weight: bold } /* Literal.Number.Float */
-.highlight .mh { color: #0000CF; font-weight: bold } /* Literal.Number.Hex */
-.highlight .mi { color: #0000CF; font-weight: bold } /* Literal.Number.Integer */
-.highlight .mo { color: #0000CF; font-weight: bold } /* Literal.Number.Oct */
-.highlight .sa { color: #4E9A06 } /* Literal.String.Affix */
-.highlight .sb { color: #4E9A06 } /* Literal.String.Backtick */
-.highlight .sc { color: #4E9A06 } /* Literal.String.Char */
-.highlight .dl { color: #4E9A06 } /* Literal.String.Delimiter */
-.highlight .sd { color: #8F5902; font-style: italic } /* Literal.String.Doc */
-.highlight .s2 { color: #4E9A06 } /* Literal.String.Double */
-.highlight .se { color: #4E9A06 } /* Literal.String.Escape */
-.highlight .sh { color: #4E9A06 } /* Literal.String.Heredoc */
-.highlight .si { color: #4E9A06 } /* Literal.String.Interpol */
-.highlight .sx { color: #4E9A06 } /* Literal.String.Other */
-.highlight .sr { color: #4E9A06 } /* Literal.String.Regex */
-.highlight .s1 { color: #4E9A06 } /* Literal.String.Single */
-.highlight .ss { color: #4E9A06 } /* Literal.String.Symbol */
-.highlight .bp { color: #3465A4 } /* Name.Builtin.Pseudo */
-.highlight .fm { color: #000 } /* Name.Function.Magic */
-.highlight .vc { color: #000 } /* Name.Variable.Class */
-.highlight .vg { color: #000 } /* Name.Variable.Global */
-.highlight .vi { color: #000 } /* Name.Variable.Instance */
-.highlight .vm { color: #000 } /* Name.Variable.Magic */
-.highlight .il { color: #0000CF; font-weight: bold } /* Literal.Number.Integer.Long */
+.highlight .hll { background-color: #fdf2e2 }
+.highlight { background: #f2f2f2; color: #1E1E1E }
+.highlight .c { color: #515151 } /* Comment */
+.highlight .err { color: #D71835 } /* Error */
+.highlight .k { color: #8045E5 } /* Keyword */
+.highlight .l { color: #7F4707 } /* Literal */
+.highlight .n { color: #1E1E1E } /* Name */
+.highlight .o { color: #163 } /* Operator */
+.highlight .p { color: #1E1E1E } /* Punctuation */
+.highlight .ch { color: #515151 } /* Comment.Hashbang */
+.highlight .cm { color: #515151 } /* Comment.Multiline */
+.highlight .cp { color: #515151 } /* Comment.Preproc */
+.highlight .cpf { color: #515151 } /* Comment.PreprocFile */
+.highlight .c1 { color: #515151 } /* Comment.Single */
+.highlight .cs { color: #515151 } /* Comment.Special */
+.highlight .gd { color: #00749C } /* Generic.Deleted */
+.highlight .ge { font-style: italic } /* Generic.Emph */
+.highlight .gh { color: #00749C } /* Generic.Heading */
+.highlight .gs { font-weight: bold } /* Generic.Strong */
+.highlight .gu { color: #00749C } /* Generic.Subheading */
+.highlight .kc { color: #8045E5 } /* Keyword.Constant */
+.highlight .kd { color: #8045E5 } /* Keyword.Declaration */
+.highlight .kn { color: #8045E5 } /* Keyword.Namespace */
+.highlight .kp { color: #8045E5 } /* Keyword.Pseudo */
+.highlight .kr { color: #8045E5 } /* Keyword.Reserved */
+.highlight .kt { color: #7F4707 } /* Keyword.Type */
+.highlight .ld { color: #7F4707 } /* Literal.Date */
+.highlight .m { color: #7F4707 } /* Literal.Number */
+.highlight .s { color: #163 } /* Literal.String */
+.highlight .na { color: #7F4707 } /* Name.Attribute */
+.highlight .nb { color: #7F4707 } /* Name.Builtin */
+.highlight .nc { color: #00749C } /* Name.Class */
+.highlight .no { color: #00749C } /* Name.Constant */
+.highlight .nd { color: #7F4707 } /* Name.Decorator */
+.highlight .ni { color: #163 } /* Name.Entity */
+.highlight .ne { color: #8045E5 } /* Name.Exception */
+.highlight .nf { color: #00749C } /* Name.Function */
+.highlight .nl { color: #7F4707 } /* Name.Label */
+.highlight .nn { color: #1E1E1E } /* Name.Namespace */
+.highlight .nx { color: #1E1E1E } /* Name.Other */
+.highlight .py { color: #00749C } /* Name.Property */
+.highlight .nt { color: #00749C } /* Name.Tag */
+.highlight .nv { color: #D71835 } /* Name.Variable */
+.highlight .ow { color: #8045E5 } /* Operator.Word */
+.highlight .pm { color: #1E1E1E } /* Punctuation.Marker */
+.highlight .w { color: #1E1E1E } /* Text.Whitespace */
+.highlight .mb { color: #7F4707 } /* Literal.Number.Bin */
+.highlight .mf { color: #7F4707 } /* Literal.Number.Float */
+.highlight .mh { color: #7F4707 } /* Literal.Number.Hex */
+.highlight .mi { color: #7F4707 } /* Literal.Number.Integer */
+.highlight .mo { color: #7F4707 } /* Literal.Number.Oct */
+.highlight .sa { color: #163 } /* Literal.String.Affix */
+.highlight .sb { color: #163 } /* Literal.String.Backtick */
+.highlight .sc { color: #163 } /* Literal.String.Char */
+.highlight .dl { color: #163 } /* Literal.String.Delimiter */
+.highlight .sd { color: #163 } /* Literal.String.Doc */
+.highlight .s2 { color: #163 } /* Literal.String.Double */
+.highlight .se { color: #163 } /* Literal.String.Escape */
+.highlight .sh { color: #163 } /* Literal.String.Heredoc */
+.highlight .si { color: #163 } /* Literal.String.Interpol */
+.highlight .sx { color: #163 } /* Literal.String.Other */
+.highlight .sr { color: #D71835 } /* Literal.String.Regex */
+.highlight .s1 { color: #163 } /* Literal.String.Single */
+.highlight .ss { color: #00749C } /* Literal.String.Symbol */
+.highlight .bp { color: #7F4707 } /* Name.Builtin.Pseudo */
+.highlight .fm { color: #00749C } /* Name.Function.Magic */
+.highlight .vc { color: #D71835 } /* Name.Variable.Class */
+.highlight .vg { color: #D71835 } /* Name.Variable.Global */
+.highlight .vi { color: #D71835 } /* Name.Variable.Instance */
+.highlight .vm { color: #7F4707 } /* Name.Variable.Magic */
+.highlight .il { color: #7F4707 } /* Literal.Number.Integer.Long */
 @media not print {
 body[data-theme="dark"] .highlight pre { line-height: 125%; }
-body[data-theme="dark"] .highlight td.linenos .normal { color: #aaaaaa; background-color: transparent; padding-left: 5px; padding-right: 5px; }
-body[data-theme="dark"] .highlight span.linenos { color: #aaaaaa; background-color: transparent; padding-left: 5px; padding-right: 5px; }
+body[data-theme="dark"] .highlight td.linenos .normal { color: inherit; background-color: transparent; padding-left: 5px; padding-right: 5px; }
+body[data-theme="dark"] .highlight span.linenos { color: inherit; background-color: transparent; padding-left: 5px; padding-right: 5px; }
 body[data-theme="dark"] .highlight td.linenos .special { color: #000000; background-color: #ffffc0; padding-left: 5px; padding-right: 5px; }
 body[data-theme="dark"] .highlight span.linenos.special { color: #000000; background-color: #ffffc0; padding-left: 5px; padding-right: 5px; }
-body[data-theme="dark"] .highlight .hll { background-color: #404040 }
-body[data-theme="dark"] .highlight { background: #202020; color: #D0D0D0 }
-body[data-theme="dark"] .highlight .c { color: #ABABAB; font-style: italic } /* Comment */
-body[data-theme="dark"] .highlight .err { color: #A61717; background-color: #E3D2D2 } /* Error */
-body[data-theme="dark"] .highlight .esc { color: #D0D0D0 } /* Escape */
-body[data-theme="dark"] .highlight .g { color: #D0D0D0 } /* Generic */
-body[data-theme="dark"] .highlight .k { color: #6EBF26; font-weight: bold } /* Keyword */
-body[data-theme="dark"] .highlight .l { color: #D0D0D0 } /* Literal */
-body[data-theme="dark"] .highlight .n { color: #D0D0D0 } /* Name */
-body[data-theme="dark"] .highlight .o { color: #D0D0D0 } /* Operator */
-body[data-theme="dark"] .highlight .x { color: #D0D0D0 } /* Other */
-body[data-theme="dark"] .highlight .p { color: #D0D0D0 } /* Punctuation */
-body[data-theme="dark"] .highlight .ch { color: #ABABAB; font-style: italic } /* Comment.Hashbang */
-body[data-theme="dark"] .highlight .cm { color: #ABABAB; font-style: italic } /* Comment.Multiline */
-body[data-theme="dark"] .highlight .cp { color: #FF3A3A; font-weight: bold } /* Comment.Preproc */
-body[data-theme="dark"] .highlight .cpf { color: #ABABAB; font-style: italic } /* Comment.PreprocFile */
-body[data-theme="dark"] .highlight .c1 { color: #ABABAB; font-style: italic } /* Comment.Single */
-body[data-theme="dark"] .highlight .cs { color: #E50808; font-weight: bold; background-color: #520000 } /* Comment.Special */
-body[data-theme="dark"] .highlight .gd { color: #FF3A3A } /* Generic.Deleted */
-body[data-theme="dark"] .highlight .ge { color: #D0D0D0; font-style: italic } /* Generic.Emph */
-body[data-theme="dark"] .highlight .ges { color: #D0D0D0; font-weight: bold; font-style: italic } /* Generic.EmphStrong */
-body[data-theme="dark"] .highlight .gr { color: #FF3A3A } /* Generic.Error */
-body[data-theme="dark"] .highlight .gh { color: #FFF; font-weight: bold } /* Generic.Heading */
-body[data-theme="dark"] .highlight .gi { color: #589819 } /* Generic.Inserted */
-body[data-theme="dark"] .highlight .go { color: #CCC } /* Generic.Output */
-body[data-theme="dark"] .highlight .gp { color: #AAA } /* Generic.Prompt */
-body[data-theme="dark"] .highlight .gs { color: #D0D0D0; font-weight: bold } /* Generic.Strong */
-body[data-theme="dark"] .highlight .gu { color: #FFF; text-decoration: underline } /* Generic.Subheading */
-body[data-theme="dark"] .highlight .gt { color: #FF3A3A } /* Generic.Traceback */
-body[data-theme="dark"] .highlight .kc { color: #6EBF26; font-weight: bold } /* Keyword.Constant */
-body[data-theme="dark"] .highlight .kd { color: #6EBF26; font-weight: bold } /* Keyword.Declaration */
-body[data-theme="dark"] .highlight .kn { color: #6EBF26; font-weight: bold } /* Keyword.Namespace */
-body[data-theme="dark"] .highlight .kp { color: #6EBF26 } /* Keyword.Pseudo */
-body[data-theme="dark"] .highlight .kr { color: #6EBF26; font-weight: bold } /* Keyword.Reserved */
-body[data-theme="dark"] .highlight .kt { color: #6EBF26; font-weight: bold } /* Keyword.Type */
-body[data-theme="dark"] .highlight .ld { color: #D0D0D0 } /* Literal.Date */
-body[data-theme="dark"] .highlight .m { color: #51B2FD } /* Literal.Number */
-body[data-theme="dark"] .highlight .s { color: #ED9D13 } /* Literal.String */
-body[data-theme="dark"] .highlight .na { color: #BBB } /* Name.Attribute */
-body[data-theme="dark"] .highlight .nb { color: #2FBCCD } /* Name.Builtin */
-body[data-theme="dark"] .highlight .nc { color: #71ADFF; text-decoration: underline } /* Name.Class */
-body[data-theme="dark"] .highlight .no { color: #40FFFF } /* Name.Constant */
-body[data-theme="dark"] .highlight .nd { color: #FFA500 } /* Name.Decorator */
-body[data-theme="dark"] .highlight .ni { color: #D0D0D0 } /* Name.Entity */
-body[data-theme="dark"] .highlight .ne { color: #BBB } /* Name.Exception */
-body[data-theme="dark"] .highlight .nf { color: #71ADFF } /* Name.Function */
-body[data-theme="dark"] .highlight .nl { color: #D0D0D0 } /* Name.Label */
-body[data-theme="dark"] .highlight .nn { color: #71ADFF; text-decoration: underline } /* Name.Namespace */
-body[data-theme="dark"] .highlight .nx { color: #D0D0D0 } /* Name.Other */
-body[data-theme="dark"] .highlight .py { color: #D0D0D0 } /* Name.Property */
-body[data-theme="dark"] .highlight .nt { color: #6EBF26; font-weight: bold } /* Name.Tag */
-body[data-theme="dark"] .highlight .nv { color: #40FFFF } /* Name.Variable */
-body[data-theme="dark"] .highlight .ow { color: #6EBF26; font-weight: bold } /* Operator.Word */
-body[data-theme="dark"] .highlight .pm { color: #D0D0D0 } /* Punctuation.Marker */
-body[data-theme="dark"] .highlight .w { color: #666 } /* Text.Whitespace */
-body[data-theme="dark"] .highlight .mb { color: #51B2FD } /* Literal.Number.Bin */
-body[data-theme="dark"] .highlight .mf { color: #51B2FD } /* Literal.Number.Float */
-body[data-theme="dark"] .highlight .mh { color: #51B2FD } /* Literal.Number.Hex */
-body[data-theme="dark"] .highlight .mi { color: #51B2FD } /* Literal.Number.Integer */
-body[data-theme="dark"] .highlight .mo { color: #51B2FD } /* Literal.Number.Oct */
-body[data-theme="dark"] .highlight .sa { color: #ED9D13 } /* Literal.String.Affix */
-body[data-theme="dark"] .highlight .sb { color: #ED9D13 } /* Literal.String.Backtick */
-body[data-theme="dark"] .highlight .sc { color: #ED9D13 } /* Literal.String.Char */
-body[data-theme="dark"] .highlight .dl { color: #ED9D13 } /* Literal.String.Delimiter */
-body[data-theme="dark"] .highlight .sd { color: #ED9D13 } /* Literal.String.Doc */
-body[data-theme="dark"] .highlight .s2 { color: #ED9D13 } /* Literal.String.Double */
-body[data-theme="dark"] .highlight .se { color: #ED9D13 } /* Literal.String.Escape */
-body[data-theme="dark"] .highlight .sh { color: #ED9D13 } /* Literal.String.Heredoc */
-body[data-theme="dark"] .highlight .si { color: #ED9D13 } /* Literal.String.Interpol */
-body[data-theme="dark"] .highlight .sx { color: #FFA500 } /* Literal.String.Other */
-body[data-theme="dark"] .highlight .sr { color: #ED9D13 } /* Literal.String.Regex */
-body[data-theme="dark"] .highlight .s1 { color: #ED9D13 } /* Literal.String.Single */
-body[data-theme="dark"] .highlight .ss { color: #ED9D13 } /* Literal.String.Symbol */
-body[data-theme="dark"] .highlight .bp { color: #2FBCCD } /* Name.Builtin.Pseudo */
-body[data-theme="dark"] .highlight .fm { color: #71ADFF } /* Name.Function.Magic */
-body[data-theme="dark"] .highlight .vc { color: #40FFFF } /* Name.Variable.Class */
-body[data-theme="dark"] .highlight .vg { color: #40FFFF } /* Name.Variable.Global */
-body[data-theme="dark"] .highlight .vi { color: #40FFFF } /* Name.Variable.Instance */
-body[data-theme="dark"] .highlight .vm { color: #40FFFF } /* Name.Variable.Magic */
-body[data-theme="dark"] .highlight .il { color: #51B2FD } /* Literal.Number.Integer.Long */
+body[data-theme="dark"] .highlight .hll { background-color: #ffd9002e }
+body[data-theme="dark"] .highlight { background: #2b2b2b; color: #F8F8F2 }
+body[data-theme="dark"] .highlight .c { color: #D4D0AB } /* Comment */
+body[data-theme="dark"] .highlight .err { color: #FFA07A } /* Error */
+body[data-theme="dark"] .highlight .k { color: #DCC6E0 } /* Keyword */
+body[data-theme="dark"] .highlight .l { color: #F5AB35 } /* Literal */
+body[data-theme="dark"] .highlight .n { color: #F8F8F2 } /* Name */
+body[data-theme="dark"] .highlight .o { color: #ABE338 } /* Operator */
+body[data-theme="dark"] .highlight .p { color: #F8F8F2 } /* Punctuation */
+body[data-theme="dark"] .highlight .ch { color: #D4D0AB } /* Comment.Hashbang */
+body[data-theme="dark"] .highlight .cm { color: #D4D0AB } /* Comment.Multiline */
+body[data-theme="dark"] .highlight .cp { color: #D4D0AB } /* Comment.Preproc */
+body[data-theme="dark"] .highlight .cpf { color: #D4D0AB } /* Comment.PreprocFile */
+body[data-theme="dark"] .highlight .c1 { color: #D4D0AB } /* Comment.Single */
+body[data-theme="dark"] .highlight .cs { color: #D4D0AB } /* Comment.Special */
+body[data-theme="dark"] .highlight .gd { color: #00E0E0 } /* Generic.Deleted */
+body[data-theme="dark"] .highlight .ge { font-style: italic } /* Generic.Emph */
+body[data-theme="dark"] .highlight .gh { color: #00E0E0 } /* Generic.Heading */
+body[data-theme="dark"] .highlight .gs { font-weight: bold } /* Generic.Strong */
+body[data-theme="dark"] .highlight .gu { color: #00E0E0 } /* Generic.Subheading */
+body[data-theme="dark"] .highlight .kc { color: #DCC6E0 } /* Keyword.Constant */
+body[data-theme="dark"] .highlight .kd { color: #DCC6E0 } /* Keyword.Declaration */
+body[data-theme="dark"] .highlight .kn { color: #DCC6E0 } /* Keyword.Namespace */
+body[data-theme="dark"] .highlight .kp { color: #DCC6E0 } /* Keyword.Pseudo */
+body[data-theme="dark"] .highlight .kr { color: #DCC6E0 } /* Keyword.Reserved */
+body[data-theme="dark"] .highlight .kt { color: #F5AB35 } /* Keyword.Type */
+body[data-theme="dark"] .highlight .ld { color: #F5AB35 } /* Literal.Date */
+body[data-theme="dark"] .highlight .m { color: #F5AB35 } /* Literal.Number */
+body[data-theme="dark"] .highlight .s { color: #ABE338 } /* Literal.String */
+body[data-theme="dark"] .highlight .na { color: #FFD700 } /* Name.Attribute */
+body[data-theme="dark"] .highlight .nb { color: #F5AB35 } /* Name.Builtin */
+body[data-theme="dark"] .highlight .nc { color: #00E0E0 } /* Name.Class */
+body[data-theme="dark"] .highlight .no { color: #00E0E0 } /* Name.Constant */
+body[data-theme="dark"] .highlight .nd { color: #F5AB35 } /* Name.Decorator */
+body[data-theme="dark"] .highlight .ni { color: #ABE338 } /* Name.Entity */
+body[data-theme="dark"] .highlight .ne { color: #DCC6E0 } /* Name.Exception */
+body[data-theme="dark"] .highlight .nf { color: #00E0E0 } /* Name.Function */
+body[data-theme="dark"] .highlight .nl { color: #F5AB35 } /* Name.Label */
+body[data-theme="dark"] .highlight .nn { color: #F8F8F2 } /* Name.Namespace */
+body[data-theme="dark"] .highlight .nx { color: #F8F8F2 } /* Name.Other */
+body[data-theme="dark"] .highlight .py { color: #00E0E0 } /* Name.Property */
+body[data-theme="dark"] .highlight .nt { color: #00E0E0 } /* Name.Tag */
+body[data-theme="dark"] .highlight .nv { color: #FFA07A } /* Name.Variable */
+body[data-theme="dark"] .highlight .ow { color: #DCC6E0 } /* Operator.Word */
+body[data-theme="dark"] .highlight .pm { color: #F8F8F2 } /* Punctuation.Marker */
+body[data-theme="dark"] .highlight .w { color: #F8F8F2 } /* Text.Whitespace */
+body[data-theme="dark"] .highlight .mb { color: #F5AB35 } /* Literal.Number.Bin */
+body[data-theme="dark"] .highlight .mf { color: #F5AB35 } /* Literal.Number.Float */
+body[data-theme="dark"] .highlight .mh { color: #F5AB35 } /* Literal.Number.Hex */
+body[data-theme="dark"] .highlight .mi { color: #F5AB35 } /* Literal.Number.Integer */
+body[data-theme="dark"] .highlight .mo { color: #F5AB35 } /* Literal.Number.Oct */
+body[data-theme="dark"] .highlight .sa { color: #ABE338 } /* Literal.String.Affix */
+body[data-theme="dark"] .highlight .sb { color: #ABE338 } /* Literal.String.Backtick */
+body[data-theme="dark"] .highlight .sc { color: #ABE338 } /* Literal.String.Char */
+body[data-theme="dark"] .highlight .dl { color: #ABE338 } /* Literal.String.Delimiter */
+body[data-theme="dark"] .highlight .sd { color: #ABE338 } /* Literal.String.Doc */
+body[data-theme="dark"] .highlight .s2 { color: #ABE338 } /* Literal.String.Double */
+body[data-theme="dark"] .highlight .se { color: #ABE338 } /* Literal.String.Escape */
+body[data-theme="dark"] .highlight .sh { color: #ABE338 } /* Literal.String.Heredoc */
+body[data-theme="dark"] .highlight .si { color: #ABE338 } /* Literal.String.Interpol */
+body[data-theme="dark"] .highlight .sx { color: #ABE338 } /* Literal.String.Other */
+body[data-theme="dark"] .highlight .sr { color: #FFA07A } /* Literal.String.Regex */
+body[data-theme="dark"] .highlight .s1 { color: #ABE338 } /* Literal.String.Single */
+body[data-theme="dark"] .highlight .ss { color: #00E0E0 } /* Literal.String.Symbol */
+body[data-theme="dark"] .highlight .bp { color: #F5AB35 } /* Name.Builtin.Pseudo */
+body[data-theme="dark"] .highlight .fm { color: #00E0E0 } /* Name.Function.Magic */
+body[data-theme="dark"] .highlight .vc { color: #FFA07A } /* Name.Variable.Class */
+body[data-theme="dark"] .highlight .vg { color: #FFA07A } /* Name.Variable.Global */
+body[data-theme="dark"] .highlight .vi { color: #FFA07A } /* Name.Variable.Instance */
+body[data-theme="dark"] .highlight .vm { color: #F5AB35 } /* Name.Variable.Magic */
+body[data-theme="dark"] .highlight .il { color: #F5AB35 } /* Literal.Number.Integer.Long */
 @media (prefers-color-scheme: dark) {
 body:not([data-theme="light"]) .highlight pre { line-height: 125%; }
-body:not([data-theme="light"]) .highlight td.linenos .normal { color: #aaaaaa; background-color: transparent; padding-left: 5px; padding-right: 5px; }
-body:not([data-theme="light"]) .highlight span.linenos { color: #aaaaaa; background-color: transparent; padding-left: 5px; padding-right: 5px; }
+body:not([data-theme="light"]) .highlight td.linenos .normal { color: inherit; background-color: transparent; padding-left: 5px; padding-right: 5px; }
+body:not([data-theme="light"]) .highlight span.linenos { color: inherit; background-color: transparent; padding-left: 5px; padding-right: 5px; }
 body:not([data-theme="light"]) .highlight td.linenos .special { color: #000000; background-color: #ffffc0; padding-left: 5px; padding-right: 5px; }
 body:not([data-theme="light"]) .highlight span.linenos.special { color: #000000; background-color: #ffffc0; padding-left: 5px; padding-right: 5px; }
-body:not([data-theme="light"]) .highlight .hll { background-color: #404040 }
-body:not([data-theme="light"]) .highlight { background: #202020; color: #D0D0D0 }
-body:not([data-theme="light"]) .highlight .c { color: #ABABAB; font-style: italic } /* Comment */
-body:not([data-theme="light"]) .highlight .err { color: #A61717; background-color: #E3D2D2 } /* Error */
-body:not([data-theme="light"]) .highlight .esc { color: #D0D0D0 } /* Escape */
-body:not([data-theme="light"]) .highlight .g { color: #D0D0D0 } /* Generic */
-body:not([data-theme="light"]) .highlight .k { color: #6EBF26; font-weight: bold } /* Keyword */
-body:not([data-theme="light"]) .highlight .l { color: #D0D0D0 } /* Literal */
-body:not([data-theme="light"]) .highlight .n { color: #D0D0D0 } /* Name */
-body:not([data-theme="light"]) .highlight .o { color: #D0D0D0 } /* Operator */
-body:not([data-theme="light"]) .highlight .x { color: #D0D0D0 } /* Other */
-body:not([data-theme="light"]) .highlight .p { color: #D0D0D0 } /* Punctuation */
-body:not([data-theme="light"]) .highlight .ch { color: #ABABAB; font-style: italic } /* Comment.Hashbang */
-body:not([data-theme="light"]) .highlight .cm { color: #ABABAB; font-style: italic } /* Comment.Multiline */
-body:not([data-theme="light"]) .highlight .cp { color: #FF3A3A; font-weight: bold } /* Comment.Preproc */
-body:not([data-theme="light"]) .highlight .cpf { color: #ABABAB; font-style: italic } /* Comment.PreprocFile */
-body:not([data-theme="light"]) .highlight .c1 { color: #ABABAB; font-style: italic } /* Comment.Single */
-body:not([data-theme="light"]) .highlight .cs { color: #E50808; font-weight: bold; background-color: #520000 } /* Comment.Special */
-body:not([data-theme="light"]) .highlight .gd { color: #FF3A3A } /* Generic.Deleted */
-body:not([data-theme="light"]) .highlight .ge { color: #D0D0D0; font-style: italic } /* Generic.Emph */
-body:not([data-theme="light"]) .highlight .ges { color: #D0D0D0; font-weight: bold; font-style: italic } /* Generic.EmphStrong */
-body:not([data-theme="light"]) .highlight .gr { color: #FF3A3A } /* Generic.Error */
-body:not([data-theme="light"]) .highlight .gh { color: #FFF; font-weight: bold } /* Generic.Heading */
-body:not([data-theme="light"]) .highlight .gi { color: #589819 } /* Generic.Inserted */
-body:not([data-theme="light"]) .highlight .go { color: #CCC } /* Generic.Output */
-body:not([data-theme="light"]) .highlight .gp { color: #AAA } /* Generic.Prompt */
-body:not([data-theme="light"]) .highlight .gs { color: #D0D0D0; font-weight: bold } /* Generic.Strong */
-body:not([data-theme="light"]) .highlight .gu { color: #FFF; text-decoration: underline } /* Generic.Subheading */
-body:not([data-theme="light"]) .highlight .gt { color: #FF3A3A } /* Generic.Traceback */
-body:not([data-theme="light"]) .highlight .kc { color: #6EBF26; font-weight: bold } /* Keyword.Constant */
-body:not([data-theme="light"]) .highlight .kd { color: #6EBF26; font-weight: bold } /* Keyword.Declaration */
-body:not([data-theme="light"]) .highlight .kn { color: #6EBF26; font-weight: bold } /* Keyword.Namespace */
-body:not([data-theme="light"]) .highlight .kp { color: #6EBF26 } /* Keyword.Pseudo */
-body:not([data-theme="light"]) .highlight .kr { color: #6EBF26; font-weight: bold } /* Keyword.Reserved */
-body:not([data-theme="light"]) .highlight .kt { color: #6EBF26; font-weight: bold } /* Keyword.Type */
-body:not([data-theme="light"]) .highlight .ld { color: #D0D0D0 } /* Literal.Date */
-body:not([data-theme="light"]) .highlight .m { color: #51B2FD } /* Literal.Number */
-body:not([data-theme="light"]) .highlight .s { color: #ED9D13 } /* Literal.String */
-body:not([data-theme="light"]) .highlight .na { color: #BBB } /* Name.Attribute */
-body:not([data-theme="light"]) .highlight .nb { color: #2FBCCD } /* Name.Builtin */
-body:not([data-theme="light"]) .highlight .nc { color: #71ADFF; text-decoration: underline } /* Name.Class */
-body:not([data-theme="light"]) .highlight .no { color: #40FFFF } /* Name.Constant */
-body:not([data-theme="light"]) .highlight .nd { color: #FFA500 } /* Name.Decorator */
-body:not([data-theme="light"]) .highlight .ni { color: #D0D0D0 } /* Name.Entity */
-body:not([data-theme="light"]) .highlight .ne { color: #BBB } /* Name.Exception */
-body:not([data-theme="light"]) .highlight .nf { color: #71ADFF } /* Name.Function */
-body:not([data-theme="light"]) .highlight .nl { color: #D0D0D0 } /* Name.Label */
-body:not([data-theme="light"]) .highlight .nn { color: #71ADFF; text-decoration: underline } /* Name.Namespace */
-body:not([data-theme="light"]) .highlight .nx { color: #D0D0D0 } /* Name.Other */
-body:not([data-theme="light"]) .highlight .py { color: #D0D0D0 } /* Name.Property */
-body:not([data-theme="light"]) .highlight .nt { color: #6EBF26; font-weight: bold } /* Name.Tag */
-body:not([data-theme="light"]) .highlight .nv { color: #40FFFF } /* Name.Variable */
-body:not([data-theme="light"]) .highlight .ow { color: #6EBF26; font-weight: bold } /* Operator.Word */
-body:not([data-theme="light"]) .highlight .pm { color: #D0D0D0 } /* Punctuation.Marker */
-body:not([data-theme="light"]) .highlight .w { color: #666 } /* Text.Whitespace */
-body:not([data-theme="light"]) .highlight .mb { color: #51B2FD } /* Literal.Number.Bin */
-body:not([data-theme="light"]) .highlight .mf { color: #51B2FD } /* Literal.Number.Float */
-body:not([data-theme="light"]) .highlight .mh { color: #51B2FD } /* Literal.Number.Hex */
-body:not([data-theme="light"]) .highlight .mi { color: #51B2FD } /* Literal.Number.Integer */
-body:not([data-theme="light"]) .highlight .mo { color: #51B2FD } /* Literal.Number.Oct */
-body:not([data-theme="light"]) .highlight .sa { color: #ED9D13 } /* Literal.String.Affix */
-body:not([data-theme="light"]) .highlight .sb { color: #ED9D13 } /* Literal.String.Backtick */
-body:not([data-theme="light"]) .highlight .sc { color: #ED9D13 } /* Literal.String.Char */
-body:not([data-theme="light"]) .highlight .dl { color: #ED9D13 } /* Literal.String.Delimiter */
-body:not([data-theme="light"]) .highlight .sd { color: #ED9D13 } /* Literal.String.Doc */
-body:not([data-theme="light"]) .highlight .s2 { color: #ED9D13 } /* Literal.String.Double */
-body:not([data-theme="light"]) .highlight .se { color: #ED9D13 } /* Literal.String.Escape */
-body:not([data-theme="light"]) .highlight .sh { color: #ED9D13 } /* Literal.String.Heredoc */
-body:not([data-theme="light"]) .highlight .si { color: #ED9D13 } /* Literal.String.Interpol */
-body:not([data-theme="light"]) .highlight .sx { color: #FFA500 } /* Literal.String.Other */
-body:not([data-theme="light"]) .highlight .sr { color: #ED9D13 } /* Literal.String.Regex */
-body:not([data-theme="light"]) .highlight .s1 { color: #ED9D13 } /* Literal.String.Single */
-body:not([data-theme="light"]) .highlight .ss { color: #ED9D13 } /* Literal.String.Symbol */
-body:not([data-theme="light"]) .highlight .bp { color: #2FBCCD } /* Name.Builtin.Pseudo */
-body:not([data-theme="light"]) .highlight .fm { color: #71ADFF } /* Name.Function.Magic */
-body:not([data-theme="light"]) .highlight .vc { color: #40FFFF } /* Name.Variable.Class */
-body:not([data-theme="light"]) .highlight .vg { color: #40FFFF } /* Name.Variable.Global */
-body:not([data-theme="light"]) .highlight .vi { color: #40FFFF } /* Name.Variable.Instance */
-body:not([data-theme="light"]) .highlight .vm { color: #40FFFF } /* Name.Variable.Magic */
-body:not([data-theme="light"]) .highlight .il { color: #51B2FD } /* Literal.Number.Integer.Long */
+body:not([data-theme="light"]) .highlight .hll { background-color: #ffd9002e }
+body:not([data-theme="light"]) .highlight { background: #2b2b2b; color: #F8F8F2 }
+body:not([data-theme="light"]) .highlight .c { color: #D4D0AB } /* Comment */
+body:not([data-theme="light"]) .highlight .err { color: #FFA07A } /* Error */
+body:not([data-theme="light"]) .highlight .k { color: #DCC6E0 } /* Keyword */
+body:not([data-theme="light"]) .highlight .l { color: #F5AB35 } /* Literal */
+body:not([data-theme="light"]) .highlight .n { color: #F8F8F2 } /* Name */
+body:not([data-theme="light"]) .highlight .o { color: #ABE338 } /* Operator */
+body:not([data-theme="light"]) .highlight .p { color: #F8F8F2 } /* Punctuation */
+body:not([data-theme="light"]) .highlight .ch { color: #D4D0AB } /* Comment.Hashbang */
+body:not([data-theme="light"]) .highlight .cm { color: #D4D0AB } /* Comment.Multiline */
+body:not([data-theme="light"]) .highlight .cp { color: #D4D0AB } /* Comment.Preproc */
+body:not([data-theme="light"]) .highlight .cpf { color: #D4D0AB } /* Comment.PreprocFile */
+body:not([data-theme="light"]) .highlight .c1 { color: #D4D0AB } /* Comment.Single */
+body:not([data-theme="light"]) .highlight .cs { color: #D4D0AB } /* Comment.Special */
+body:not([data-theme="light"]) .highlight .gd { color: #00E0E0 } /* Generic.Deleted */
+body:not([data-theme="light"]) .highlight .ge { font-style: italic } /* Generic.Emph */
+body:not([data-theme="light"]) .highlight .gh { color: #00E0E0 } /* Generic.Heading */
+body:not([data-theme="light"]) .highlight .gs { font-weight: bold } /* Generic.Strong */
+body:not([data-theme="light"]) .highlight .gu { color: #00E0E0 } /* Generic.Subheading */
+body:not([data-theme="light"]) .highlight .kc { color: #DCC6E0 } /* Keyword.Constant */
+body:not([data-theme="light"]) .highlight .kd { color: #DCC6E0 } /* Keyword.Declaration */
+body:not([data-theme="light"]) .highlight .kn { color: #DCC6E0 } /* Keyword.Namespace */
+body:not([data-theme="light"]) .highlight .kp { color: #DCC6E0 } /* Keyword.Pseudo */
+body:not([data-theme="light"]) .highlight .kr { color: #DCC6E0 } /* Keyword.Reserved */
+body:not([data-theme="light"]) .highlight .kt { color: #F5AB35 } /* Keyword.Type */
+body:not([data-theme="light"]) .highlight .ld { color: #F5AB35 } /* Literal.Date */
+body:not([data-theme="light"]) .highlight .m { color: #F5AB35 } /* Literal.Number */
+body:not([data-theme="light"]) .highlight .s { color: #ABE338 } /* Literal.String */
+body:not([data-theme="light"]) .highlight .na { color: #FFD700 } /* Name.Attribute */
+body:not([data-theme="light"]) .highlight .nb { color: #F5AB35 } /* Name.Builtin */
+body:not([data-theme="light"]) .highlight .nc { color: #00E0E0 } /* Name.Class */
+body:not([data-theme="light"]) .highlight .no { color: #00E0E0 } /* Name.Constant */
+body:not([data-theme="light"]) .highlight .nd { color: #F5AB35 } /* Name.Decorator */
+body:not([data-theme="light"]) .highlight .ni { color: #ABE338 } /* Name.Entity */
+body:not([data-theme="light"]) .highlight .ne { color: #DCC6E0 } /* Name.Exception */
+body:not([data-theme="light"]) .highlight .nf { color: #00E0E0 } /* Name.Function */
+body:not([data-theme="light"]) .highlight .nl { color: #F5AB35 } /* Name.Label */
+body:not([data-theme="light"]) .highlight .nn { color: #F8F8F2 } /* Name.Namespace */
+body:not([data-theme="light"]) .highlight .nx { color: #F8F8F2 } /* Name.Other */
+body:not([data-theme="light"]) .highlight .py { color: #00E0E0 } /* Name.Property */
+body:not([data-theme="light"]) .highlight .nt { color: #00E0E0 } /* Name.Tag */
+body:not([data-theme="light"]) .highlight .nv { color: #FFA07A } /* Name.Variable */
+body:not([data-theme="light"]) .highlight .ow { color: #DCC6E0 } /* Operator.Word */
+body:not([data-theme="light"]) .highlight .pm { color: #F8F8F2 } /* Punctuation.Marker */
+body:not([data-theme="light"]) .highlight .w { color: #F8F8F2 } /* Text.Whitespace */
+body:not([data-theme="light"]) .highlight .mb { color: #F5AB35 } /* Literal.Number.Bin */
+body:not([data-theme="light"]) .highlight .mf { color: #F5AB35 } /* Literal.Number.Float */
+body:not([data-theme="light"]) .highlight .mh { color: #F5AB35 } /* Literal.Number.Hex */
+body:not([data-theme="light"]) .highlight .mi { color: #F5AB35 } /* Literal.Number.Integer */
+body:not([data-theme="light"]) .highlight .mo { color: #F5AB35 } /* Literal.Number.Oct */
+body:not([data-theme="light"]) .highlight .sa { color: #ABE338 } /* Literal.String.Affix */
+body:not([data-theme="light"]) .highlight .sb { color: #ABE338 } /* Literal.String.Backtick */
+body:not([data-theme="light"]) .highlight .sc { color: #ABE338 } /* Literal.String.Char */
+body:not([data-theme="light"]) .highlight .dl { color: #ABE338 } /* Literal.String.Delimiter */
+body:not([data-theme="light"]) .highlight .sd { color: #ABE338 } /* Literal.String.Doc */
+body:not([data-theme="light"]) .highlight .s2 { color: #ABE338 } /* Literal.String.Double */
+body:not([data-theme="light"]) .highlight .se { color: #ABE338 } /* Literal.String.Escape */
+body:not([data-theme="light"]) .highlight .sh { color: #ABE338 } /* Literal.String.Heredoc */
+body:not([data-theme="light"]) .highlight .si { color: #ABE338 } /* Literal.String.Interpol */
+body:not([data-theme="light"]) .highlight .sx { color: #ABE338 } /* Literal.String.Other */
+body:not([data-theme="light"]) .highlight .sr { color: #FFA07A } /* Literal.String.Regex */
+body:not([data-theme="light"]) .highlight .s1 { color: #ABE338 } /* Literal.String.Single */
+body:not([data-theme="light"]) .highlight .ss { color: #00E0E0 } /* Literal.String.Symbol */
+body:not([data-theme="light"]) .highlight .bp { color: #F5AB35 } /* Name.Builtin.Pseudo */
+body:not([data-theme="light"]) .highlight .fm { color: #00E0E0 } /* Name.Function.Magic */
+body:not([data-theme="light"]) .highlight .vc { color: #FFA07A } /* Name.Variable.Class */
+body:not([data-theme="light"]) .highlight .vg { color: #FFA07A } /* Name.Variable.Global */
+body:not([data-theme="light"]) .highlight .vi { color: #FFA07A } /* Name.Variable.Instance */
+body:not([data-theme="light"]) .highlight .vm { color: #F5AB35 } /* Name.Variable.Magic */
+body:not([data-theme="light"]) .highlight .il { color: #F5AB35 } /* Literal.Number.Integer.Long */
 }
 }
\ No newline at end of file
diff --git a/content/_static/scripts/furo.js b/content/_static/scripts/furo.js
index 0abb2afa..87e1767f 100644
--- a/content/_static/scripts/furo.js
+++ b/content/_static/scripts/furo.js
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+  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/asf/index.rst" rel="edit" title="Edit this page">
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@@ -20,24 +20,24 @@
 
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@@ -379,7 +378,6 @@
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@@ -489,7 +487,7 @@
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 </div><div class="edit-this-page">
-  <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" rel="edit" title="Edit this page">
     <svg><use href="#svg-pencil"></use></svg>
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@@ -713,6 +711,6 @@ in sequence. The entire pipeline is defined in a module called <cite>example_dag
 </div><script src="../../_static/documentation_options.js?v=187304be"></script>
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diff --git a/content/code-comparisons/dagster/index.html b/content/code-comparisons/dagster/index.html
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         <link rel="canonical" href="https://hamilton.staged.apache.org/code-comparisons/dagster/" />
 
-    <!-- Generated with Sphinx 8.2.3 and Furo 2024.08.06 -->
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+  --color-code-foreground: #f8f8f2;
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-  --color-code-foreground: #d0d0d0;
+        --color-code-background: #2b2b2b;
+  --color-code-foreground: #f8f8f2;
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@@ -203,7 +203,6 @@
       
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-  
   <span class="sidebar-brand-text">Hamilton</span>
   
 </a><form class="sidebar-search-container" method="get" action="../../search/" role="search">
@@ -379,7 +378,6 @@
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-<li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/RayWorkflowGraphAdapter/">h_ray.RayWorkflowGraphAdapter</a></li>
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 </ul>
 </li>
@@ -489,7 +487,7 @@
     <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/code-comparisons/dagster.rst" title="Edit this page">
+  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/code-comparisons/dagster.rst" rel="edit" title="Edit this page">
     <svg><use href="#svg-pencil"></use></svg>
     <span class="visually-hidden">Edit this page</span>
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@@ -1062,6 +1060,6 @@
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-    <script src="../../_static/scripts/furo.js?v=5fa4622c"></script>
+    <script src="../../_static/scripts/furo.js?v=46bd48cc"></script>
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diff --git a/content/code-comparisons/index.html b/content/code-comparisons/index.html
index cfe800e2..abadbb77 100644
--- a/content/code-comparisons/index.html
+++ b/content/code-comparisons/index.html
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         <link rel="canonical" href="https://hamilton.staged.apache.org/code-comparisons/" />
 
-    <!-- Generated with Sphinx 8.2.3 and Furo 2024.08.06 -->
+    <!-- Generated with Sphinx 8.2.3 and Furo 2025.07.19 -->
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-    <link rel="stylesheet" type="text/css" href="../_static/styles/furo-extensions.css?v=302659d7" />
+      <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=d111a655" />
+    <link rel="stylesheet" type="text/css" href="../_static/styles/furo.css?v=25af2a20" />
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+    <link rel="stylesheet" type="text/css" href="../_static/styles/furo-extensions.css?v=8dab3a3b" />
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@@ -20,24 +20,24 @@
 
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-  --color-code-foreground: black;
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-      --color-code-background: #202020;
-  --color-code-foreground: #d0d0d0;
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+  --color-code-foreground: #f8f8f2;
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@@ -203,7 +203,6 @@
       
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-  
   <span class="sidebar-brand-text">Hamilton</span>
   
 </a><form class="sidebar-search-container" method="get" action="../search/" role="search">
@@ -379,7 +378,6 @@
 <li class="toctree-l2"><a class="reference internal" href="../reference/graph-adapters/DaskGraphAdapter/">h_dask.DaskGraphAdapter</a></li>
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-<li class="toctree-l2"><a class="reference internal" href="../reference/graph-adapters/RayWorkflowGraphAdapter/">h_ray.RayWorkflowGraphAdapter</a></li>
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 </ul>
 </li>
@@ -489,7 +487,7 @@
     <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/code-comparisons/index.rst" title="Edit this page">
+  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/code-comparisons/index.rst" rel="edit" title="Edit this page">
     <svg><use href="#svg-pencil"></use></svg>
     <span class="visually-hidden">Edit this page</span>
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@@ -624,6 +622,6 @@
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-    <script src="../_static/scripts/furo.js?v=5fa4622c"></script>
+    <script src="../_static/scripts/furo.js?v=46bd48cc"></script>
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\ No newline at end of file
diff --git a/content/code-comparisons/kedro/index.html b/content/code-comparisons/kedro/index.html
index 014e919a..5f7ad922 100644
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-    <!-- Generated with Sphinx 8.2.3 and Furo 2024.08.06 -->
+    <!-- Generated with Sphinx 8.2.3 and Furo 2025.07.19 -->
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-    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo-extensions.css?v=302659d7" />
+      <link rel="stylesheet" type="text/css" href="../../_static/pygments.css?v=d111a655" />
+    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo.css?v=25af2a20" />
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@@ -20,24 +20,24 @@
 
 <style>
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-  --color-code-foreground: black;
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-      --color-code-background: #202020;
-  --color-code-foreground: #d0d0d0;
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@@ -203,7 +203,6 @@
       
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-  
   <span class="sidebar-brand-text">Hamilton</span>
   
 </a><form class="sidebar-search-container" method="get" action="../../search/" role="search">
@@ -379,7 +378,6 @@
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-<li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/RayWorkflowGraphAdapter/">h_ray.RayWorkflowGraphAdapter</a></li>
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 </ul>
 </li>
@@ -489,7 +487,7 @@
     <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/code-comparisons/kedro.rst" title="Edit this page">
+  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/code-comparisons/kedro.rst" rel="edit" title="Edit this page">
     <svg><use href="#svg-pencil"></use></svg>
     <span class="visually-hidden">Edit this page</span>
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@@ -1060,6 +1058,6 @@ w~~~~~~~~~~~~~~~</p>
 </div><script src="../../_static/documentation_options.js?v=187304be"></script>
     <script src="../../_static/doctools.js?v=9bcbadda"></script>
     <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
-    <script src="../../_static/scripts/furo.js?v=5fa4622c"></script>
+    <script src="../../_static/scripts/furo.js?v=46bd48cc"></script>
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\ No newline at end of file
diff --git a/content/code-comparisons/langchain/index.html b/content/code-comparisons/langchain/index.html
index 83144788..011785b2 100644
--- a/content/code-comparisons/langchain/index.html
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@@ -6,12 +6,12 @@
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         <link rel="canonical" href="https://hamilton.staged.apache.org/code-comparisons/langchain/" />
 
-    <!-- Generated with Sphinx 8.2.3 and Furo 2024.08.06 -->
+    <!-- Generated with Sphinx 8.2.3 and Furo 2025.07.19 -->
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-      <link rel="stylesheet" type="text/css" href="../../_static/pygments.css?v=8f2a1f02" />
-    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo.css?v=354aac6f" />
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-    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo-extensions.css?v=302659d7" />
+      <link rel="stylesheet" type="text/css" href="../../_static/pygments.css?v=d111a655" />
+    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo.css?v=25af2a20" />
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@@ -20,24 +20,24 @@
 
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-  --color-code-foreground: black;
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-      --color-code-background: #202020;
-  --color-code-foreground: #d0d0d0;
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-        --color-code-background: #202020;
-  --color-code-foreground: #d0d0d0;
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   --color-announcement-background: #ffba00;
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@@ -203,7 +203,6 @@
       
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-  
   <span class="sidebar-brand-text">Hamilton</span>
   
 </a><form class="sidebar-search-container" method="get" action="../../search/" role="search">
@@ -379,7 +378,6 @@
 <li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/DaskGraphAdapter/">h_dask.DaskGraphAdapter</a></li>
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 <li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/RayGraphAdapter/">h_ray.RayGraphAdapter</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/RayWorkflowGraphAdapter/">h_ray.RayWorkflowGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/SparkKoalasGraphAdapter/">h_spark.SparkKoalasGraphAdapter</a></li>
 </ul>
 </li>
@@ -489,7 +487,7 @@
     <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/code-comparisons/langchain.rst" title="Edit this page">
+  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/code-comparisons/langchain.rst" rel="edit" title="Edit this page">
     <svg><use href="#svg-pencil"></use></svg>
     <span class="visually-hidden">Edit this page</span>
   </a>
@@ -1708,6 +1706,6 @@ opinion it’s better to be explicit about it.</p>
 </div><script src="../../_static/documentation_options.js?v=187304be"></script>
     <script src="../../_static/doctools.js?v=9bcbadda"></script>
     <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
-    <script src="../../_static/scripts/furo.js?v=5fa4622c"></script>
+    <script src="../../_static/scripts/furo.js?v=46bd48cc"></script>
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 </html>
\ No newline at end of file
diff --git a/content/community/index.html b/content/community/index.html
index 3a86ef53..77a4741c 100644
--- a/content/community/index.html
+++ b/content/community/index.html
@@ -6,12 +6,12 @@
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         <link rel="canonical" href="https://hamilton.staged.apache.org/community/" />
 
-    <!-- Generated with Sphinx 8.2.3 and Furo 2024.08.06 -->
+    <!-- Generated with Sphinx 8.2.3 and Furo 2025.07.19 -->
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-      <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=8f2a1f02" />
-    <link rel="stylesheet" type="text/css" href="../_static/styles/furo.css?v=354aac6f" />
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-    <link rel="stylesheet" type="text/css" href="../_static/styles/furo-extensions.css?v=302659d7" />
+      <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=d111a655" />
+    <link rel="stylesheet" type="text/css" href="../_static/styles/furo.css?v=25af2a20" />
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@@ -20,24 +20,24 @@
 
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-      --color-code-background: #202020;
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@@ -203,7 +203,6 @@
       
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-  
   <span class="sidebar-brand-text">Hamilton</span>
   
 </a><form class="sidebar-search-container" method="get" action="../search/" role="search">
@@ -379,7 +378,6 @@
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 </ul>
 </li>
@@ -489,7 +487,7 @@
     <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/community/index.md" title="Edit this page">
+  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/community/index.md" rel="edit" title="Edit this page">
     <svg><use href="#svg-pencil"></use></svg>
     <span class="visually-hidden">Edit this page</span>
   </a>
@@ -633,6 +631,6 @@
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-    <script src="../_static/scripts/furo.js?v=5fa4622c"></script>
+    <script src="../_static/scripts/furo.js?v=46bd48cc"></script>
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diff --git a/content/concepts/best-practices/code-organization/index.html b/content/concepts/best-practices/code-organization/index.html
index b3cfe72c..2a81efce 100644
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         <link rel="canonical" href="https://hamilton.staged.apache.org/concepts/best-practices/code-organization/" />
 
-    <!-- Generated with Sphinx 8.2.3 and Furo 2024.08.06 -->
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@@ -489,7 +487,7 @@
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-  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/concepts/best-practices/code-organization.rst" title="Edit this page">
+  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/concepts/best-practices/code-organization.rst" rel="edit" title="Edit this page">
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@@ -633,6 +631,6 @@ that you can exploit to make your development cycle faster.</p>
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diff --git a/content/concepts/best-practices/common-indices/index.html b/content/concepts/best-practices/common-indices/index.html
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         <link rel="canonical" href="https://hamilton.staged.apache.org/concepts/best-practices/common-indices/" />
 
-    <!-- Generated with Sphinx 8.2.3 and Furo 2024.08.06 -->
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@@ -379,7 +378,6 @@
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-  <a class="muted-link" 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" rel="edit" title="Edit this page">
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@@ -614,6 +612,6 @@ input to a classification model, e.g. over clients, then ensure the index is cli
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\ No newline at end of file
diff --git a/content/concepts/best-practices/function-naming/index.html b/content/concepts/best-practices/function-naming/index.html
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-    <!-- Generated with Sphinx 8.2.3 and Furo 2024.08.06 -->
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 </a><form class="sidebar-search-container" method="get" action="../../../search/" role="search">
@@ -379,7 +378,6 @@
 <li class="toctree-l2"><a class="reference internal" href="../../../reference/graph-adapters/DaskGraphAdapter/">h_dask.DaskGraphAdapter</a></li>
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 </ul>
 </li>
@@ -489,7 +487,7 @@
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 </div><div class="edit-this-page">
-  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/concepts/best-practices/function-naming.rst" title="Edit this page">
+  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/concepts/best-practices/function-naming.rst" rel="edit" title="Edit this page">
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@@ -638,6 +636,6 @@ more obvious as to what it is and what it represents?</p>
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\ No newline at end of file
diff --git a/content/concepts/best-practices/index.html b/content/concepts/best-practices/index.html
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-    <!-- Generated with Sphinx 8.2.3 and Furo 2024.08.06 -->
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@@ -379,7 +378,6 @@
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@@ -489,7 +487,7 @@
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 </div><div class="edit-this-page">
-  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/concepts/best-practices/index.rst" title="Edit this page">
+  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/concepts/best-practices/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/concepts/best-practices/loading-data.rst" rel="edit" title="Edit this page">
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\ No newline at end of file
diff --git a/content/concepts/best-practices/migrating-to-hamilton/index.html b/content/concepts/best-practices/migrating-to-hamilton/index.html
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-  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/concepts/best-practices/migrating-to-hamilton.rst" title="Edit this page">
+  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/concepts/best-practices/migrating-to-hamilton.rst" rel="edit" title="Edit this page">
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@@ -623,6 +621,6 @@ terminology, this is a <cite>Custom Driver Wrapper</cite>, since it wraps around
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\ No newline at end of file
diff --git a/content/concepts/best-practices/output-immutability/index.html b/content/concepts/best-practices/output-immutability/index.html
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-    <!-- Generated with Sphinx 8.2.3 and Furo 2024.08.06 -->
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@@ -379,7 +378,6 @@
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@@ -489,7 +487,7 @@
     <span class="visually-hidden">View this page</span>
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 </div><div class="edit-this-page">
-  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/concepts/best-practices/output-immutability.rst" title="Edit this page">
+  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/concepts/best-practices/output-immutability.rst" rel="edit" title="Edit this page">
     <svg><use href="#svg-pencil"></use></svg>
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@@ -619,6 +617,6 @@ always strive for immutability of outputs.</p>
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\ No newline at end of file
diff --git a/content/concepts/best-practices/using-within-your-etl-system/index.html b/content/concepts/best-practices/using-within-your-etl-system/index.html
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-    <!-- Generated with Sphinx 8.2.3 and Furo 2024.08.06 -->
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@@ -379,7 +378,6 @@
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@@ -489,7 +487,7 @@
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 </div><div class="edit-this-page">
-  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/concepts/best-practices/using-within-your-etl-system.rst" title="Edit this page">
+  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/concepts/best-practices/using-within-your-etl-system.rst" rel="edit" title="Edit this page">
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diff --git a/content/concepts/builder/index.html b/content/concepts/builder/index.html
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@@ -20,24 +20,24 @@
 
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@@ -379,7 +378,6 @@
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 <li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/RayGraphAdapter/">h_ray.RayGraphAdapter</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/RayWorkflowGraphAdapter/">h_ray.RayWorkflowGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/SparkKoalasGraphAdapter/">h_spark.SparkKoalasGraphAdapter</a></li>
 </ul>
 </li>
@@ -489,7 +487,7 @@
     <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/concepts/builder.rst" title="Edit this page">
+  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/concepts/builder.rst" rel="edit" title="Edit this page">
     <svg><use href="#svg-pencil"></use></svg>
     <span class="visually-hidden">Edit this page</span>
   </a>
@@ -814,6 +812,6 @@
 </div><script src="../../_static/documentation_options.js?v=187304be"></script>
     <script src="../../_static/doctools.js?v=9bcbadda"></script>
     <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
-    <script src="../../_static/scripts/furo.js?v=5fa4622c"></script>
+    <script src="../../_static/scripts/furo.js?v=46bd48cc"></script>
     </body>
 </html>
\ No newline at end of file
diff --git a/content/concepts/caching/index.html b/content/concepts/caching/index.html
index dea83093..81aa88ea 100644
--- a/content/concepts/caching/index.html
+++ b/content/concepts/caching/index.html
@@ -6,12 +6,12 @@
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         <link rel="canonical" href="https://hamilton.staged.apache.org/concepts/caching/" />
 
-    <!-- Generated with Sphinx 8.2.3 and Furo 2024.08.06 -->
+    <!-- Generated with Sphinx 8.2.3 and Furo 2025.07.19 -->
         <title>Caching - Hamilton</title>
-      <link rel="stylesheet" type="text/css" href="../../_static/pygments.css?v=8f2a1f02" />
-    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo.css?v=354aac6f" />
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-    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo-extensions.css?v=302659d7" />
+      <link rel="stylesheet" type="text/css" href="../../_static/pygments.css?v=d111a655" />
+    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo.css?v=25af2a20" />
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@@ -20,24 +20,24 @@
 
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-    --color-code-background: #f8f8f8;
-  --color-code-foreground: black;
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   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
   }
   @media not print {
     body[data-theme="dark"] {
-      --color-code-background: #202020;
-  --color-code-foreground: #d0d0d0;
+      --color-code-background: #2b2b2b;
+  --color-code-foreground: #f8f8f2;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
     }
     @media (prefers-color-scheme: dark) {
       body:not([data-theme="light"]) {
-        --color-code-background: #202020;
-  --color-code-foreground: #d0d0d0;
+        --color-code-background: #2b2b2b;
+  --color-code-foreground: #f8f8f2;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
@@ -203,7 +203,6 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="../../">
   
-  
   <span class="sidebar-brand-text">Hamilton</span>
   
 </a><form class="sidebar-search-container" method="get" action="../../search/" role="search">
@@ -379,7 +378,6 @@
 <li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/DaskGraphAdapter/">h_dask.DaskGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/PySparkUDFGraphAdapter/">h_spark.PySparkUDFGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/RayGraphAdapter/">h_ray.RayGraphAdapter</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/RayWorkflowGraphAdapter/">h_ray.RayWorkflowGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/SparkKoalasGraphAdapter/">h_spark.SparkKoalasGraphAdapter</a></li>
 </ul>
 </li>
@@ -489,7 +487,7 @@
     <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/concepts/caching.rst" title="Edit this page">
+  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/concepts/caching.rst" rel="edit" title="Edit this page">
     <svg><use href="#svg-pencil"></use></svg>
     <span class="visually-hidden">Edit this page</span>
   </a>
@@ -1196,6 +1194,6 @@
 </div><script src="../../_static/documentation_options.js?v=187304be"></script>
     <script src="../../_static/doctools.js?v=9bcbadda"></script>
     <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
-    <script src="../../_static/scripts/furo.js?v=5fa4622c"></script>
+    <script src="../../_static/scripts/furo.js?v=46bd48cc"></script>
     </body>
 </html>
\ No newline at end of file
diff --git a/content/concepts/driver/index.html b/content/concepts/driver/index.html
index 72a282e0..dd4cb542 100644
--- a/content/concepts/driver/index.html
+++ b/content/concepts/driver/index.html
@@ -6,12 +6,12 @@
 <link rel="index" title="Index" href="../../genindex/" /><link rel="search" title="Search" href="../../search/" /><link rel="next" title="Visualization" href="../visualization/" /><link rel="prev" title="Functions, nodes &amp; dataflow" href="../node/" />
         <link rel="canonical" href="https://hamilton.staged.apache.org/concepts/driver/" />
 
-    <!-- Generated with Sphinx 8.2.3 and Furo 2024.08.06 -->
+    <!-- Generated with Sphinx 8.2.3 and Furo 2025.07.19 -->
         <title>Driver - Hamilton</title>
-      <link rel="stylesheet" type="text/css" href="../../_static/pygments.css?v=8f2a1f02" />
-    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo.css?v=354aac6f" />
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-    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo-extensions.css?v=302659d7" />
+      <link rel="stylesheet" type="text/css" href="../../_static/pygments.css?v=d111a655" />
+    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo.css?v=25af2a20" />
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@@ -20,24 +20,24 @@
 
 <style>
   body {
-    --color-code-background: #f8f8f8;
-  --color-code-foreground: black;
+    --color-code-background: #f2f2f2;
+  --color-code-foreground: #1e1e1e;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
   }
   @media not print {
     body[data-theme="dark"] {
-      --color-code-background: #202020;
-  --color-code-foreground: #d0d0d0;
+      --color-code-background: #2b2b2b;
+  --color-code-foreground: #f8f8f2;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
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     @media (prefers-color-scheme: dark) {
       body:not([data-theme="light"]) {
-        --color-code-background: #202020;
-  --color-code-foreground: #d0d0d0;
+        --color-code-background: #2b2b2b;
+  --color-code-foreground: #f8f8f2;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
@@ -203,7 +203,6 @@
       
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-  
   <span class="sidebar-brand-text">Hamilton</span>
   
 </a><form class="sidebar-search-container" method="get" action="../../search/" role="search">
@@ -379,7 +378,6 @@
 <li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/DaskGraphAdapter/">h_dask.DaskGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/PySparkUDFGraphAdapter/">h_spark.PySparkUDFGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/RayGraphAdapter/">h_ray.RayGraphAdapter</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/RayWorkflowGraphAdapter/">h_ray.RayWorkflowGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/SparkKoalasGraphAdapter/">h_spark.SparkKoalasGraphAdapter</a></li>
 </ul>
 </li>
@@ -489,7 +487,7 @@
     <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/concepts/driver.rst" title="Edit this page">
+  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/concepts/driver.rst" rel="edit" title="Edit this page">
     <svg><use href="#svg-pencil"></use></svg>
     <span class="visually-hidden">Edit this page</span>
   </a>
@@ -753,6 +751,6 @@
 </div><script src="../../_static/documentation_options.js?v=187304be"></script>
     <script src="../../_static/doctools.js?v=9bcbadda"></script>
     <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
-    <script src="../../_static/scripts/furo.js?v=5fa4622c"></script>
+    <script src="../../_static/scripts/furo.js?v=46bd48cc"></script>
     </body>
 </html>
\ No newline at end of file
diff --git a/content/concepts/function-modifiers-advanced/index.html b/content/concepts/function-modifiers-advanced/index.html
index 6d6b7538..0c3dda8e 100644
--- a/content/concepts/function-modifiers-advanced/index.html
+++ b/content/concepts/function-modifiers-advanced/index.html
@@ -6,12 +6,12 @@
 <link rel="index" title="Index" href="../../genindex/" /><link rel="search" title="Search" href="../../search/" /><link rel="next" title="Dynamic DAGs/Parallel Execution" href="../parallel-task/" /><link rel="prev" title="Caching" href="../caching/" />
         <link rel="canonical" href="https://hamilton.staged.apache.org/concepts/function-modifiers-advanced/" />
 
-    <!-- Generated with Sphinx 8.2.3 and Furo 2024.08.06 -->
+    <!-- Generated with Sphinx 8.2.3 and Furo 2025.07.19 -->
         <title>Function modifiers (Advanced) - Hamilton</title>
-      <link rel="stylesheet" type="text/css" href="../../_static/pygments.css?v=8f2a1f02" />
-    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo.css?v=354aac6f" />
-    <link rel="stylesheet" type="text/css" href="../../_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css" />
-    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo-extensions.css?v=302659d7" />
+      <link rel="stylesheet" type="text/css" href="../../_static/pygments.css?v=d111a655" />
+    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo.css?v=25af2a20" />
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+    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo-extensions.css?v=8dab3a3b" />
     <link rel="stylesheet" type="text/css" href="../../_static/testimonials.css?v=bd684830" />
     <link rel="stylesheet" type="text/css" href="../../_static/custom.css?v=a33697e8" />
     
@@ -20,24 +20,24 @@
 
 <style>
   body {
-    --color-code-background: #f8f8f8;
-  --color-code-foreground: black;
+    --color-code-background: #f2f2f2;
+  --color-code-foreground: #1e1e1e;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
   }
   @media not print {
     body[data-theme="dark"] {
-      --color-code-background: #202020;
-  --color-code-foreground: #d0d0d0;
+      --color-code-background: #2b2b2b;
+  --color-code-foreground: #f8f8f2;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
     }
     @media (prefers-color-scheme: dark) {
       body:not([data-theme="light"]) {
-        --color-code-background: #202020;
-  --color-code-foreground: #d0d0d0;
+        --color-code-background: #2b2b2b;
+  --color-code-foreground: #f8f8f2;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
@@ -203,7 +203,6 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="../../">
   
-  
   <span class="sidebar-brand-text">Hamilton</span>
   
 </a><form class="sidebar-search-container" method="get" action="../../search/" role="search">
@@ -379,7 +378,6 @@
 <li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/DaskGraphAdapter/">h_dask.DaskGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/PySparkUDFGraphAdapter/">h_spark.PySparkUDFGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/RayGraphAdapter/">h_ray.RayGraphAdapter</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/RayWorkflowGraphAdapter/">h_ray.RayWorkflowGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/SparkKoalasGraphAdapter/">h_spark.SparkKoalasGraphAdapter</a></li>
 </ul>
 </li>
@@ -489,7 +487,7 @@
     <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/concepts/function-modifiers-advanced.rst" title="Edit this page">
+  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/concepts/function-modifiers-advanced.rst" rel="edit" title="Edit this page">
     <svg><use href="#svg-pencil"></use></svg>
     <span class="visually-hidden">Edit this page</span>
   </a>
@@ -590,6 +588,6 @@
 </div><script src="../../_static/documentation_options.js?v=187304be"></script>
     <script src="../../_static/doctools.js?v=9bcbadda"></script>
     <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
-    <script src="../../_static/scripts/furo.js?v=5fa4622c"></script>
+    <script src="../../_static/scripts/furo.js?v=46bd48cc"></script>
     </body>
 </html>
\ No newline at end of file
diff --git a/content/concepts/function-modifiers/index.html b/content/concepts/function-modifiers/index.html
index e2389c8b..b247818a 100644
--- a/content/concepts/function-modifiers/index.html
+++ b/content/concepts/function-modifiers/index.html
@@ -6,12 +6,12 @@
 <link rel="index" title="Index" href="../../genindex/" /><link rel="search" title="Search" href="../../search/" /><link rel="next" title="Builder" href="../builder/" /><link rel="prev" title="Materialization" href="../materialization/" />
         <link rel="canonical" href="https://hamilton.staged.apache.org/concepts/function-modifiers/" />
 
-    <!-- Generated with Sphinx 8.2.3 and Furo 2024.08.06 -->
+    <!-- Generated with Sphinx 8.2.3 and Furo 2025.07.19 -->
         <title>Function modifiers - Hamilton</title>
-      <link rel="stylesheet" type="text/css" href="../../_static/pygments.css?v=8f2a1f02" />
-    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo.css?v=354aac6f" />
-    <link rel="stylesheet" type="text/css" href="../../_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css" />
-    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo-extensions.css?v=302659d7" />
+      <link rel="stylesheet" type="text/css" href="../../_static/pygments.css?v=d111a655" />
+    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo.css?v=25af2a20" />
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+    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo-extensions.css?v=8dab3a3b" />
     <link rel="stylesheet" type="text/css" href="../../_static/testimonials.css?v=bd684830" />
     <link rel="stylesheet" type="text/css" href="../../_static/custom.css?v=a33697e8" />
     
@@ -20,24 +20,24 @@
 
 <style>
   body {
-    --color-code-background: #f8f8f8;
-  --color-code-foreground: black;
+    --color-code-background: #f2f2f2;
+  --color-code-foreground: #1e1e1e;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
   }
   @media not print {
     body[data-theme="dark"] {
-      --color-code-background: #202020;
-  --color-code-foreground: #d0d0d0;
+      --color-code-background: #2b2b2b;
+  --color-code-foreground: #f8f8f2;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
     }
     @media (prefers-color-scheme: dark) {
       body:not([data-theme="light"]) {
-        --color-code-background: #202020;
-  --color-code-foreground: #d0d0d0;
+        --color-code-background: #2b2b2b;
+  --color-code-foreground: #f8f8f2;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
@@ -203,7 +203,6 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="../../">
   
-  
   <span class="sidebar-brand-text">Hamilton</span>
   
 </a><form class="sidebar-search-container" method="get" action="../../search/" role="search">
@@ -379,7 +378,6 @@
 <li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/DaskGraphAdapter/">h_dask.DaskGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/PySparkUDFGraphAdapter/">h_spark.PySparkUDFGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/RayGraphAdapter/">h_ray.RayGraphAdapter</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/RayWorkflowGraphAdapter/">h_ray.RayWorkflowGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/SparkKoalasGraphAdapter/">h_spark.SparkKoalasGraphAdapter</a></li>
 </ul>
 </li>
@@ -489,7 +487,7 @@
     <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/concepts/function-modifiers.rst" title="Edit this page">
+  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/concepts/function-modifiers.rst" rel="edit" title="Edit this page">
     <svg><use href="#svg-pencil"></use></svg>
     <span class="visually-hidden">Edit this page</span>
   </a>
@@ -627,7 +625,7 @@
 <p>The <code class="docutils literal notranslate"><span class="pre">&#64;check_output</span></code> function modifiers are applied on the <strong>node output / function return</strong> and therefore don’t directly affect node behavior. Decorators separate data validation from the function body where the core logic is. It improves function readability, and it helps reusing and maintaining standardized checks across multiple functions.</p>
 <div class="admonition note">
 <p class="admonition-title">Note</p>
-<p>In the future, validatation capabailities may be added to <code class="docutils literal notranslate"><span class="pre">&#64;schema</span></code>. For now, it’s only added metadata.</p>
+<p>In the future, validation capabilities may be added to <code class="docutils literal notranslate"><span class="pre">&#64;schema</span></code>. For now, it’s only added metadata.</p>
 </div>
 <section id="check-output">
 <h3>&#64;check_output*<a class="headerlink" href="#check-output" title="Link to this heading">¶</a></h3>
@@ -674,7 +672,7 @@
 <div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span><span class="w"> </span><span class="nn">typing</span><span class="w"> </span><span class="kn">import</span> <span class="n">Tuple</span>
 <span class="kn">from</span><span class="w"> </span><span class="nn">hamilton.function_modifiers</span><span class="w"> </span><span class="kn">import</span> <span class="n">unpack_fields</span>
 
-<span class="nd">@unpack_fields</span><span class="p">(</span><span class="s2">&quot;X_train&quot;</span> <span class="s2">&quot;X_validation&quot;</span><span class="p">,</span> <span class="s2">&quot;X_test&quot;</span><span class="p">)</span>
+<span class="nd">@unpack_fields</span><span class="p">(</span><span class="s2">&quot;X_train&quot;</span><span class="p">,</span> <span class="s2">&quot;X_validation&quot;</span><span class="p">,</span> <span class="s2">&quot;X_test&quot;</span><span class="p">)</span>
 <span class="k">def</span><span class="w"> </span><span class="nf">dataset_splits</span><span class="p">(</span><span class="n">X</span><span class="p">:</span> <span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Tuple</span><span class="p">[</span><span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">,</span> <span class="n">np</span><span class="o">. [...]
 <span class="w">    </span><span class="sd">&quot;&quot;&quot;Randomly split data into train, validation, test&quot;&quot;&quot;</span>
     <span class="n">X_train</span><span class="p">,</span> <span class="n">X_validation</span><span class="p">,</span> <span class="n">X_test</span> <span class="o">=</span> <span class="n">random_split</span><span class="p">(</span><span class="n">X</span><span class="p">)</span>
@@ -687,11 +685,11 @@
 </section>
 <section id="extract-fields">
 <h3>&#64;extract_fields<a class="headerlink" href="#extract-fields" title="Link to this heading">¶</a></h3>
-<p>Additionally, we can extract fields from an output dictionary using <code class="docutils literal notranslate"><span class="pre">&#64;extract_fields</span></code>. In this case, you must specify the dictionary keys and their types. The function must return a dictionary that contains, at a minimum, those keys specified in the decorator.</p>
+<p>Additionally, we can extract fields from an output dictionary using <code class="docutils literal notranslate"><span class="pre">&#64;extract_fields</span></code>. The function must return a dictionary that contains, at a minimum, those keys specified in the decorator. In this case, you can specify a dictionary of fields and their types:</p>
 <div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span><span class="w"> </span><span class="nn">typing</span><span class="w"> </span><span class="kn">import</span> <span class="n">Dict</span>
 <span class="kn">from</span><span class="w"> </span><span class="nn">hamilton.function_modifiers</span><span class="w"> </span><span class="kn">import</span> <span class="n">extract_fields</span>
 
-<span class="nd">@extract_fields</span><span class="p">(</span><span class="nb">dict</span><span class="p">(</span>  <span class="c1"># don&#39;t forget the dictionary</span>
+<span class="nd">@extract_fields</span><span class="p">(</span><span class="nb">dict</span><span class="p">(</span>  <span class="c1"># fields specified as a dictionary</span>
     <span class="n">X_train</span><span class="o">=</span><span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">,</span>
     <span class="n">X_validation</span><span class="o">=</span><span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">,</span>
     <span class="n">X_test</span><span class="o">=</span><span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">,</span>
@@ -708,6 +706,61 @@
 </div>
 <a class="reference internal image-reference" href="../../_images/extract_fields.png"><img alt="../../_images/extract_fields.png" src="../../_images/extract_fields.png" style="height: 250px;" />
 </a>
+<p>Or if you are using a generic dictionary, you can specify solely the field names.</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span><span class="w"> </span><span class="nn">typing</span><span class="w"> </span><span class="kn">import</span> <span class="n">Dict</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">hamilton.function_modifiers</span><span class="w"> </span><span class="kn">import</span> <span class="n">extract_fields</span>
+
+<span class="nd">@extract_fields</span><span class="p">(</span><span class="s2">&quot;X_train&quot;</span><span class="p">,</span> <span class="s2">&quot;X_validation&quot;</span><span class="p">,</span> <span class="s2">&quot;X_test&quot;</span><span class="p">)</span>  <span class="c1"># field names only</span>
+<span class="k">def</span><span class="w"> </span><span class="nf">dataset_splits</span><span class="p">(</span><span class="n">X</span><span class="p">:</span> <span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">Dict</span><span class="p">[</span><span class="nb">str</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p"> [...]
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;Randomly split data into train, validation, test&quot;&quot;&quot;</span>
+    <span class="n">X_train</span><span class="p">,</span> <span class="n">X_validation</span><span class="p">,</span> <span class="n">X_test</span> <span class="o">=</span> <span class="n">random_split</span><span class="p">(</span><span class="n">X</span><span class="p">)</span>
+    <span class="k">return</span> <span class="nb">dict</span><span class="p">(</span>
+        <span class="n">X_train</span><span class="o">=</span><span class="n">X_train</span><span class="p">,</span>
+        <span class="n">X_validation</span><span class="o">=</span><span class="n">X_validation</span><span class="p">,</span>
+        <span class="n">X_test</span><span class="o">=</span><span class="n">X_test</span><span class="p">,</span>
+    <span class="p">)</span>
+</pre></div>
+</div>
+<p>If you are using a <cite>TypedDict</cite>, you can specify the just field names.</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span><span class="w"> </span><span class="nn">typing</span><span class="w"> </span><span class="kn">import</span> <span class="n">TypedDict</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">hamilton.function_modifiers</span><span class="w"> </span><span class="kn">import</span> <span class="n">extract_fields</span>
+
+<span class="k">class</span><span class="w"> </span><span class="nc">DatasetSplits</span><span class="p">(</span><span class="n">TypedDict</span><span class="p">):</span>
+    <span class="n">X_train</span><span class="p">:</span> <span class="n">np</span><span class="o">.</span><span class="n">ndarray</span>
+    <span class="n">X_validation</span><span class="p">:</span> <span class="n">np</span><span class="o">.</span><span class="n">ndarray</span>
+    <span class="n">X_test</span><span class="p">:</span> <span class="n">np</span><span class="o">.</span><span class="n">ndarray</span>
+
+<span class="nd">@extract_fields</span><span class="p">(</span><span class="s2">&quot;X_train&quot;</span><span class="p">,</span> <span class="s2">&quot;X_validation&quot;</span><span class="p">,</span> <span class="s2">&quot;X_test&quot;</span><span class="p">)</span>
+<span class="k">def</span><span class="w"> </span><span class="nf">dataset_splits</span><span class="p">(</span><span class="n">X</span><span class="p">:</span> <span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">DatasetSplits</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;Randomly split data into train, validation, test&quot;&quot;&quot;</span>
+    <span class="n">X_train</span><span class="p">,</span> <span class="n">X_validation</span><span class="p">,</span> <span class="n">X_test</span> <span class="o">=</span> <span class="n">random_split</span><span class="p">(</span><span class="n">X</span><span class="p">)</span>
+    <span class="k">return</span> <span class="nb">dict</span><span class="p">(</span>
+        <span class="n">X_train</span><span class="o">=</span><span class="n">X_train</span><span class="p">,</span>
+        <span class="n">X_validation</span><span class="o">=</span><span class="n">X_validation</span><span class="p">,</span>
+        <span class="n">X_test</span><span class="o">=</span><span class="n">X_test</span><span class="p">,</span>
+    <span class="p">)</span>
+</pre></div>
+</div>
+<p>Or you can leave the field names empty and extract all fields from the <cite>TypedDict</cite>.</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span><span class="w"> </span><span class="nn">typing</span><span class="w"> </span><span class="kn">import</span> <span class="n">TypedDict</span>
+<span class="kn">from</span><span class="w"> </span><span class="nn">hamilton.function_modifiers</span><span class="w"> </span><span class="kn">import</span> <span class="n">extract_fields</span>
+
+<span class="k">class</span><span class="w"> </span><span class="nc">DatasetSplits</span><span class="p">(</span><span class="n">TypedDict</span><span class="p">):</span>
+    <span class="n">X_train</span><span class="p">:</span> <span class="n">np</span><span class="o">.</span><span class="n">ndarray</span>
+    <span class="n">X_validation</span><span class="p">:</span> <span class="n">np</span><span class="o">.</span><span class="n">ndarray</span>
+    <span class="n">X_test</span><span class="p">:</span> <span class="n">np</span><span class="o">.</span><span class="n">ndarray</span>
+
+<span class="nd">@extract_fields</span><span class="p">(</span><span class="n">DatasetSplits</span><span class="p">)</span>  <span class="c1"># field names only</span>
+<span class="k">def</span><span class="w"> </span><span class="nf">dataset_splits</span><span class="p">(</span><span class="n">X</span><span class="p">:</span> <span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="p">)</span> <span class="o">-&gt;</span> <span class="n">DatasetSplits</span><span class="p">:</span>
+<span class="w">    </span><span class="sd">&quot;&quot;&quot;Randomly split data into train, validation, test&quot;&quot;&quot;</span>
+    <span class="n">X_train</span><span class="p">,</span> <span class="n">X_validation</span><span class="p">,</span> <span class="n">X_test</span> <span class="o">=</span> <span class="n">random_split</span><span class="p">(</span><span class="n">X</span><span class="p">)</span>
+    <span class="k">return</span> <span class="nb">dict</span><span class="p">(</span>
+        <span class="n">X_train</span><span class="o">=</span><span class="n">X_train</span><span class="p">,</span>
+        <span class="n">X_validation</span><span class="o">=</span><span class="n">X_validation</span><span class="p">,</span>
+        <span class="n">X_test</span><span class="o">=</span><span class="n">X_test</span><span class="p">,</span>
+    <span class="p">)</span>
+</pre></div>
+</div>
 <p>Again, <code class="docutils literal notranslate"><span class="pre">X_train</span></code>, <code class="docutils literal notranslate"><span class="pre">X_validation</span></code>, and <code class="docutils literal notranslate"><span class="pre">X_test</span></code> are now available to other nodes, or you can query the <code class="docutils literal notranslate"><span class="pre">dataset_splits</span></code> node to retrieve all splits in a dictionary.</p>
 </section>
 <section id="extract-columns">
@@ -1004,6 +1057,6 @@
 </div><script src="../../_static/documentation_options.js?v=187304be"></script>
     <script src="../../_static/doctools.js?v=9bcbadda"></script>
     <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
-    <script src="../../_static/scripts/furo.js?v=5fa4622c"></script>
+    <script src="../../_static/scripts/furo.js?v=46bd48cc"></script>
     </body>
 </html>
\ No newline at end of file
diff --git a/content/concepts/glossary/index.html b/content/concepts/glossary/index.html
index c2511b16..091a6816 100644
--- a/content/concepts/glossary/index.html
+++ b/content/concepts/glossary/index.html
@@ -6,12 +6,12 @@
 <link rel="index" title="Index" href="../../genindex/" /><link rel="search" title="Search" href="../../search/" /><link rel="next" title="Functions, nodes &amp; dataflow" href="../node/" /><link rel="prev" title="Concepts" href="../" />
         <link rel="canonical" href="https://hamilton.staged.apache.org/concepts/glossary/" />
 
-    <!-- Generated with Sphinx 8.2.3 and Furo 2024.08.06 -->
+    <!-- Generated with Sphinx 8.2.3 and Furo 2025.07.19 -->
         <title>Glossary - Hamilton</title>
-      <link rel="stylesheet" type="text/css" href="../../_static/pygments.css?v=8f2a1f02" />
-    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo.css?v=354aac6f" />
-    <link rel="stylesheet" type="text/css" href="../../_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css" />
-    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo-extensions.css?v=302659d7" />
+      <link rel="stylesheet" type="text/css" href="../../_static/pygments.css?v=d111a655" />
+    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo.css?v=25af2a20" />
+    <link rel="stylesheet" type="text/css" href="../../_static/mystnb.8ecb98da25f57f5357bf6f572d296f466b2cfe2517ffebfabe82451661e28f02.css" />
+    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo-extensions.css?v=8dab3a3b" />
     <link rel="stylesheet" type="text/css" href="../../_static/testimonials.css?v=bd684830" />
     <link rel="stylesheet" type="text/css" href="../../_static/custom.css?v=a33697e8" />
     
@@ -20,24 +20,24 @@
 
 <style>
   body {
-    --color-code-background: #f8f8f8;
-  --color-code-foreground: black;
+    --color-code-background: #f2f2f2;
+  --color-code-foreground: #1e1e1e;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
   }
   @media not print {
     body[data-theme="dark"] {
-      --color-code-background: #202020;
-  --color-code-foreground: #d0d0d0;
+      --color-code-background: #2b2b2b;
+  --color-code-foreground: #f8f8f2;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
     }
     @media (prefers-color-scheme: dark) {
       body:not([data-theme="light"]) {
-        --color-code-background: #202020;
-  --color-code-foreground: #d0d0d0;
+        --color-code-background: #2b2b2b;
+  --color-code-foreground: #f8f8f2;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
@@ -203,7 +203,6 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="../../">
   
-  
   <span class="sidebar-brand-text">Hamilton</span>
   
 </a><form class="sidebar-search-container" method="get" action="../../search/" role="search">
@@ -379,7 +378,6 @@
 <li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/DaskGraphAdapter/">h_dask.DaskGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/PySparkUDFGraphAdapter/">h_spark.PySparkUDFGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/RayGraphAdapter/">h_ray.RayGraphAdapter</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/RayWorkflowGraphAdapter/">h_ray.RayWorkflowGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/SparkKoalasGraphAdapter/">h_spark.SparkKoalasGraphAdapter</a></li>
 </ul>
 </li>
@@ -489,7 +487,7 @@
     <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/concepts/glossary.rst" title="Edit this page">
+  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/concepts/glossary.rst" rel="edit" title="Edit this page">
     <svg><use href="#svg-pencil"></use></svg>
     <span class="visually-hidden">Edit this page</span>
   </a>
@@ -621,6 +619,6 @@ Decorators</p></td>
 </div><script src="../../_static/documentation_options.js?v=187304be"></script>
     <script src="../../_static/doctools.js?v=9bcbadda"></script>
     <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
-    <script src="../../_static/scripts/furo.js?v=5fa4622c"></script>
+    <script src="../../_static/scripts/furo.js?v=46bd48cc"></script>
     </body>
 </html>
\ No newline at end of file
diff --git a/content/concepts/index.html b/content/concepts/index.html
index 73a8a609..547c56e1 100644
--- a/content/concepts/index.html
+++ b/content/concepts/index.html
@@ -6,12 +6,12 @@
 <link rel="index" title="Index" href="../genindex/" /><link rel="search" title="Search" href="../search/" /><link rel="next" title="Glossary" href="glossary/" /><link rel="prev" title="License" href="../get-started/license/" />
         <link rel="canonical" href="https://hamilton.staged.apache.org/concepts/" />
 
-    <!-- Generated with Sphinx 8.2.3 and Furo 2024.08.06 -->
+    <!-- Generated with Sphinx 8.2.3 and Furo 2025.07.19 -->
         <title>Concepts - Hamilton</title>
-      <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=8f2a1f02" />
-    <link rel="stylesheet" type="text/css" href="../_static/styles/furo.css?v=354aac6f" />
-    <link rel="stylesheet" type="text/css" href="../_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css" />
-    <link rel="stylesheet" type="text/css" href="../_static/styles/furo-extensions.css?v=302659d7" />
+      <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=d111a655" />
+    <link rel="stylesheet" type="text/css" href="../_static/styles/furo.css?v=25af2a20" />
+    <link rel="stylesheet" type="text/css" href="../_static/mystnb.8ecb98da25f57f5357bf6f572d296f466b2cfe2517ffebfabe82451661e28f02.css" />
+    <link rel="stylesheet" type="text/css" href="../_static/styles/furo-extensions.css?v=8dab3a3b" />
     <link rel="stylesheet" type="text/css" href="../_static/testimonials.css?v=bd684830" />
     <link rel="stylesheet" type="text/css" href="../_static/custom.css?v=a33697e8" />
     
@@ -20,24 +20,24 @@
 
 <style>
   body {
-    --color-code-background: #f8f8f8;
-  --color-code-foreground: black;
+    --color-code-background: #f2f2f2;
+  --color-code-foreground: #1e1e1e;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
   }
   @media not print {
     body[data-theme="dark"] {
-      --color-code-background: #202020;
-  --color-code-foreground: #d0d0d0;
+      --color-code-background: #2b2b2b;
+  --color-code-foreground: #f8f8f2;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
     }
     @media (prefers-color-scheme: dark) {
       body:not([data-theme="light"]) {
-        --color-code-background: #202020;
-  --color-code-foreground: #d0d0d0;
+        --color-code-background: #2b2b2b;
+  --color-code-foreground: #f8f8f2;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
@@ -203,7 +203,6 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="../">
   
-  
   <span class="sidebar-brand-text">Hamilton</span>
   
 </a><form class="sidebar-search-container" method="get" action="../search/" role="search">
@@ -379,7 +378,6 @@
 <li class="toctree-l2"><a class="reference internal" href="../reference/graph-adapters/DaskGraphAdapter/">h_dask.DaskGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../reference/graph-adapters/PySparkUDFGraphAdapter/">h_spark.PySparkUDFGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../reference/graph-adapters/RayGraphAdapter/">h_ray.RayGraphAdapter</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../reference/graph-adapters/RayWorkflowGraphAdapter/">h_ray.RayWorkflowGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../reference/graph-adapters/SparkKoalasGraphAdapter/">h_spark.SparkKoalasGraphAdapter</a></li>
 </ul>
 </li>
@@ -489,7 +487,7 @@
     <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/concepts/index.rst" title="Edit this page">
+  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/concepts/index.rst" rel="edit" title="Edit this page">
     <svg><use href="#svg-pencil"></use></svg>
     <span class="visually-hidden">Edit this page</span>
   </a>
@@ -818,6 +816,6 @@ concepts that makes Apache Hamilton unique and powerful.</p>
 </div><script src="../_static/documentation_options.js?v=187304be"></script>
     <script src="../_static/doctools.js?v=9bcbadda"></script>
     <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
-    <script src="../_static/scripts/furo.js?v=5fa4622c"></script>
+    <script src="../_static/scripts/furo.js?v=46bd48cc"></script>
     </body>
 </html>
\ No newline at end of file
diff --git a/content/concepts/materialization/index.html b/content/concepts/materialization/index.html
index 8cd09d85..ca987c4b 100644
--- a/content/concepts/materialization/index.html
+++ b/content/concepts/materialization/index.html
@@ -6,12 +6,12 @@
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+  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/concepts/materialization.rst" rel="edit" title="Edit this page">
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 </div><div class="edit-this-page">
-  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/concepts/node.rst" title="Edit this page">
+  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/concepts/node.rst" rel="edit" title="Edit this page">
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 </div><div class="edit-this-page">
-  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/concepts/parallel-task.rst" title="Edit this page">
+  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/concepts/parallel-task.rst" rel="edit" title="Edit this page">
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diff --git a/content/concepts/ui/index.html b/content/concepts/ui/index.html
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@@ -379,7 +378,6 @@
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@@ -489,7 +487,7 @@
     <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/concepts/ui.rst" title="Edit this page">
+  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/concepts/ui.rst" rel="edit" title="Edit this page">
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\ No newline at end of file
diff --git a/content/concepts/visualization/index.html b/content/concepts/visualization/index.html
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       body:not([data-theme="light"]) {
-        --color-code-background: #202020;
-  --color-code-foreground: #d0d0d0;
+        --color-code-background: #2b2b2b;
+  --color-code-foreground: #f8f8f2;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
@@ -203,7 +203,6 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="../../">
   
-  
   <span class="sidebar-brand-text">Hamilton</span>
   
 </a><form class="sidebar-search-container" method="get" action="../../search/" role="search">
@@ -379,7 +378,6 @@
 <li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/DaskGraphAdapter/">h_dask.DaskGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/PySparkUDFGraphAdapter/">h_spark.PySparkUDFGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/RayGraphAdapter/">h_ray.RayGraphAdapter</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/RayWorkflowGraphAdapter/">h_ray.RayWorkflowGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/SparkKoalasGraphAdapter/">h_spark.SparkKoalasGraphAdapter</a></li>
 </ul>
 </li>
@@ -489,7 +487,7 @@
     <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/concepts/visualization.rst" title="Edit this page">
+  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/concepts/visualization.rst" rel="edit" title="Edit this page">
     <svg><use href="#svg-pencil"></use></svg>
     <span class="visually-hidden">Edit this page</span>
   </a>
@@ -785,6 +783,6 @@
 </div><script src="../../_static/documentation_options.js?v=187304be"></script>
     <script src="../../_static/doctools.js?v=9bcbadda"></script>
     <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
-    <script src="../../_static/scripts/furo.js?v=5fa4622c"></script>
+    <script src="../../_static/scripts/furo.js?v=46bd48cc"></script>
     </body>
 </html>
\ No newline at end of file
diff --git a/content/genindex/index.html b/content/genindex/index.html
index f4d01e86..20be9e7d 100644
--- a/content/genindex/index.html
+++ b/content/genindex/index.html
@@ -5,11 +5,11 @@
     <meta name="color-scheme" content="light dark"><link rel="index" title="Index" href="#" /><link rel="search" title="Search" href="../search/" />
         <link rel="canonical" href="https://hamilton.staged.apache.org/genindex/" />
 
-    <!-- Generated with Sphinx 8.2.3 and Furo 2024.08.06 --><title>Index - Hamilton</title>
-<link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=8f2a1f02" />
-    <link rel="stylesheet" type="text/css" href="../_static/styles/furo.css?v=354aac6f" />
-    <link rel="stylesheet" type="text/css" href="../_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css" />
-    <link rel="stylesheet" type="text/css" href="../_static/styles/furo-extensions.css?v=302659d7" />
+    <!-- Generated with Sphinx 8.2.3 and Furo 2025.07.19 --><title>Index - Hamilton</title>
+<link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=d111a655" />
+    <link rel="stylesheet" type="text/css" href="../_static/styles/furo.css?v=25af2a20" />
+    <link rel="stylesheet" type="text/css" href="../_static/mystnb.8ecb98da25f57f5357bf6f572d296f466b2cfe2517ffebfabe82451661e28f02.css" />
+    <link rel="stylesheet" type="text/css" href="../_static/styles/furo-extensions.css?v=8dab3a3b" />
     <link rel="stylesheet" type="text/css" href="../_static/testimonials.css?v=bd684830" />
     <link rel="stylesheet" type="text/css" href="../_static/custom.css?v=a33697e8" />
     
@@ -18,24 +18,24 @@
 
 <style>
   body {
-    --color-code-background: #f8f8f8;
-  --color-code-foreground: black;
+    --color-code-background: #f2f2f2;
+  --color-code-foreground: #1e1e1e;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
   }
   @media not print {
     body[data-theme="dark"] {
-      --color-code-background: #202020;
-  --color-code-foreground: #d0d0d0;
+      --color-code-background: #2b2b2b;
+  --color-code-foreground: #f8f8f2;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
     }
     @media (prefers-color-scheme: dark) {
       body:not([data-theme="light"]) {
-        --color-code-background: #202020;
-  --color-code-foreground: #d0d0d0;
+        --color-code-background: #2b2b2b;
+  --color-code-foreground: #f8f8f2;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
@@ -201,7 +201,6 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="../">
   
-  
   <span class="sidebar-brand-text">Hamilton</span>
   
 </a><form class="sidebar-search-container" method="get" action="../search/" role="search">
@@ -377,7 +376,6 @@
 <li class="toctree-l2"><a class="reference internal" href="../reference/graph-adapters/DaskGraphAdapter/">h_dask.DaskGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../reference/graph-adapters/PySparkUDFGraphAdapter/">h_spark.PySparkUDFGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../reference/graph-adapters/RayGraphAdapter/">h_ray.RayGraphAdapter</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../reference/graph-adapters/RayWorkflowGraphAdapter/">h_ray.RayWorkflowGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../reference/graph-adapters/SparkKoalasGraphAdapter/">h_spark.SparkKoalasGraphAdapter</a></li>
 </ul>
 </li>
@@ -611,8 +609,6 @@
           <li><a href="../reference/decorators/check_output/#hamilton.plugins.h_pydantic.check_output.__init__">(hamilton.plugins.h_pydantic.check_output method)</a>
 </li>
           <li><a href="../reference/graph-adapters/RayGraphAdapter/#hamilton.plugins.h_ray.RayGraphAdapter.__init__">(hamilton.plugins.h_ray.RayGraphAdapter method)</a>
-</li>
-          <li><a href="../reference/graph-adapters/RayWorkflowGraphAdapter/#hamilton.plugins.h_ray.RayWorkflowGraphAdapter.__init__">(hamilton.plugins.h_ray.RayWorkflowGraphAdapter method)</a>
 </li>
           <li><a href="../reference/lifecycle-hooks/RichProgressBar/#hamilton.plugins.h_rich.RichProgressBar.__init__">(hamilton.plugins.h_rich.RichProgressBar method)</a>
 </li>
@@ -719,8 +715,6 @@
           <li><a href="../reference/lifecycle-hooks/Narwhals/#hamilton.plugins.h_narwhals.NarwhalsDataFrameResultBuilder.build_result">(hamilton.plugins.h_narwhals.NarwhalsDataFrameResultBuilder method)</a>
 </li>
           <li><a href="../reference/result-builders/Polars/#hamilton.plugins.h_polars.PolarsDataFrameResult.build_result">(hamilton.plugins.h_polars.PolarsDataFrameResult method)</a>
-</li>
-          <li><a href="../reference/graph-adapters/RayWorkflowGraphAdapter/#hamilton.plugins.h_ray.RayWorkflowGraphAdapter.build_result">(hamilton.plugins.h_ray.RayWorkflowGraphAdapter method)</a>
 </li>
           <li><a href="../reference/graph-adapters/PySparkUDFGraphAdapter/#hamilton.plugins.h_spark.PySparkUDFGraphAdapter.build_result">(hamilton.plugins.h_spark.PySparkUDFGraphAdapter method)</a>
 </li>
@@ -803,8 +797,6 @@
           <li><a href="../reference/lifecycle-hooks/GraphAdapter/#hamilton.lifecycle.api.GraphAdapter.check_input_type">(hamilton.lifecycle.api.GraphAdapter static method)</a>
 </li>
           <li><a href="../reference/graph-adapters/DaskGraphAdapter/#hamilton.plugins.h_dask.DaskGraphAdapter.check_input_type">(hamilton.plugins.h_dask.DaskGraphAdapter static method)</a>
-</li>
-          <li><a href="../reference/graph-adapters/RayWorkflowGraphAdapter/#hamilton.plugins.h_ray.RayWorkflowGraphAdapter.check_input_type">(hamilton.plugins.h_ray.RayWorkflowGraphAdapter static method)</a>
 </li>
           <li><a href="../reference/graph-adapters/PySparkUDFGraphAdapter/#hamilton.plugins.h_spark.PySparkUDFGraphAdapter.check_input_type">(hamilton.plugins.h_spark.PySparkUDFGraphAdapter static method)</a>
 </li>
@@ -823,8 +815,6 @@
           <li><a href="../reference/lifecycle-hooks/GraphAdapter/#hamilton.lifecycle.api.GraphAdapter.check_node_type_equivalence">(hamilton.lifecycle.api.GraphAdapter static method)</a>
 </li>
           <li><a href="../reference/graph-adapters/DaskGraphAdapter/#hamilton.plugins.h_dask.DaskGraphAdapter.check_node_type_equivalence">(hamilton.plugins.h_dask.DaskGraphAdapter static method)</a>
-</li>
-          <li><a href="../reference/graph-adapters/RayWorkflowGraphAdapter/#hamilton.plugins.h_ray.RayWorkflowGraphAdapter.check_node_type_equivalence">(hamilton.plugins.h_ray.RayWorkflowGraphAdapter static method)</a>
 </li>
           <li><a href="../reference/graph-adapters/PySparkUDFGraphAdapter/#hamilton.plugins.h_spark.PySparkUDFGraphAdapter.check_node_type_equivalence">(hamilton.plugins.h_spark.PySparkUDFGraphAdapter static method)</a>
 </li>
@@ -939,8 +929,6 @@
           <li><a href="../reference/lifecycle-hooks/Narwhals/#hamilton.plugins.h_narwhals.NarwhalsDataFrameResultBuilder.do_build_result">(hamilton.plugins.h_narwhals.NarwhalsDataFrameResultBuilder method)</a>
 </li>
           <li><a href="../reference/graph-adapters/RayGraphAdapter/#hamilton.plugins.h_ray.RayGraphAdapter.do_build_result">(hamilton.plugins.h_ray.RayGraphAdapter method)</a>
-</li>
-          <li><a href="../reference/graph-adapters/RayWorkflowGraphAdapter/#hamilton.plugins.h_ray.RayWorkflowGraphAdapter.do_build_result">(hamilton.plugins.h_ray.RayWorkflowGraphAdapter method)</a>
 </li>
           <li><a href="../reference/graph-adapters/SparkKoalasGraphAdapter/#hamilton.plugins.h_spark.SparkKoalasGraphAdapter.do_build_result">(hamilton.plugins.h_spark.SparkKoalasGraphAdapter method)</a>
 </li>
@@ -963,8 +951,6 @@
           <li><a href="../reference/graph-adapters/DaskGraphAdapter/#hamilton.plugins.h_dask.DaskGraphAdapter.do_check_edge_types_match">(hamilton.plugins.h_dask.DaskGraphAdapter method)</a>
 </li>
           <li><a href="../reference/graph-adapters/RayGraphAdapter/#hamilton.plugins.h_ray.RayGraphAdapter.do_check_edge_types_match">(hamilton.plugins.h_ray.RayGraphAdapter static method)</a>
-</li>
-          <li><a href="../reference/graph-adapters/RayWorkflowGraphAdapter/#hamilton.plugins.h_ray.RayWorkflowGraphAdapter.do_check_edge_types_match">(hamilton.plugins.h_ray.RayWorkflowGraphAdapter method)</a>
 </li>
           <li><a href="../reference/graph-adapters/SparkKoalasGraphAdapter/#hamilton.plugins.h_spark.SparkKoalasGraphAdapter.do_check_edge_types_match">(hamilton.plugins.h_spark.SparkKoalasGraphAdapter method)</a>
 </li>
@@ -987,8 +973,6 @@
           <li><a href="../reference/graph-adapters/DaskGraphAdapter/#hamilton.plugins.h_dask.DaskGraphAdapter.do_node_execute">(hamilton.plugins.h_dask.DaskGraphAdapter method)</a>
 </li>
           <li><a href="../reference/lifecycle-hooks/Narwhals/#hamilton.plugins.h_narwhals.NarwhalsAdapter.do_node_execute">(hamilton.plugins.h_narwhals.NarwhalsAdapter method)</a>
-</li>
-          <li><a href="../reference/graph-adapters/RayWorkflowGraphAdapter/#hamilton.plugins.h_ray.RayWorkflowGraphAdapter.do_node_execute">(hamilton.plugins.h_ray.RayWorkflowGraphAdapter method)</a>
 </li>
           <li><a href="../reference/graph-adapters/SparkKoalasGraphAdapter/#hamilton.plugins.h_spark.SparkKoalasGraphAdapter.do_node_execute">(hamilton.plugins.h_spark.SparkKoalasGraphAdapter method)</a>
 </li>
@@ -1013,8 +997,6 @@
           <li><a href="../reference/graph-adapters/DaskGraphAdapter/#hamilton.plugins.h_dask.DaskGraphAdapter.do_validate_input">(hamilton.plugins.h_dask.DaskGraphAdapter method)</a>
 </li>
           <li><a href="../reference/graph-adapters/RayGraphAdapter/#hamilton.plugins.h_ray.RayGraphAdapter.do_validate_input">(hamilton.plugins.h_ray.RayGraphAdapter static method)</a>
-</li>
-          <li><a href="../reference/graph-adapters/RayWorkflowGraphAdapter/#hamilton.plugins.h_ray.RayWorkflowGraphAdapter.do_validate_input">(hamilton.plugins.h_ray.RayWorkflowGraphAdapter method)</a>
 </li>
           <li><a href="../reference/lifecycle-hooks/SparkInputValidator/#hamilton.plugins.h_spark.SparkInputValidator.do_validate_input">(hamilton.plugins.h_spark.SparkInputValidator method)</a>
 </li>
@@ -1061,8 +1043,6 @@
           <li><a href="../reference/lifecycle-hooks/GraphAdapter/#hamilton.lifecycle.api.GraphAdapter.execute_node">(hamilton.lifecycle.api.GraphAdapter method)</a>
 </li>
           <li><a href="../reference/graph-adapters/DaskGraphAdapter/#hamilton.plugins.h_dask.DaskGraphAdapter.execute_node">(hamilton.plugins.h_dask.DaskGraphAdapter method)</a>
-</li>
-          <li><a href="../reference/graph-adapters/RayWorkflowGraphAdapter/#hamilton.plugins.h_ray.RayWorkflowGraphAdapter.execute_node">(hamilton.plugins.h_ray.RayWorkflowGraphAdapter method)</a>
 </li>
           <li><a href="../reference/graph-adapters/PySparkUDFGraphAdapter/#hamilton.plugins.h_spark.PySparkUDFGraphAdapter.execute_node">(hamilton.plugins.h_spark.PySparkUDFGraphAdapter method)</a>
 </li>
@@ -1312,8 +1292,6 @@
           <li><a href="../reference/graph-adapters/DaskGraphAdapter/#hamilton.plugins.h_dask.DaskGraphAdapter.input_types">(hamilton.plugins.h_dask.DaskGraphAdapter method)</a>
 </li>
           <li><a href="../reference/lifecycle-hooks/Narwhals/#hamilton.plugins.h_narwhals.NarwhalsDataFrameResultBuilder.input_types">(hamilton.plugins.h_narwhals.NarwhalsDataFrameResultBuilder method)</a>
-</li>
-          <li><a href="../reference/graph-adapters/RayWorkflowGraphAdapter/#hamilton.plugins.h_ray.RayWorkflowGraphAdapter.input_types">(hamilton.plugins.h_ray.RayWorkflowGraphAdapter method)</a>
 </li>
           <li><a href="../reference/graph-adapters/SparkKoalasGraphAdapter/#hamilton.plugins.h_spark.SparkKoalasGraphAdapter.input_types">(hamilton.plugins.h_spark.SparkKoalasGraphAdapter method)</a>
 </li>
@@ -1463,8 +1441,6 @@
           <li><a href="../reference/graph-adapters/DaskGraphAdapter/#hamilton.plugins.h_dask.DaskGraphAdapter.output_type">(hamilton.plugins.h_dask.DaskGraphAdapter method)</a>
 </li>
           <li><a href="../reference/lifecycle-hooks/Narwhals/#hamilton.plugins.h_narwhals.NarwhalsDataFrameResultBuilder.output_type">(hamilton.plugins.h_narwhals.NarwhalsDataFrameResultBuilder method)</a>
-</li>
-          <li><a href="../reference/graph-adapters/RayWorkflowGraphAdapter/#hamilton.plugins.h_ray.RayWorkflowGraphAdapter.output_type">(hamilton.plugins.h_ray.RayWorkflowGraphAdapter method)</a>
 </li>
           <li><a href="../reference/graph-adapters/SparkKoalasGraphAdapter/#hamilton.plugins.h_spark.SparkKoalasGraphAdapter.output_type">(hamilton.plugins.h_spark.SparkKoalasGraphAdapter method)</a>
 </li>
@@ -1670,8 +1646,6 @@
 </li>
         </ul></li>
         <li><a href="../reference/graph-adapters/RayGraphAdapter/#hamilton.plugins.h_ray.RayGraphAdapter">RayGraphAdapter (class in hamilton.plugins.h_ray)</a>
-</li>
-        <li><a href="../reference/graph-adapters/RayWorkflowGraphAdapter/#hamilton.plugins.h_ray.RayWorkflowGraphAdapter">RayWorkflowGraphAdapter (class in hamilton.plugins.h_ray)</a>
 </li>
         <li><a href="../reference/decorators/resolve/#hamilton.function_modifiers.resolve">resolve (class in hamilton.function_modifiers)</a>
 </li>
@@ -2053,6 +2027,6 @@
 </div><script src="../_static/documentation_options.js?v=187304be"></script>
     <script src="../_static/doctools.js?v=9bcbadda"></script>
     <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
-    <script src="../_static/scripts/furo.js?v=5fa4622c"></script>
+    <script src="../_static/scripts/furo.js?v=46bd48cc"></script>
     </body>
 </html>
\ No newline at end of file
diff --git a/content/get-started/contributing/index.html b/content/get-started/contributing/index.html
index 0ebdd8f5..939e18b8 100644
--- a/content/get-started/contributing/index.html
+++ b/content/get-started/contributing/index.html
@@ -6,12 +6,12 @@
 <link rel="index" title="Index" href="../../genindex/" /><link rel="search" title="Search" href="../../search/" /><link rel="next" title="License" href="../license/" /><link rel="prev" title="Learning Resources" href="../learning-resources/" />
         <link rel="canonical" href="https://hamilton.staged.apache.org/get-started/contributing/" />
 
-    <!-- Generated with Sphinx 8.2.3 and Furo 2024.08.06 -->
+    <!-- Generated with Sphinx 8.2.3 and Furo 2025.07.19 -->
         <title>Contributing - Hamilton</title>
-      <link rel="stylesheet" type="text/css" href="../../_static/pygments.css?v=8f2a1f02" />
-    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo.css?v=354aac6f" />
-    <link rel="stylesheet" type="text/css" href="../../_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css" />
-    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo-extensions.css?v=302659d7" />
+      <link rel="stylesheet" type="text/css" href="../../_static/pygments.css?v=d111a655" />
+    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo.css?v=25af2a20" />
+    <link rel="stylesheet" type="text/css" href="../../_static/mystnb.8ecb98da25f57f5357bf6f572d296f466b2cfe2517ffebfabe82451661e28f02.css" />
+    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo-extensions.css?v=8dab3a3b" />
     <link rel="stylesheet" type="text/css" href="../../_static/testimonials.css?v=bd684830" />
     <link rel="stylesheet" type="text/css" href="../../_static/custom.css?v=a33697e8" />
     
@@ -20,24 +20,24 @@
 
 <style>
   body {
-    --color-code-background: #f8f8f8;
-  --color-code-foreground: black;
+    --color-code-background: #f2f2f2;
+  --color-code-foreground: #1e1e1e;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
   }
   @media not print {
     body[data-theme="dark"] {
-      --color-code-background: #202020;
-  --color-code-foreground: #d0d0d0;
+      --color-code-background: #2b2b2b;
+  --color-code-foreground: #f8f8f2;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
     }
     @media (prefers-color-scheme: dark) {
       body:not([data-theme="light"]) {
-        --color-code-background: #202020;
-  --color-code-foreground: #d0d0d0;
+        --color-code-background: #2b2b2b;
+  --color-code-foreground: #f8f8f2;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
@@ -203,7 +203,6 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="../../">
   
-  
   <span class="sidebar-brand-text">Hamilton</span>
   
 </a><form class="sidebar-search-container" method="get" action="../../search/" role="search">
@@ -379,7 +378,6 @@
 <li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/DaskGraphAdapter/">h_dask.DaskGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/PySparkUDFGraphAdapter/">h_spark.PySparkUDFGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/RayGraphAdapter/">h_ray.RayGraphAdapter</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/RayWorkflowGraphAdapter/">h_ray.RayWorkflowGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/SparkKoalasGraphAdapter/">h_spark.SparkKoalasGraphAdapter</a></li>
 </ul>
 </li>
@@ -489,7 +487,7 @@
     <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/get-started/contributing.rst" title="Edit this page">
+  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/get-started/contributing.rst" rel="edit" title="Edit this page">
     <svg><use href="#svg-pencil"></use></svg>
     <span class="visually-hidden">Edit this page</span>
   </a>
@@ -580,6 +578,6 @@ expect contributors to do the same.</p>
 </div><script src="../../_static/documentation_options.js?v=187304be"></script>
     <script src="../../_static/doctools.js?v=9bcbadda"></script>
     <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
-    <script src="../../_static/scripts/furo.js?v=5fa4622c"></script>
+    <script src="../../_static/scripts/furo.js?v=46bd48cc"></script>
     </body>
 </html>
\ No newline at end of file
diff --git a/content/get-started/index.html b/content/get-started/index.html
index 8b282cf4..11be503e 100644
--- a/content/get-started/index.html
+++ b/content/get-started/index.html
@@ -6,12 +6,12 @@
 <link rel="index" title="Index" href="../genindex/" /><link rel="search" title="Search" href="../search/" /><link rel="next" title="Why use Apache Hamilton?" href="why-hamilton/" /><link rel="prev" title="Welcome to Apache Hamilton" href="../" />
         <link rel="canonical" href="https://hamilton.staged.apache.org/get-started/" />
 
-    <!-- Generated with Sphinx 8.2.3 and Furo 2024.08.06 -->
+    <!-- Generated with Sphinx 8.2.3 and Furo 2025.07.19 -->
         <title>Get Started - Hamilton</title>
-      <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=8f2a1f02" />
-    <link rel="stylesheet" type="text/css" href="../_static/styles/furo.css?v=354aac6f" />
-    <link rel="stylesheet" type="text/css" href="../_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css" />
-    <link rel="stylesheet" type="text/css" href="../_static/styles/furo-extensions.css?v=302659d7" />
+      <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=d111a655" />
+    <link rel="stylesheet" type="text/css" href="../_static/styles/furo.css?v=25af2a20" />
+    <link rel="stylesheet" type="text/css" href="../_static/mystnb.8ecb98da25f57f5357bf6f572d296f466b2cfe2517ffebfabe82451661e28f02.css" />
+    <link rel="stylesheet" type="text/css" href="../_static/styles/furo-extensions.css?v=8dab3a3b" />
     <link rel="stylesheet" type="text/css" href="../_static/testimonials.css?v=bd684830" />
     <link rel="stylesheet" type="text/css" href="../_static/custom.css?v=a33697e8" />
     
@@ -20,24 +20,24 @@
 
 <style>
   body {
-    --color-code-background: #f8f8f8;
-  --color-code-foreground: black;
+    --color-code-background: #f2f2f2;
+  --color-code-foreground: #1e1e1e;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
   }
   @media not print {
     body[data-theme="dark"] {
-      --color-code-background: #202020;
-  --color-code-foreground: #d0d0d0;
+      --color-code-background: #2b2b2b;
+  --color-code-foreground: #f8f8f2;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
     }
     @media (prefers-color-scheme: dark) {
       body:not([data-theme="light"]) {
-        --color-code-background: #202020;
-  --color-code-foreground: #d0d0d0;
+        --color-code-background: #2b2b2b;
+  --color-code-foreground: #f8f8f2;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
@@ -203,7 +203,6 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="../">
   
-  
   <span class="sidebar-brand-text">Hamilton</span>
   
 </a><form class="sidebar-search-container" method="get" action="../search/" role="search">
@@ -379,7 +378,6 @@
 <li class="toctree-l2"><a class="reference internal" href="../reference/graph-adapters/DaskGraphAdapter/">h_dask.DaskGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../reference/graph-adapters/PySparkUDFGraphAdapter/">h_spark.PySparkUDFGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../reference/graph-adapters/RayGraphAdapter/">h_ray.RayGraphAdapter</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../reference/graph-adapters/RayWorkflowGraphAdapter/">h_ray.RayWorkflowGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../reference/graph-adapters/SparkKoalasGraphAdapter/">h_spark.SparkKoalasGraphAdapter</a></li>
 </ul>
 </li>
@@ -489,7 +487,7 @@
     <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/get-started/index.rst" title="Edit this page">
+  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/get-started/index.rst" rel="edit" title="Edit this page">
     <svg><use href="#svg-pencil"></use></svg>
     <span class="visually-hidden">Edit this page</span>
   </a>
@@ -658,6 +656,6 @@ It allows you to:</p>
 </div><script src="../_static/documentation_options.js?v=187304be"></script>
     <script src="../_static/doctools.js?v=9bcbadda"></script>
     <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
-    <script src="../_static/scripts/furo.js?v=5fa4622c"></script>
+    <script src="../_static/scripts/furo.js?v=46bd48cc"></script>
     </body>
 </html>
\ No newline at end of file
diff --git a/content/get-started/install/index.html b/content/get-started/install/index.html
index 7187ce08..2c9fdb7c 100644
--- a/content/get-started/install/index.html
+++ b/content/get-started/install/index.html
@@ -6,12 +6,12 @@
 <link rel="index" title="Index" href="../../genindex/" /><link rel="search" title="Search" href="../../search/" /><link rel="next" title="Your First Dataflow" href="../your-first-dataflow/" /><link rel="prev" title="Why use Apache Hamilton?" href="../why-hamilton/" />
         <link rel="canonical" href="https://hamilton.staged.apache.org/get-started/install/" />
 
-    <!-- Generated with Sphinx 8.2.3 and Furo 2024.08.06 -->
+    <!-- Generated with Sphinx 8.2.3 and Furo 2025.07.19 -->
         <title>Install - Hamilton</title>
-      <link rel="stylesheet" type="text/css" href="../../_static/pygments.css?v=8f2a1f02" />
-    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo.css?v=354aac6f" />
-    <link rel="stylesheet" type="text/css" href="../../_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css" />
-    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo-extensions.css?v=302659d7" />
+      <link rel="stylesheet" type="text/css" href="../../_static/pygments.css?v=d111a655" />
+    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo.css?v=25af2a20" />
+    <link rel="stylesheet" type="text/css" href="../../_static/mystnb.8ecb98da25f57f5357bf6f572d296f466b2cfe2517ffebfabe82451661e28f02.css" />
+    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo-extensions.css?v=8dab3a3b" />
     <link rel="stylesheet" type="text/css" href="../../_static/testimonials.css?v=bd684830" />
     <link rel="stylesheet" type="text/css" href="../../_static/custom.css?v=a33697e8" />
     
@@ -20,24 +20,24 @@
 
 <style>
   body {
-    --color-code-background: #f8f8f8;
-  --color-code-foreground: black;
+    --color-code-background: #f2f2f2;
+  --color-code-foreground: #1e1e1e;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
   }
   @media not print {
     body[data-theme="dark"] {
-      --color-code-background: #202020;
-  --color-code-foreground: #d0d0d0;
+      --color-code-background: #2b2b2b;
+  --color-code-foreground: #f8f8f2;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
     }
     @media (prefers-color-scheme: dark) {
       body:not([data-theme="light"]) {
-        --color-code-background: #202020;
-  --color-code-foreground: #d0d0d0;
+        --color-code-background: #2b2b2b;
+  --color-code-foreground: #f8f8f2;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
@@ -203,7 +203,6 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="../../">
   
-  
   <span class="sidebar-brand-text">Hamilton</span>
   
 </a><form class="sidebar-search-container" method="get" action="../../search/" role="search">
@@ -379,7 +378,6 @@
 <li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/DaskGraphAdapter/">h_dask.DaskGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/PySparkUDFGraphAdapter/">h_spark.PySparkUDFGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/RayGraphAdapter/">h_ray.RayGraphAdapter</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/RayWorkflowGraphAdapter/">h_ray.RayWorkflowGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/SparkKoalasGraphAdapter/">h_spark.SparkKoalasGraphAdapter</a></li>
 </ul>
 </li>
@@ -489,7 +487,7 @@
     <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/get-started/install.md" title="Edit this page">
+  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/get-started/install.md" rel="edit" title="Edit this page">
     <svg><use href="#svg-pencil"></use></svg>
     <span class="visually-hidden">Edit this page</span>
   </a>
@@ -629,6 +627,6 @@ pip<span class="w"> </span>install<span class="w"> </span>-e<span class="w"> </s
 </div><script src="../../_static/documentation_options.js?v=187304be"></script>
     <script src="../../_static/doctools.js?v=9bcbadda"></script>
     <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
-    <script src="../../_static/scripts/furo.js?v=5fa4622c"></script>
+    <script src="../../_static/scripts/furo.js?v=46bd48cc"></script>
     </body>
 </html>
\ No newline at end of file
diff --git a/content/get-started/learning-resources/index.html b/content/get-started/learning-resources/index.html
index 8a26053b..c36dd2c2 100644
--- a/content/get-started/learning-resources/index.html
+++ b/content/get-started/learning-resources/index.html
@@ -6,12 +6,12 @@
 <link rel="index" title="Index" href="../../genindex/" /><link rel="search" title="Search" href="../../search/" /><link rel="next" title="Contributing" href="../contributing/" /><link rel="prev" title="Your First Dataflow" href="../your-first-dataflow/" />
         <link rel="canonical" href="https://hamilton.staged.apache.org/get-started/learning-resources/" />
 
-    <!-- Generated with Sphinx 8.2.3 and Furo 2024.08.06 -->
+    <!-- Generated with Sphinx 8.2.3 and Furo 2025.07.19 -->
         <title>Learning Resources - Hamilton</title>
-      <link rel="stylesheet" type="text/css" href="../../_static/pygments.css?v=8f2a1f02" />
-    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo.css?v=354aac6f" />
-    <link rel="stylesheet" type="text/css" href="../../_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css" />
-    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo-extensions.css?v=302659d7" />
+      <link rel="stylesheet" type="text/css" href="../../_static/pygments.css?v=d111a655" />
+    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo.css?v=25af2a20" />
+    <link rel="stylesheet" type="text/css" href="../../_static/mystnb.8ecb98da25f57f5357bf6f572d296f466b2cfe2517ffebfabe82451661e28f02.css" />
+    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo-extensions.css?v=8dab3a3b" />
     <link rel="stylesheet" type="text/css" href="../../_static/testimonials.css?v=bd684830" />
     <link rel="stylesheet" type="text/css" href="../../_static/custom.css?v=a33697e8" />
     
@@ -20,24 +20,24 @@
 
 <style>
   body {
-    --color-code-background: #f8f8f8;
-  --color-code-foreground: black;
+    --color-code-background: #f2f2f2;
+  --color-code-foreground: #1e1e1e;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
   }
   @media not print {
     body[data-theme="dark"] {
-      --color-code-background: #202020;
-  --color-code-foreground: #d0d0d0;
+      --color-code-background: #2b2b2b;
+  --color-code-foreground: #f8f8f2;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
     }
     @media (prefers-color-scheme: dark) {
       body:not([data-theme="light"]) {
-        --color-code-background: #202020;
-  --color-code-foreground: #d0d0d0;
+        --color-code-background: #2b2b2b;
+  --color-code-foreground: #f8f8f2;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
@@ -203,7 +203,6 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="../../">
   
-  
   <span class="sidebar-brand-text">Hamilton</span>
   
 </a><form class="sidebar-search-container" method="get" action="../../search/" role="search">
@@ -379,7 +378,6 @@
 <li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/DaskGraphAdapter/">h_dask.DaskGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/PySparkUDFGraphAdapter/">h_spark.PySparkUDFGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/RayGraphAdapter/">h_ray.RayGraphAdapter</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/RayWorkflowGraphAdapter/">h_ray.RayWorkflowGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/SparkKoalasGraphAdapter/">h_spark.SparkKoalasGraphAdapter</a></li>
 </ul>
 </li>
@@ -489,7 +487,7 @@
     <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/get-started/learning-resources.md" title="Edit this page">
+  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/get-started/learning-resources.md" rel="edit" title="Edit this page">
     <svg><use href="#svg-pencil"></use></svg>
     <span class="visually-hidden">Edit this page</span>
   </a>
@@ -793,6 +791,6 @@
 </div><script src="../../_static/documentation_options.js?v=187304be"></script>
     <script src="../../_static/doctools.js?v=9bcbadda"></script>
     <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
-    <script src="../../_static/scripts/furo.js?v=5fa4622c"></script>
+    <script src="../../_static/scripts/furo.js?v=46bd48cc"></script>
     </body>
 </html>
\ No newline at end of file
diff --git a/content/get-started/license/index.html b/content/get-started/license/index.html
index 0bb15680..7b6534ce 100644
--- a/content/get-started/license/index.html
+++ b/content/get-started/license/index.html
@@ -6,12 +6,12 @@
 <link rel="index" title="Index" href="../../genindex/" /><link rel="search" title="Search" href="../../search/" /><link rel="next" title="Concepts" href="../../concepts/" /><link rel="prev" title="Contributing" href="../contributing/" />
         <link rel="canonical" href="https://hamilton.staged.apache.org/get-started/license/" />
 
-    <!-- Generated with Sphinx 8.2.3 and Furo 2024.08.06 -->
+    <!-- Generated with Sphinx 8.2.3 and Furo 2025.07.19 -->
         <title>License - Hamilton</title>
-      <link rel="stylesheet" type="text/css" href="../../_static/pygments.css?v=8f2a1f02" />
-    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo.css?v=354aac6f" />
-    <link rel="stylesheet" type="text/css" href="../../_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css" />
-    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo-extensions.css?v=302659d7" />
+      <link rel="stylesheet" type="text/css" href="../../_static/pygments.css?v=d111a655" />
+    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo.css?v=25af2a20" />
+    <link rel="stylesheet" type="text/css" href="../../_static/mystnb.8ecb98da25f57f5357bf6f572d296f466b2cfe2517ffebfabe82451661e28f02.css" />
+    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo-extensions.css?v=8dab3a3b" />
     <link rel="stylesheet" type="text/css" href="../../_static/testimonials.css?v=bd684830" />
     <link rel="stylesheet" type="text/css" href="../../_static/custom.css?v=a33697e8" />
     
@@ -20,24 +20,24 @@
 
 <style>
   body {
-    --color-code-background: #f8f8f8;
-  --color-code-foreground: black;
+    --color-code-background: #f2f2f2;
+  --color-code-foreground: #1e1e1e;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
   }
   @media not print {
     body[data-theme="dark"] {
-      --color-code-background: #202020;
-  --color-code-foreground: #d0d0d0;
+      --color-code-background: #2b2b2b;
+  --color-code-foreground: #f8f8f2;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
     }
     @media (prefers-color-scheme: dark) {
       body:not([data-theme="light"]) {
-        --color-code-background: #202020;
-  --color-code-foreground: #d0d0d0;
+        --color-code-background: #2b2b2b;
+  --color-code-foreground: #f8f8f2;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
@@ -203,7 +203,6 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="../../">
   
-  
   <span class="sidebar-brand-text">Hamilton</span>
   
 </a><form class="sidebar-search-container" method="get" action="../../search/" role="search">
@@ -379,7 +378,6 @@
 <li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/DaskGraphAdapter/">h_dask.DaskGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/PySparkUDFGraphAdapter/">h_spark.PySparkUDFGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/RayGraphAdapter/">h_ray.RayGraphAdapter</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/RayWorkflowGraphAdapter/">h_ray.RayWorkflowGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/SparkKoalasGraphAdapter/">h_spark.SparkKoalasGraphAdapter</a></li>
 </ul>
 </li>
@@ -489,7 +487,7 @@
     <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/get-started/license.rst" title="Edit this page">
+  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/get-started/license.rst" rel="edit" title="Edit this page">
     <svg><use href="#svg-pencil"></use></svg>
     <span class="visually-hidden">Edit this page</span>
   </a>
@@ -613,6 +611,6 @@ No user data or potentially sensitive information is or ever will be collected.
 </div><script src="../../_static/documentation_options.js?v=187304be"></script>
     <script src="../../_static/doctools.js?v=9bcbadda"></script>
     <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
-    <script src="../../_static/scripts/furo.js?v=5fa4622c"></script>
+    <script src="../../_static/scripts/furo.js?v=46bd48cc"></script>
     </body>
 </html>
\ No newline at end of file
diff --git a/content/get-started/why-hamilton/index.html b/content/get-started/why-hamilton/index.html
index ed1e4e25..fae3cb42 100644
--- a/content/get-started/why-hamilton/index.html
+++ b/content/get-started/why-hamilton/index.html
@@ -6,12 +6,12 @@
 <link rel="index" title="Index" href="../../genindex/" /><link rel="search" title="Search" href="../../search/" /><link rel="next" title="Install" href="../install/" /><link rel="prev" title="Get Started" href="../" />
         <link rel="canonical" href="https://hamilton.staged.apache.org/get-started/why-hamilton/" />
 
-    <!-- Generated with Sphinx 8.2.3 and Furo 2024.08.06 -->
+    <!-- Generated with Sphinx 8.2.3 and Furo 2025.07.19 -->
         <title>Why use Apache Hamilton? - Hamilton</title>
-      <link rel="stylesheet" type="text/css" href="../../_static/pygments.css?v=8f2a1f02" />
-    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo.css?v=354aac6f" />
-    <link rel="stylesheet" type="text/css" href="../../_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css" />
-    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo-extensions.css?v=302659d7" />
+      <link rel="stylesheet" type="text/css" href="../../_static/pygments.css?v=d111a655" />
+    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo.css?v=25af2a20" />
+    <link rel="stylesheet" type="text/css" href="../../_static/mystnb.8ecb98da25f57f5357bf6f572d296f466b2cfe2517ffebfabe82451661e28f02.css" />
+    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo-extensions.css?v=8dab3a3b" />
     <link rel="stylesheet" type="text/css" href="../../_static/testimonials.css?v=bd684830" />
     <link rel="stylesheet" type="text/css" href="../../_static/custom.css?v=a33697e8" />
     
@@ -20,24 +20,24 @@
 
 <style>
   body {
-    --color-code-background: #f8f8f8;
-  --color-code-foreground: black;
+    --color-code-background: #f2f2f2;
+  --color-code-foreground: #1e1e1e;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
   }
   @media not print {
     body[data-theme="dark"] {
-      --color-code-background: #202020;
-  --color-code-foreground: #d0d0d0;
+      --color-code-background: #2b2b2b;
+  --color-code-foreground: #f8f8f2;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
     }
     @media (prefers-color-scheme: dark) {
       body:not([data-theme="light"]) {
-        --color-code-background: #202020;
-  --color-code-foreground: #d0d0d0;
+        --color-code-background: #2b2b2b;
+  --color-code-foreground: #f8f8f2;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
@@ -203,7 +203,6 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="../../">
   
-  
   <span class="sidebar-brand-text">Hamilton</span>
   
 </a><form class="sidebar-search-container" method="get" action="../../search/" role="search">
@@ -379,7 +378,6 @@
 <li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/DaskGraphAdapter/">h_dask.DaskGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/PySparkUDFGraphAdapter/">h_spark.PySparkUDFGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/RayGraphAdapter/">h_ray.RayGraphAdapter</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/RayWorkflowGraphAdapter/">h_ray.RayWorkflowGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/SparkKoalasGraphAdapter/">h_spark.SparkKoalasGraphAdapter</a></li>
 </ul>
 </li>
@@ -489,7 +487,7 @@
     <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/get-started/why-hamilton.md" title="Edit this page">
+  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/get-started/why-hamilton.md" rel="edit" title="Edit this page">
     <svg><use href="#svg-pencil"></use></svg>
     <span class="visually-hidden">Edit this page</span>
   </a>
@@ -751,6 +749,6 @@ to see how to use Apache Hamilton with these systems.</p>
 </div><script src="../../_static/documentation_options.js?v=187304be"></script>
     <script src="../../_static/doctools.js?v=9bcbadda"></script>
     <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
-    <script src="../../_static/scripts/furo.js?v=5fa4622c"></script>
+    <script src="../../_static/scripts/furo.js?v=46bd48cc"></script>
     </body>
 </html>
\ No newline at end of file
diff --git a/content/get-started/your-first-dataflow/index.html b/content/get-started/your-first-dataflow/index.html
index b16ee444..238e159b 100644
--- a/content/get-started/your-first-dataflow/index.html
+++ b/content/get-started/your-first-dataflow/index.html
@@ -6,12 +6,12 @@
 <link rel="index" title="Index" href="../../genindex/" /><link rel="search" title="Search" href="../../search/" /><link rel="next" title="Learning Resources" href="../learning-resources/" /><link rel="prev" title="Install" href="../install/" />
         <link rel="canonical" href="https://hamilton.staged.apache.org/get-started/your-first-dataflow/" />
 
-    <!-- Generated with Sphinx 8.2.3 and Furo 2024.08.06 -->
+    <!-- Generated with Sphinx 8.2.3 and Furo 2025.07.19 -->
         <title>Your First Dataflow - Hamilton</title>
-      <link rel="stylesheet" type="text/css" href="../../_static/pygments.css?v=8f2a1f02" />
-    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo.css?v=354aac6f" />
-    <link rel="stylesheet" type="text/css" href="../../_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css" />
-    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo-extensions.css?v=302659d7" />
+      <link rel="stylesheet" type="text/css" href="../../_static/pygments.css?v=d111a655" />
+    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo.css?v=25af2a20" />
+    <link rel="stylesheet" type="text/css" href="../../_static/mystnb.8ecb98da25f57f5357bf6f572d296f466b2cfe2517ffebfabe82451661e28f02.css" />
+    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo-extensions.css?v=8dab3a3b" />
     <link rel="stylesheet" type="text/css" href="../../_static/testimonials.css?v=bd684830" />
     <link rel="stylesheet" type="text/css" href="../../_static/custom.css?v=a33697e8" />
     
@@ -20,24 +20,24 @@
 
 <style>
   body {
-    --color-code-background: #f8f8f8;
-  --color-code-foreground: black;
+    --color-code-background: #f2f2f2;
+  --color-code-foreground: #1e1e1e;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
   }
   @media not print {
     body[data-theme="dark"] {
-      --color-code-background: #202020;
-  --color-code-foreground: #d0d0d0;
+      --color-code-background: #2b2b2b;
+  --color-code-foreground: #f8f8f2;
   --color-announcement-background: #ffba00;
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       body:not([data-theme="light"]) {
-        --color-code-background: #202020;
-  --color-code-foreground: #d0d0d0;
+        --color-code-background: #2b2b2b;
+  --color-code-foreground: #f8f8f2;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
@@ -203,7 +203,6 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="../../">
   
-  
   <span class="sidebar-brand-text">Hamilton</span>
   
 </a><form class="sidebar-search-container" method="get" action="../../search/" role="search">
@@ -379,7 +378,6 @@
 <li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/DaskGraphAdapter/">h_dask.DaskGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/PySparkUDFGraphAdapter/">h_spark.PySparkUDFGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/RayGraphAdapter/">h_ray.RayGraphAdapter</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/RayWorkflowGraphAdapter/">h_ray.RayWorkflowGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/SparkKoalasGraphAdapter/">h_spark.SparkKoalasGraphAdapter</a></li>
 </ul>
 </li>
@@ -489,7 +487,7 @@
     <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/get-started/your-first-dataflow.rst" title="Edit this page">
+  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/get-started/your-first-dataflow.rst" rel="edit" title="Edit this page">
     <svg><use href="#svg-pencil"></use></svg>
     <span class="visually-hidden">Edit this page</span>
   </a>
@@ -713,6 +711,6 @@ setting the environment variable <code class="docutils literal notranslate"><spa
 </div><script src="../../_static/documentation_options.js?v=187304be"></script>
     <script src="../../_static/doctools.js?v=9bcbadda"></script>
     <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
-    <script src="../../_static/scripts/furo.js?v=5fa4622c"></script>
+    <script src="../../_static/scripts/furo.js?v=46bd48cc"></script>
     </body>
 </html>
\ No newline at end of file
diff --git a/content/hamilton-ui/index.html b/content/hamilton-ui/index.html
index 394170fe..2880a274 100644
--- a/content/hamilton-ui/index.html
+++ b/content/hamilton-ui/index.html
@@ -6,12 +6,12 @@
 <link rel="index" title="Index" href="../genindex/" /><link rel="search" title="Search" href="../search/" /><link rel="next" title="UI Overview" href="ui/" /><link rel="prev" title="pre-commit hooks" href="../how-tos/pre-commit-hooks/" />
         <link rel="canonical" href="https://hamilton.staged.apache.org/hamilton-ui/" />
 
-    <!-- Generated with Sphinx 8.2.3 and Furo 2024.08.06 -->
+    <!-- Generated with Sphinx 8.2.3 and Furo 2025.07.19 -->
         <title>Apache Hamilton UI - Hamilton</title>
-      <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=8f2a1f02" />
-    <link rel="stylesheet" type="text/css" href="../_static/styles/furo.css?v=354aac6f" />
-    <link rel="stylesheet" type="text/css" href="../_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css" />
-    <link rel="stylesheet" type="text/css" href="../_static/styles/furo-extensions.css?v=302659d7" />
+      <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=d111a655" />
+    <link rel="stylesheet" type="text/css" href="../_static/styles/furo.css?v=25af2a20" />
+    <link rel="stylesheet" type="text/css" href="../_static/mystnb.8ecb98da25f57f5357bf6f572d296f466b2cfe2517ffebfabe82451661e28f02.css" />
+    <link rel="stylesheet" type="text/css" href="../_static/styles/furo-extensions.css?v=8dab3a3b" />
     <link rel="stylesheet" type="text/css" href="../_static/testimonials.css?v=bd684830" />
     <link rel="stylesheet" type="text/css" href="../_static/custom.css?v=a33697e8" />
     
@@ -20,24 +20,24 @@
 
 <style>
   body {
-    --color-code-background: #f8f8f8;
-  --color-code-foreground: black;
+    --color-code-background: #f2f2f2;
+  --color-code-foreground: #1e1e1e;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
   }
   @media not print {
     body[data-theme="dark"] {
-      --color-code-background: #202020;
-  --color-code-foreground: #d0d0d0;
+      --color-code-background: #2b2b2b;
+  --color-code-foreground: #f8f8f2;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
     }
     @media (prefers-color-scheme: dark) {
       body:not([data-theme="light"]) {
-        --color-code-background: #202020;
-  --color-code-foreground: #d0d0d0;
+        --color-code-background: #2b2b2b;
+  --color-code-foreground: #f8f8f2;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
@@ -203,7 +203,6 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="../">
   
-  
   <span class="sidebar-brand-text">Hamilton</span>
   
 </a><form class="sidebar-search-container" method="get" action="../search/" role="search">
@@ -379,7 +378,6 @@
 <li class="toctree-l2"><a class="reference internal" href="../reference/graph-adapters/DaskGraphAdapter/">h_dask.DaskGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../reference/graph-adapters/PySparkUDFGraphAdapter/">h_spark.PySparkUDFGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../reference/graph-adapters/RayGraphAdapter/">h_ray.RayGraphAdapter</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../reference/graph-adapters/RayWorkflowGraphAdapter/">h_ray.RayWorkflowGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../reference/graph-adapters/SparkKoalasGraphAdapter/">h_spark.SparkKoalasGraphAdapter</a></li>
 </ul>
 </li>
@@ -489,7 +487,7 @@
     <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/hamilton-ui/index.rst" title="Edit this page">
+  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/hamilton-ui/index.rst" rel="edit" title="Edit this page">
     <svg><use href="#svg-pencil"></use></svg>
     <span class="visually-hidden">Edit this page</span>
   </a>
@@ -629,6 +627,6 @@
 </div><script src="../_static/documentation_options.js?v=187304be"></script>
     <script src="../_static/doctools.js?v=9bcbadda"></script>
     <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
-    <script src="../_static/scripts/furo.js?v=5fa4622c"></script>
+    <script src="../_static/scripts/furo.js?v=46bd48cc"></script>
     </body>
 </html>
\ No newline at end of file
diff --git a/content/hamilton-ui/ui/index.html b/content/hamilton-ui/ui/index.html
index 924686d0..a75adb7e 100644
--- a/content/hamilton-ui/ui/index.html
+++ b/content/hamilton-ui/ui/index.html
@@ -6,12 +6,12 @@
 <link rel="index" title="Index" href="../../genindex/" /><link rel="search" title="Search" href="../../search/" /><link rel="next" title="IDE extension" href="../../hamilton-vscode/" /><link rel="prev" title="Apache Hamilton UI" href="../" />
         <link rel="canonical" href="https://hamilton.staged.apache.org/hamilton-ui/ui/" />
 
-    <!-- Generated with Sphinx 8.2.3 and Furo 2024.08.06 -->
+    <!-- Generated with Sphinx 8.2.3 and Furo 2025.07.19 -->
         <title>UI Overview - Hamilton</title>
-      <link rel="stylesheet" type="text/css" href="../../_static/pygments.css?v=8f2a1f02" />
-    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo.css?v=354aac6f" />
-    <link rel="stylesheet" type="text/css" href="../../_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css" />
-    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo-extensions.css?v=302659d7" />
+      <link rel="stylesheet" type="text/css" href="../../_static/pygments.css?v=d111a655" />
+    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo.css?v=25af2a20" />
+    <link rel="stylesheet" type="text/css" href="../../_static/mystnb.8ecb98da25f57f5357bf6f572d296f466b2cfe2517ffebfabe82451661e28f02.css" />
+    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo-extensions.css?v=8dab3a3b" />
     <link rel="stylesheet" type="text/css" href="../../_static/testimonials.css?v=bd684830" />
     <link rel="stylesheet" type="text/css" href="../../_static/custom.css?v=a33697e8" />
     
@@ -20,24 +20,24 @@
 
 <style>
   body {
-    --color-code-background: #f8f8f8;
-  --color-code-foreground: black;
+    --color-code-background: #f2f2f2;
+  --color-code-foreground: #1e1e1e;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
   }
   @media not print {
     body[data-theme="dark"] {
-      --color-code-background: #202020;
-  --color-code-foreground: #d0d0d0;
+      --color-code-background: #2b2b2b;
+  --color-code-foreground: #f8f8f2;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
     }
     @media (prefers-color-scheme: dark) {
       body:not([data-theme="light"]) {
-        --color-code-background: #202020;
-  --color-code-foreground: #d0d0d0;
+        --color-code-background: #2b2b2b;
+  --color-code-foreground: #f8f8f2;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
@@ -203,7 +203,6 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="../../">
   
-  
   <span class="sidebar-brand-text">Hamilton</span>
   
 </a><form class="sidebar-search-container" method="get" action="../../search/" role="search">
@@ -379,7 +378,6 @@
 <li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/DaskGraphAdapter/">h_dask.DaskGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/PySparkUDFGraphAdapter/">h_spark.PySparkUDFGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/RayGraphAdapter/">h_ray.RayGraphAdapter</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/RayWorkflowGraphAdapter/">h_ray.RayWorkflowGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/SparkKoalasGraphAdapter/">h_spark.SparkKoalasGraphAdapter</a></li>
 </ul>
 </li>
@@ -489,7 +487,7 @@
     <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/hamilton-ui/ui.rst" title="Edit this page">
+  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/hamilton-ui/ui.rst" rel="edit" title="Edit this page">
     <svg><use href="#svg-pencil"></use></svg>
     <span class="visually-hidden">Edit this page</span>
   </a>
@@ -864,6 +862,6 @@ python<span class="w"> </span>run_my_hamilton_code.py
 </div><script src="../../_static/documentation_options.js?v=187304be"></script>
     <script src="../../_static/doctools.js?v=9bcbadda"></script>
     <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
-    <script src="../../_static/scripts/furo.js?v=5fa4622c"></script>
+    <script src="../../_static/scripts/furo.js?v=46bd48cc"></script>
     </body>
 </html>
\ No newline at end of file
diff --git a/content/hamilton-vscode/index.html b/content/hamilton-vscode/index.html
index e79ed11c..64a820e0 100644
--- a/content/hamilton-vscode/index.html
+++ b/content/hamilton-vscode/index.html
@@ -6,12 +6,12 @@
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         <link rel="canonical" href="https://hamilton.staged.apache.org/hamilton-vscode/" />
 
-    <!-- Generated with Sphinx 8.2.3 and Furo 2024.08.06 -->
+    <!-- Generated with Sphinx 8.2.3 and Furo 2025.07.19 -->
         <title>IDE extension - Hamilton</title>
-      <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=8f2a1f02" />
-    <link rel="stylesheet" type="text/css" href="../_static/styles/furo.css?v=354aac6f" />
-    <link rel="stylesheet" type="text/css" href="../_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css" />
-    <link rel="stylesheet" type="text/css" href="../_static/styles/furo-extensions.css?v=302659d7" />
+      <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=d111a655" />
+    <link rel="stylesheet" type="text/css" href="../_static/styles/furo.css?v=25af2a20" />
+    <link rel="stylesheet" type="text/css" href="../_static/mystnb.8ecb98da25f57f5357bf6f572d296f466b2cfe2517ffebfabe82451661e28f02.css" />
+    <link rel="stylesheet" type="text/css" href="../_static/styles/furo-extensions.css?v=8dab3a3b" />
     <link rel="stylesheet" type="text/css" href="../_static/testimonials.css?v=bd684830" />
     <link rel="stylesheet" type="text/css" href="../_static/custom.css?v=a33697e8" />
     
@@ -20,24 +20,24 @@
 
 <style>
   body {
-    --color-code-background: #f8f8f8;
-  --color-code-foreground: black;
+    --color-code-background: #f2f2f2;
+  --color-code-foreground: #1e1e1e;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
   }
   @media not print {
     body[data-theme="dark"] {
-      --color-code-background: #202020;
-  --color-code-foreground: #d0d0d0;
+      --color-code-background: #2b2b2b;
+  --color-code-foreground: #f8f8f2;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
     }
     @media (prefers-color-scheme: dark) {
       body:not([data-theme="light"]) {
-        --color-code-background: #202020;
-  --color-code-foreground: #d0d0d0;
+        --color-code-background: #2b2b2b;
+  --color-code-foreground: #f8f8f2;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
@@ -203,7 +203,6 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="../">
   
-  
   <span class="sidebar-brand-text">Hamilton</span>
   
 </a><form class="sidebar-search-container" method="get" action="../search/" role="search">
@@ -379,7 +378,6 @@
 <li class="toctree-l2"><a class="reference internal" href="../reference/graph-adapters/DaskGraphAdapter/">h_dask.DaskGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../reference/graph-adapters/PySparkUDFGraphAdapter/">h_spark.PySparkUDFGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../reference/graph-adapters/RayGraphAdapter/">h_ray.RayGraphAdapter</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../reference/graph-adapters/RayWorkflowGraphAdapter/">h_ray.RayWorkflowGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../reference/graph-adapters/SparkKoalasGraphAdapter/">h_spark.SparkKoalasGraphAdapter</a></li>
 </ul>
 </li>
@@ -489,7 +487,7 @@
     <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/hamilton-vscode/index.rst" title="Edit this page">
+  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/hamilton-vscode/index.rst" rel="edit" title="Edit this page">
     <svg><use href="#svg-pencil"></use></svg>
     <span class="visually-hidden">Edit this page</span>
   </a>
@@ -613,6 +611,6 @@
 </div><script src="../_static/documentation_options.js?v=187304be"></script>
     <script src="../_static/doctools.js?v=9bcbadda"></script>
     <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
-    <script src="../_static/scripts/furo.js?v=5fa4622c"></script>
+    <script src="../_static/scripts/furo.js?v=46bd48cc"></script>
     </body>
 </html>
\ No newline at end of file
diff --git a/content/hamilton-vscode/language_server/index.html b/content/hamilton-vscode/language_server/index.html
index 37668638..908a7eaa 100644
--- a/content/hamilton-vscode/language_server/index.html
+++ b/content/hamilton-vscode/language_server/index.html
@@ -6,12 +6,12 @@
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         <link rel="canonical" href="https://hamilton.staged.apache.org/hamilton-vscode/language_server/" />
 
-    <!-- Generated with Sphinx 8.2.3 and Furo 2024.08.06 -->
+    <!-- Generated with Sphinx 8.2.3 and Furo 2025.07.19 -->
         <title>Language Server - Hamilton</title>
-      <link rel="stylesheet" type="text/css" href="../../_static/pygments.css?v=8f2a1f02" />
-    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo.css?v=354aac6f" />
-    <link rel="stylesheet" type="text/css" href="../../_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css" />
-    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo-extensions.css?v=302659d7" />
+      <link rel="stylesheet" type="text/css" href="../../_static/pygments.css?v=d111a655" />
+    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo.css?v=25af2a20" />
+    <link rel="stylesheet" type="text/css" href="../../_static/mystnb.8ecb98da25f57f5357bf6f572d296f466b2cfe2517ffebfabe82451661e28f02.css" />
+    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo-extensions.css?v=8dab3a3b" />
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@@ -20,24 +20,24 @@
 
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-    --color-code-background: #f8f8f8;
-  --color-code-foreground: black;
+    --color-code-background: #f2f2f2;
+  --color-code-foreground: #1e1e1e;
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-      --color-code-background: #202020;
-  --color-code-foreground: #d0d0d0;
+      --color-code-background: #2b2b2b;
+  --color-code-foreground: #f8f8f2;
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-  --color-code-foreground: #d0d0d0;
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+  --color-code-foreground: #f8f8f2;
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@@ -379,7 +378,6 @@
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 </ul>
 </li>
@@ -489,7 +487,7 @@
     <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/hamilton-vscode/language_server.rst" title="Edit this page">
+  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/hamilton-vscode/language_server.rst" rel="edit" title="Edit this page">
     <svg><use href="#svg-pencil"></use></svg>
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@@ -616,6 +614,6 @@
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-    <script src="../../_static/scripts/furo.js?v=5fa4622c"></script>
+    <script src="../../_static/scripts/furo.js?v=46bd48cc"></script>
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\ No newline at end of file
diff --git a/content/hamilton-vscode/vscode_extension/index.html b/content/hamilton-vscode/vscode_extension/index.html
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         <link rel="canonical" href="https://hamilton.staged.apache.org/hamilton-vscode/vscode_extension/" />
 
-    <!-- Generated with Sphinx 8.2.3 and Furo 2024.08.06 -->
+    <!-- Generated with Sphinx 8.2.3 and Furo 2025.07.19 -->
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-    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo-extensions.css?v=302659d7" />
+      <link rel="stylesheet" type="text/css" href="../../_static/pygments.css?v=d111a655" />
+    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo.css?v=25af2a20" />
+    <link rel="stylesheet" type="text/css" href="../../_static/mystnb.8ecb98da25f57f5357bf6f572d296f466b2cfe2517ffebfabe82451661e28f02.css" />
+    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo-extensions.css?v=8dab3a3b" />
     <link rel="stylesheet" type="text/css" href="../../_static/testimonials.css?v=bd684830" />
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@@ -20,24 +20,24 @@
 
 <style>
   body {
-    --color-code-background: #f8f8f8;
-  --color-code-foreground: black;
+    --color-code-background: #f2f2f2;
+  --color-code-foreground: #1e1e1e;
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-      --color-code-background: #202020;
-  --color-code-foreground: #d0d0d0;
+      --color-code-background: #2b2b2b;
+  --color-code-foreground: #f8f8f2;
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-  --color-code-foreground: #d0d0d0;
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+  --color-code-foreground: #f8f8f2;
   --color-announcement-background: #ffba00;
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@@ -203,7 +203,6 @@
       
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-  
   <span class="sidebar-brand-text">Hamilton</span>
   
 </a><form class="sidebar-search-container" method="get" action="../../search/" role="search">
@@ -379,7 +378,6 @@
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 </ul>
 </li>
@@ -489,7 +487,7 @@
     <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/hamilton-vscode/vscode_extension.rst" title="Edit this page">
+  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/hamilton-vscode/vscode_extension.rst" rel="edit" title="Edit this page">
     <svg><use href="#svg-pencil"></use></svg>
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@@ -658,6 +656,6 @@
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     <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
-    <script src="../../_static/scripts/furo.js?v=5fa4622c"></script>
+    <script src="../../_static/scripts/furo.js?v=46bd48cc"></script>
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\ No newline at end of file
diff --git a/content/how-tos/caching-tutorial/index.html b/content/how-tos/caching-tutorial/index.html
index 101eb821..d23ba823 100644
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         <link rel="canonical" href="https://hamilton.staged.apache.org/how-tos/caching-tutorial/" />
 
-    <!-- Generated with Sphinx 8.2.3 and Furo 2024.08.06 -->
+    <!-- Generated with Sphinx 8.2.3 and Furo 2025.07.19 -->
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-    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo-extensions.css?v=302659d7" />
+      <link rel="stylesheet" type="text/css" href="../../_static/pygments.css?v=d111a655" />
+    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo.css?v=25af2a20" />
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     <link rel="stylesheet" type="text/css" href="../../_static/testimonials.css?v=bd684830" />
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@@ -20,24 +20,24 @@
 
 <style>
   body {
-    --color-code-background: #f8f8f8;
-  --color-code-foreground: black;
+    --color-code-background: #f2f2f2;
+  --color-code-foreground: #1e1e1e;
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-      --color-code-background: #202020;
-  --color-code-foreground: #d0d0d0;
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+  --color-code-foreground: #f8f8f2;
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-  
   <span class="sidebar-brand-text">Hamilton</span>
   
 </a><form class="sidebar-search-container" method="get" action="../../search/" role="search">
@@ -379,7 +378,6 @@
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-<li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/RayWorkflowGraphAdapter/">h_ray.RayWorkflowGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/SparkKoalasGraphAdapter/">h_spark.SparkKoalasGraphAdapter</a></li>
 </ul>
 </li>
@@ -489,7 +487,7 @@
     <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/how-tos/caching-tutorial.ipynb" title="Edit this page">
+  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/how-tos/caching-tutorial.ipynb" rel="edit" title="Edit this page">
     <svg><use href="#svg-pencil"></use></svg>
     <span class="visually-hidden">Edit this page</span>
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@@ -2033,6 +2031,6 @@ Name: amound_in_usd, dtype: float64
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     <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
-    <script src="../../_static/scripts/furo.js?v=5fa4622c"></script>
+    <script src="../../_static/scripts/furo.js?v=46bd48cc"></script>
     </body>
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\ No newline at end of file
diff --git a/content/how-tos/cli-reference/index.html b/content/how-tos/cli-reference/index.html
index b0516acc..fff0a32b 100644
--- a/content/how-tos/cli-reference/index.html
+++ b/content/how-tos/cli-reference/index.html
@@ -6,12 +6,12 @@
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         <link rel="canonical" href="https://hamilton.staged.apache.org/how-tos/cli-reference/" />
 
-    <!-- Generated with Sphinx 8.2.3 and Furo 2024.08.06 -->
+    <!-- Generated with Sphinx 8.2.3 and Furo 2025.07.19 -->
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-      <link rel="stylesheet" type="text/css" href="../../_static/pygments.css?v=8f2a1f02" />
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-    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo-extensions.css?v=302659d7" />
+      <link rel="stylesheet" type="text/css" href="../../_static/pygments.css?v=d111a655" />
+    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo.css?v=25af2a20" />
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+    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo-extensions.css?v=8dab3a3b" />
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@@ -20,24 +20,24 @@
 
 <style>
   body {
-    --color-code-background: #f8f8f8;
-  --color-code-foreground: black;
+    --color-code-background: #f2f2f2;
+  --color-code-foreground: #1e1e1e;
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-      --color-code-background: #202020;
-  --color-code-foreground: #d0d0d0;
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+  --color-code-foreground: #f8f8f2;
   --color-announcement-background: #ffba00;
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-  --color-code-foreground: #d0d0d0;
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@@ -203,7 +203,6 @@
       
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-  
   <span class="sidebar-brand-text">Hamilton</span>
   
 </a><form class="sidebar-search-container" method="get" action="../../search/" role="search">
@@ -379,7 +378,6 @@
 <li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/DaskGraphAdapter/">h_dask.DaskGraphAdapter</a></li>
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 <li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/RayGraphAdapter/">h_ray.RayGraphAdapter</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/RayWorkflowGraphAdapter/">h_ray.RayWorkflowGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/SparkKoalasGraphAdapter/">h_spark.SparkKoalasGraphAdapter</a></li>
 </ul>
 </li>
@@ -489,7 +487,7 @@
     <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/how-tos/cli-reference.md" title="Edit this page">
+  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/how-tos/cli-reference.md" rel="edit" title="Edit this page">
     <svg><use href="#svg-pencil"></use></svg>
     <span class="visually-hidden">Edit this page</span>
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@@ -699,6 +697,6 @@
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     <script src="../../_static/doctools.js?v=9bcbadda"></script>
     <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
-    <script src="../../_static/scripts/furo.js?v=5fa4622c"></script>
+    <script src="../../_static/scripts/furo.js?v=46bd48cc"></script>
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 </html>
\ No newline at end of file
diff --git a/content/how-tos/extensions-autoloading/index.html b/content/how-tos/extensions-autoloading/index.html
index 52186d06..56c56ce4 100644
--- a/content/how-tos/extensions-autoloading/index.html
+++ b/content/how-tos/extensions-autoloading/index.html
@@ -6,12 +6,12 @@
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         <link rel="canonical" href="https://hamilton.staged.apache.org/how-tos/extensions-autoloading/" />
 
-    <!-- Generated with Sphinx 8.2.3 and Furo 2024.08.06 -->
+    <!-- Generated with Sphinx 8.2.3 and Furo 2025.07.19 -->
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-    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo-extensions.css?v=302659d7" />
+      <link rel="stylesheet" type="text/css" href="../../_static/pygments.css?v=d111a655" />
+    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo.css?v=25af2a20" />
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@@ -20,24 +20,24 @@
 
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-      --color-code-background: #202020;
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@@ -203,7 +203,6 @@
       
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   <span class="sidebar-brand-text">Hamilton</span>
   
 </a><form class="sidebar-search-container" method="get" action="../../search/" role="search">
@@ -379,7 +378,6 @@
 <li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/DaskGraphAdapter/">h_dask.DaskGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/PySparkUDFGraphAdapter/">h_spark.PySparkUDFGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/RayGraphAdapter/">h_ray.RayGraphAdapter</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/RayWorkflowGraphAdapter/">h_ray.RayWorkflowGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/SparkKoalasGraphAdapter/">h_spark.SparkKoalasGraphAdapter</a></li>
 </ul>
 </li>
@@ -489,7 +487,7 @@
     <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/how-tos/extensions-autoloading.rst" title="Edit this page">
+  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/how-tos/extensions-autoloading.rst" rel="edit" title="Edit this page">
     <svg><use href="#svg-pencil"></use></svg>
     <span class="visually-hidden">Edit this page</span>
   </a>
@@ -676,6 +674,6 @@
 </div><script src="../../_static/documentation_options.js?v=187304be"></script>
     <script src="../../_static/doctools.js?v=9bcbadda"></script>
     <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
-    <script src="../../_static/scripts/furo.js?v=5fa4622c"></script>
+    <script src="../../_static/scripts/furo.js?v=46bd48cc"></script>
     </body>
 </html>
\ No newline at end of file
diff --git a/content/how-tos/index.html b/content/how-tos/index.html
index cd438912..e0ed1c20 100644
--- a/content/how-tos/index.html
+++ b/content/how-tos/index.html
@@ -6,12 +6,12 @@
 <link rel="index" title="Index" href="../genindex/" /><link rel="search" title="Search" href="../search/" /><link rel="next" title="Jupyter notebooks" href="use-in-jupyter-notebook/" /><link rel="prev" title="Loading Data" href="../concepts/best-practices/loading-data/" />
         <link rel="canonical" href="https://hamilton.staged.apache.org/how-tos/" />
 
-    <!-- Generated with Sphinx 8.2.3 and Furo 2024.08.06 -->
+    <!-- Generated with Sphinx 8.2.3 and Furo 2025.07.19 -->
         <title>User Guide - Hamilton</title>
-      <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=8f2a1f02" />
-    <link rel="stylesheet" type="text/css" href="../_static/styles/furo.css?v=354aac6f" />
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-    <link rel="stylesheet" type="text/css" href="../_static/styles/furo-extensions.css?v=302659d7" />
+      <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=d111a655" />
+    <link rel="stylesheet" type="text/css" href="../_static/styles/furo.css?v=25af2a20" />
+    <link rel="stylesheet" type="text/css" href="../_static/mystnb.8ecb98da25f57f5357bf6f572d296f466b2cfe2517ffebfabe82451661e28f02.css" />
+    <link rel="stylesheet" type="text/css" href="../_static/styles/furo-extensions.css?v=8dab3a3b" />
     <link rel="stylesheet" type="text/css" href="../_static/testimonials.css?v=bd684830" />
     <link rel="stylesheet" type="text/css" href="../_static/custom.css?v=a33697e8" />
     
@@ -20,24 +20,24 @@
 
 <style>
   body {
-    --color-code-background: #f8f8f8;
-  --color-code-foreground: black;
+    --color-code-background: #f2f2f2;
+  --color-code-foreground: #1e1e1e;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
   }
   @media not print {
     body[data-theme="dark"] {
-      --color-code-background: #202020;
-  --color-code-foreground: #d0d0d0;
+      --color-code-background: #2b2b2b;
+  --color-code-foreground: #f8f8f2;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
     }
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       body:not([data-theme="light"]) {
-        --color-code-background: #202020;
-  --color-code-foreground: #d0d0d0;
+        --color-code-background: #2b2b2b;
+  --color-code-foreground: #f8f8f2;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
@@ -203,7 +203,6 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="../">
   
-  
   <span class="sidebar-brand-text">Hamilton</span>
   
 </a><form class="sidebar-search-container" method="get" action="../search/" role="search">
@@ -379,7 +378,6 @@
 <li class="toctree-l2"><a class="reference internal" href="../reference/graph-adapters/DaskGraphAdapter/">h_dask.DaskGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../reference/graph-adapters/PySparkUDFGraphAdapter/">h_spark.PySparkUDFGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../reference/graph-adapters/RayGraphAdapter/">h_ray.RayGraphAdapter</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../reference/graph-adapters/RayWorkflowGraphAdapter/">h_ray.RayWorkflowGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../reference/graph-adapters/SparkKoalasGraphAdapter/">h_spark.SparkKoalasGraphAdapter</a></li>
 </ul>
 </li>
@@ -489,7 +487,7 @@
     <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/how-tos/index.rst" title="Edit this page">
+  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/how-tos/index.rst" rel="edit" title="Edit this page">
     <svg><use href="#svg-pencil"></use></svg>
     <span class="visually-hidden">Edit this page</span>
   </a>
@@ -727,6 +725,6 @@ directory. If there’s an example you want but don’t see, reach out or open a
 </div><script src="../_static/documentation_options.js?v=187304be"></script>
     <script src="../_static/doctools.js?v=9bcbadda"></script>
     <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
-    <script src="../_static/scripts/furo.js?v=5fa4622c"></script>
+    <script src="../_static/scripts/furo.js?v=46bd48cc"></script>
     </body>
 </html>
\ No newline at end of file
diff --git a/content/how-tos/llm-workflows/index.html b/content/how-tos/llm-workflows/index.html
index d26e06fb..87659a86 100644
--- a/content/how-tos/llm-workflows/index.html
+++ b/content/how-tos/llm-workflows/index.html
@@ -6,12 +6,12 @@
 <link rel="index" title="Index" href="../../genindex/" /><link rel="search" title="Search" href="../../search/" /><link rel="next" title="Data quality" href="../run-data-quality-checks/" /><link rel="prev" title="Model training" href="../ml-training/" />
         <link rel="canonical" href="https://hamilton.staged.apache.org/how-tos/llm-workflows/" />
 
-    <!-- Generated with Sphinx 8.2.3 and Furo 2024.08.06 -->
+    <!-- Generated with Sphinx 8.2.3 and Furo 2025.07.19 -->
         <title>LLM workflows - Hamilton</title>
-      <link rel="stylesheet" type="text/css" href="../../_static/pygments.css?v=8f2a1f02" />
-    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo.css?v=354aac6f" />
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-    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo-extensions.css?v=302659d7" />
+      <link rel="stylesheet" type="text/css" href="../../_static/pygments.css?v=d111a655" />
+    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo.css?v=25af2a20" />
+    <link rel="stylesheet" type="text/css" href="../../_static/mystnb.8ecb98da25f57f5357bf6f572d296f466b2cfe2517ffebfabe82451661e28f02.css" />
+    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo-extensions.css?v=8dab3a3b" />
     <link rel="stylesheet" type="text/css" href="../../_static/testimonials.css?v=bd684830" />
     <link rel="stylesheet" type="text/css" href="../../_static/custom.css?v=a33697e8" />
     
@@ -20,24 +20,24 @@
 
 <style>
   body {
-    --color-code-background: #f8f8f8;
-  --color-code-foreground: black;
+    --color-code-background: #f2f2f2;
+  --color-code-foreground: #1e1e1e;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
   }
   @media not print {
     body[data-theme="dark"] {
-      --color-code-background: #202020;
-  --color-code-foreground: #d0d0d0;
+      --color-code-background: #2b2b2b;
+  --color-code-foreground: #f8f8f2;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
     }
     @media (prefers-color-scheme: dark) {
       body:not([data-theme="light"]) {
-        --color-code-background: #202020;
-  --color-code-foreground: #d0d0d0;
+        --color-code-background: #2b2b2b;
+  --color-code-foreground: #f8f8f2;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
@@ -203,7 +203,6 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="../../">
   
-  
   <span class="sidebar-brand-text">Hamilton</span>
   
 </a><form class="sidebar-search-container" method="get" action="../../search/" role="search">
@@ -379,7 +378,6 @@
 <li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/DaskGraphAdapter/">h_dask.DaskGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/PySparkUDFGraphAdapter/">h_spark.PySparkUDFGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/RayGraphAdapter/">h_ray.RayGraphAdapter</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/RayWorkflowGraphAdapter/">h_ray.RayWorkflowGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/SparkKoalasGraphAdapter/">h_spark.SparkKoalasGraphAdapter</a></li>
 </ul>
 </li>
@@ -489,7 +487,7 @@
     <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/how-tos/llm-workflows.md" title="Edit this page">
+  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/how-tos/llm-workflows.md" rel="edit" title="Edit this page">
     <svg><use href="#svg-pencil"></use></svg>
     <span class="visually-hidden">Edit this page</span>
   </a>
@@ -601,6 +599,6 @@ a partial RAG workflow (just missing going to a vector store to get the PDF/cont
 </div><script src="../../_static/documentation_options.js?v=187304be"></script>
     <script src="../../_static/doctools.js?v=9bcbadda"></script>
     <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
-    <script src="../../_static/scripts/furo.js?v=5fa4622c"></script>
+    <script src="../../_static/scripts/furo.js?v=46bd48cc"></script>
     </body>
 </html>
\ No newline at end of file
diff --git a/content/how-tos/load-data/index.html b/content/how-tos/load-data/index.html
index 710dc392..c2b3954c 100644
--- a/content/how-tos/load-data/index.html
+++ b/content/how-tos/load-data/index.html
@@ -6,12 +6,12 @@
 <link rel="index" title="Index" href="../../genindex/" /><link rel="search" title="Search" href="../../search/" /><link rel="next" title="Caching" href="../caching-tutorial/" /><link rel="prev" title="Jupyter notebooks" href="../use-in-jupyter-notebook/" />
         <link rel="canonical" href="https://hamilton.staged.apache.org/how-tos/load-data/" />
 
-    <!-- Generated with Sphinx 8.2.3 and Furo 2024.08.06 -->
+    <!-- Generated with Sphinx 8.2.3 and Furo 2025.07.19 -->
         <title>Loading data - Hamilton</title>
-      <link rel="stylesheet" type="text/css" href="../../_static/pygments.css?v=8f2a1f02" />
-    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo.css?v=354aac6f" />
-    <link rel="stylesheet" type="text/css" href="../../_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css" />
-    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo-extensions.css?v=302659d7" />
+      <link rel="stylesheet" type="text/css" href="../../_static/pygments.css?v=d111a655" />
+    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo.css?v=25af2a20" />
+    <link rel="stylesheet" type="text/css" href="../../_static/mystnb.8ecb98da25f57f5357bf6f572d296f466b2cfe2517ffebfabe82451661e28f02.css" />
+    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo-extensions.css?v=8dab3a3b" />
     <link rel="stylesheet" type="text/css" href="../../_static/testimonials.css?v=bd684830" />
     <link rel="stylesheet" type="text/css" href="../../_static/custom.css?v=a33697e8" />
     
@@ -20,24 +20,24 @@
 
 <style>
   body {
-    --color-code-background: #f8f8f8;
-  --color-code-foreground: black;
+    --color-code-background: #f2f2f2;
+  --color-code-foreground: #1e1e1e;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
   }
   @media not print {
     body[data-theme="dark"] {
-      --color-code-background: #202020;
-  --color-code-foreground: #d0d0d0;
+      --color-code-background: #2b2b2b;
+  --color-code-foreground: #f8f8f2;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
     }
     @media (prefers-color-scheme: dark) {
       body:not([data-theme="light"]) {
-        --color-code-background: #202020;
-  --color-code-foreground: #d0d0d0;
+        --color-code-background: #2b2b2b;
+  --color-code-foreground: #f8f8f2;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
@@ -203,7 +203,6 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="../../">
   
-  
   <span class="sidebar-brand-text">Hamilton</span>
   
 </a><form class="sidebar-search-container" method="get" action="../../search/" role="search">
@@ -379,7 +378,6 @@
 <li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/DaskGraphAdapter/">h_dask.DaskGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/PySparkUDFGraphAdapter/">h_spark.PySparkUDFGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/RayGraphAdapter/">h_ray.RayGraphAdapter</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/RayWorkflowGraphAdapter/">h_ray.RayWorkflowGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/SparkKoalasGraphAdapter/">h_spark.SparkKoalasGraphAdapter</a></li>
 </ul>
 </li>
@@ -489,7 +487,7 @@
     <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/how-tos/load-data.rst" title="Edit this page">
+  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/how-tos/load-data.rst" rel="edit" title="Edit this page">
     <svg><use href="#svg-pencil"></use></svg>
     <span class="visually-hidden">Edit this page</span>
   </a>
@@ -585,6 +583,6 @@ In the following example, we’ll show how to use Apache Hamilton to:</p>
 </div><script src="../../_static/documentation_options.js?v=187304be"></script>
     <script src="../../_static/doctools.js?v=9bcbadda"></script>
     <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
-    <script src="../../_static/scripts/furo.js?v=5fa4622c"></script>
+    <script src="../../_static/scripts/furo.js?v=46bd48cc"></script>
     </body>
 </html>
\ No newline at end of file
diff --git a/content/how-tos/microservice/index.html b/content/how-tos/microservice/index.html
index 639352ac..785e28b5 100644
--- a/content/how-tos/microservice/index.html
+++ b/content/how-tos/microservice/index.html
@@ -6,12 +6,12 @@
 <link rel="index" title="Index" href="../../genindex/" /><link rel="search" title="Search" href="../../search/" /><link rel="next" title="Extension autoloading" href="../extensions-autoloading/" /><link rel="prev" title="Scaling computation" href="../scale-up/" />
         <link rel="canonical" href="https://hamilton.staged.apache.org/how-tos/microservice/" />
 
-    <!-- Generated with Sphinx 8.2.3 and Furo 2024.08.06 -->
+    <!-- Generated with Sphinx 8.2.3 and Furo 2025.07.19 -->
         <title>Microservice - Hamilton</title>
-      <link rel="stylesheet" type="text/css" href="../../_static/pygments.css?v=8f2a1f02" />
-    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo.css?v=354aac6f" />
-    <link rel="stylesheet" type="text/css" href="../../_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css" />
-    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo-extensions.css?v=302659d7" />
+      <link rel="stylesheet" type="text/css" href="../../_static/pygments.css?v=d111a655" />
+    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo.css?v=25af2a20" />
+    <link rel="stylesheet" type="text/css" href="../../_static/mystnb.8ecb98da25f57f5357bf6f572d296f466b2cfe2517ffebfabe82451661e28f02.css" />
+    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo-extensions.css?v=8dab3a3b" />
     <link rel="stylesheet" type="text/css" href="../../_static/testimonials.css?v=bd684830" />
     <link rel="stylesheet" type="text/css" href="../../_static/custom.css?v=a33697e8" />
     
@@ -20,24 +20,24 @@
 
 <style>
   body {
-    --color-code-background: #f8f8f8;
-  --color-code-foreground: black;
+    --color-code-background: #f2f2f2;
+  --color-code-foreground: #1e1e1e;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
   }
   @media not print {
     body[data-theme="dark"] {
-      --color-code-background: #202020;
-  --color-code-foreground: #d0d0d0;
+      --color-code-background: #2b2b2b;
+  --color-code-foreground: #f8f8f2;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
     }
     @media (prefers-color-scheme: dark) {
       body:not([data-theme="light"]) {
-        --color-code-background: #202020;
-  --color-code-foreground: #d0d0d0;
+        --color-code-background: #2b2b2b;
+  --color-code-foreground: #f8f8f2;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
@@ -203,7 +203,6 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="../../">
   
-  
   <span class="sidebar-brand-text">Hamilton</span>
   
 </a><form class="sidebar-search-container" method="get" action="../../search/" role="search">
@@ -379,7 +378,6 @@
 <li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/DaskGraphAdapter/">h_dask.DaskGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/PySparkUDFGraphAdapter/">h_spark.PySparkUDFGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/RayGraphAdapter/">h_ray.RayGraphAdapter</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/RayWorkflowGraphAdapter/">h_ray.RayWorkflowGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/SparkKoalasGraphAdapter/">h_spark.SparkKoalasGraphAdapter</a></li>
 </ul>
 </li>
@@ -489,7 +487,7 @@
     <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/how-tos/microservice.rst" title="Edit this page">
+  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/how-tos/microservice.rst" rel="edit" title="Edit this page">
     <svg><use href="#svg-pencil"></use></svg>
     <span class="visually-hidden">Edit this page</span>
   </a>
@@ -583,6 +581,6 @@ transform/load data, or if you want to execute the same transforms you did in ba
 </div><script src="../../_static/documentation_options.js?v=187304be"></script>
     <script src="../../_static/doctools.js?v=9bcbadda"></script>
     <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
-    <script src="../../_static/scripts/furo.js?v=5fa4622c"></script>
+    <script src="../../_static/scripts/furo.js?v=46bd48cc"></script>
     </body>
 </html>
\ No newline at end of file
diff --git a/content/how-tos/ml-training/index.html b/content/how-tos/ml-training/index.html
index ea75314c..b579027b 100644
--- a/content/how-tos/ml-training/index.html
+++ b/content/how-tos/ml-training/index.html
@@ -6,12 +6,12 @@
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         <link rel="canonical" href="https://hamilton.staged.apache.org/how-tos/ml-training/" />
 
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-  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/how-tos/ml-training.rst" title="Edit this page">
+  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/how-tos/ml-training.rst" rel="edit" title="Edit this page">
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@@ -586,6 +584,6 @@ all the way from feature-engineering through training and inference.</p>
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\ No newline at end of file
diff --git a/content/how-tos/pre-commit-hooks/index.html b/content/how-tos/pre-commit-hooks/index.html
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         <link rel="canonical" href="https://hamilton.staged.apache.org/how-tos/pre-commit-hooks/" />
 
-    <!-- Generated with Sphinx 8.2.3 and Furo 2024.08.06 -->
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+  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/how-tos/pre-commit-hooks.md" rel="edit" title="Edit this page">
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\ No newline at end of file
diff --git a/content/how-tos/run-data-quality-checks/index.html b/content/how-tos/run-data-quality-checks/index.html
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         <link rel="canonical" href="https://hamilton.staged.apache.org/how-tos/run-data-quality-checks/" />
 
-    <!-- Generated with Sphinx 8.2.3 and Furo 2024.08.06 -->
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@@ -379,7 +378,6 @@
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 </ul>
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@@ -489,7 +487,7 @@
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   </a>
 </div><div class="edit-this-page">
-  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/how-tos/run-data-quality-checks.rst" title="Edit this page">
+  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/how-tos/run-data-quality-checks.rst" rel="edit" title="Edit this page">
     <svg><use href="#svg-pencil"></use></svg>
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@@ -585,6 +583,6 @@ The goal of this is to show how to use runtime data quality checks in a larger,
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\ No newline at end of file
diff --git a/content/how-tos/scale-up/index.html b/content/how-tos/scale-up/index.html
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@@ -20,24 +20,24 @@
 
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@@ -379,7 +378,6 @@
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 </ul>
 </li>
@@ -489,7 +487,7 @@
     <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/how-tos/scale-up.rst" title="Edit this page">
+  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/how-tos/scale-up.rst" rel="edit" title="Edit this page">
     <svg><use href="#svg-pencil"></use></svg>
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@@ -586,6 +584,6 @@ on larger, distributed datasets (pandas on spark, pyspark map UDFs).</p>
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-    <script src="../../_static/scripts/furo.js?v=5fa4622c"></script>
+    <script src="../../_static/scripts/furo.js?v=46bd48cc"></script>
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\ No newline at end of file
diff --git a/content/how-tos/use-for-feature-engineering/index.html b/content/how-tos/use-for-feature-engineering/index.html
index 82ced885..64eaacbf 100644
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+++ b/content/how-tos/use-for-feature-engineering/index.html
@@ -6,12 +6,12 @@
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         <link rel="canonical" href="https://hamilton.staged.apache.org/how-tos/use-for-feature-engineering/" />
 
-    <!-- Generated with Sphinx 8.2.3 and Furo 2024.08.06 -->
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@@ -20,24 +20,24 @@
 
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   }
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-      --color-code-background: #202020;
-  --color-code-foreground: #d0d0d0;
+      --color-code-background: #2b2b2b;
+  --color-code-foreground: #f8f8f2;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
     }
     @media (prefers-color-scheme: dark) {
       body:not([data-theme="light"]) {
-        --color-code-background: #202020;
-  --color-code-foreground: #d0d0d0;
+        --color-code-background: #2b2b2b;
+  --color-code-foreground: #f8f8f2;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
@@ -203,7 +203,6 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="../../">
   
-  
   <span class="sidebar-brand-text">Hamilton</span>
   
 </a><form class="sidebar-search-container" method="get" action="../../search/" role="search">
@@ -379,7 +378,6 @@
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-<li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/RayWorkflowGraphAdapter/">h_ray.RayWorkflowGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/SparkKoalasGraphAdapter/">h_spark.SparkKoalasGraphAdapter</a></li>
 </ul>
 </li>
@@ -489,7 +487,7 @@
     <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/how-tos/use-for-feature-engineering.rst" title="Edit this page">
+  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/how-tos/use-for-feature-engineering.rst" rel="edit" title="Edit this page">
     <svg><use href="#svg-pencil"></use></svg>
     <span class="visually-hidden">Edit this page</span>
   </a>
@@ -740,6 +738,6 @@ get pushed to Feast. For the online side it varies as to how to integrate the tw
 </div><script src="../../_static/documentation_options.js?v=187304be"></script>
     <script src="../../_static/doctools.js?v=9bcbadda"></script>
     <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
-    <script src="../../_static/scripts/furo.js?v=5fa4622c"></script>
+    <script src="../../_static/scripts/furo.js?v=46bd48cc"></script>
     </body>
 </html>
\ No newline at end of file
diff --git a/content/how-tos/use-hamilton-for-lineage/index.html b/content/how-tos/use-hamilton-for-lineage/index.html
index d4063a14..8273fa38 100644
--- a/content/how-tos/use-hamilton-for-lineage/index.html
+++ b/content/how-tos/use-hamilton-for-lineage/index.html
@@ -6,12 +6,12 @@
 <link rel="index" title="Index" href="../../genindex/" /><link rel="search" title="Search" href="../../search/" /><link rel="next" title="Scaling computation" href="../scale-up/" /><link rel="prev" title="Data quality" href="../run-data-quality-checks/" />
         <link rel="canonical" href="https://hamilton.staged.apache.org/how-tos/use-hamilton-for-lineage/" />
 
-    <!-- Generated with Sphinx 8.2.3 and Furo 2024.08.06 -->
+    <!-- Generated with Sphinx 8.2.3 and Furo 2025.07.19 -->
         <title>Lineage + Apache Hamilton - Hamilton</title>
-      <link rel="stylesheet" type="text/css" href="../../_static/pygments.css?v=8f2a1f02" />
-    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo.css?v=354aac6f" />
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-    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo-extensions.css?v=302659d7" />
+      <link rel="stylesheet" type="text/css" href="../../_static/pygments.css?v=d111a655" />
+    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo.css?v=25af2a20" />
+    <link rel="stylesheet" type="text/css" href="../../_static/mystnb.8ecb98da25f57f5357bf6f572d296f466b2cfe2517ffebfabe82451661e28f02.css" />
+    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo-extensions.css?v=8dab3a3b" />
     <link rel="stylesheet" type="text/css" href="../../_static/testimonials.css?v=bd684830" />
     <link rel="stylesheet" type="text/css" href="../../_static/custom.css?v=a33697e8" />
     
@@ -20,24 +20,24 @@
 
 <style>
   body {
-    --color-code-background: #f8f8f8;
-  --color-code-foreground: black;
+    --color-code-background: #f2f2f2;
+  --color-code-foreground: #1e1e1e;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
   }
   @media not print {
     body[data-theme="dark"] {
-      --color-code-background: #202020;
-  --color-code-foreground: #d0d0d0;
+      --color-code-background: #2b2b2b;
+  --color-code-foreground: #f8f8f2;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
     }
     @media (prefers-color-scheme: dark) {
       body:not([data-theme="light"]) {
-        --color-code-background: #202020;
-  --color-code-foreground: #d0d0d0;
+        --color-code-background: #2b2b2b;
+  --color-code-foreground: #f8f8f2;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
@@ -203,7 +203,6 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="../../">
   
-  
   <span class="sidebar-brand-text">Hamilton</span>
   
 </a><form class="sidebar-search-container" method="get" action="../../search/" role="search">
@@ -379,7 +378,6 @@
 <li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/DaskGraphAdapter/">h_dask.DaskGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/PySparkUDFGraphAdapter/">h_spark.PySparkUDFGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/RayGraphAdapter/">h_ray.RayGraphAdapter</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/RayWorkflowGraphAdapter/">h_ray.RayWorkflowGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/SparkKoalasGraphAdapter/">h_spark.SparkKoalasGraphAdapter</a></li>
 </ul>
 </li>
@@ -489,7 +487,7 @@
     <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/how-tos/use-hamilton-for-lineage.md" title="Edit this page">
+  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/how-tos/use-hamilton-for-lineage.md" rel="edit" title="Edit this page">
     <svg><use href="#svg-pencil"></use></svg>
     <span class="visually-hidden">Edit this page</span>
   </a>
@@ -828,6 +826,6 @@ or be used within your CI/CD system to query, visualize, and otherwise emit line
 </div><script src="../../_static/documentation_options.js?v=187304be"></script>
     <script src="../../_static/doctools.js?v=9bcbadda"></script>
     <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
-    <script src="../../_static/scripts/furo.js?v=5fa4622c"></script>
+    <script src="../../_static/scripts/furo.js?v=46bd48cc"></script>
     </body>
 </html>
\ No newline at end of file
diff --git a/content/how-tos/use-in-jupyter-notebook/index.html b/content/how-tos/use-in-jupyter-notebook/index.html
index a5b9aca0..d0c819c8 100644
--- a/content/how-tos/use-in-jupyter-notebook/index.html
+++ b/content/how-tos/use-in-jupyter-notebook/index.html
@@ -6,12 +6,12 @@
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         <link rel="canonical" href="https://hamilton.staged.apache.org/how-tos/use-in-jupyter-notebook/" />
 
-    <!-- Generated with Sphinx 8.2.3 and Furo 2024.08.06 -->
+    <!-- Generated with Sphinx 8.2.3 and Furo 2025.07.19 -->
         <title>Jupyter notebooks - Hamilton</title>
-      <link rel="stylesheet" type="text/css" href="../../_static/pygments.css?v=8f2a1f02" />
-    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo.css?v=354aac6f" />
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-    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo-extensions.css?v=302659d7" />
+      <link rel="stylesheet" type="text/css" href="../../_static/pygments.css?v=d111a655" />
+    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo.css?v=25af2a20" />
+    <link rel="stylesheet" type="text/css" href="../../_static/mystnb.8ecb98da25f57f5357bf6f572d296f466b2cfe2517ffebfabe82451661e28f02.css" />
+    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo-extensions.css?v=8dab3a3b" />
     <link rel="stylesheet" type="text/css" href="../../_static/testimonials.css?v=bd684830" />
     <link rel="stylesheet" type="text/css" href="../../_static/custom.css?v=a33697e8" />
     
@@ -20,24 +20,24 @@
 
 <style>
   body {
-    --color-code-background: #f8f8f8;
-  --color-code-foreground: black;
+    --color-code-background: #f2f2f2;
+  --color-code-foreground: #1e1e1e;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
   }
   @media not print {
     body[data-theme="dark"] {
-      --color-code-background: #202020;
-  --color-code-foreground: #d0d0d0;
+      --color-code-background: #2b2b2b;
+  --color-code-foreground: #f8f8f2;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
     }
     @media (prefers-color-scheme: dark) {
       body:not([data-theme="light"]) {
-        --color-code-background: #202020;
-  --color-code-foreground: #d0d0d0;
+        --color-code-background: #2b2b2b;
+  --color-code-foreground: #f8f8f2;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
@@ -203,7 +203,6 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="../../">
   
-  
   <span class="sidebar-brand-text">Hamilton</span>
   
 </a><form class="sidebar-search-container" method="get" action="../../search/" role="search">
@@ -379,7 +378,6 @@
 <li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/DaskGraphAdapter/">h_dask.DaskGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/PySparkUDFGraphAdapter/">h_spark.PySparkUDFGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/RayGraphAdapter/">h_ray.RayGraphAdapter</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/RayWorkflowGraphAdapter/">h_ray.RayWorkflowGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/SparkKoalasGraphAdapter/">h_spark.SparkKoalasGraphAdapter</a></li>
 </ul>
 </li>
@@ -489,7 +487,7 @@
     <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/how-tos/use-in-jupyter-notebook.md" title="Edit this page">
+  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/how-tos/use-in-jupyter-notebook.md" rel="edit" title="Edit this page">
     <svg><use href="#svg-pencil"></use></svg>
     <span class="visually-hidden">Edit this page</span>
   </a>
@@ -819,6 +817,6 @@ pip<span class="w"> </span>install<span class="w"> </span>sf-hamilton
 </div><script src="../../_static/documentation_options.js?v=187304be"></script>
     <script src="../../_static/doctools.js?v=9bcbadda"></script>
     <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
-    <script src="../../_static/scripts/furo.js?v=5fa4622c"></script>
+    <script src="../../_static/scripts/furo.js?v=46bd48cc"></script>
     </body>
 </html>
\ No newline at end of file
diff --git a/content/how-tos/wrapping-driver/index.html b/content/how-tos/wrapping-driver/index.html
index 6f4651a5..0a2e3fef 100644
--- a/content/how-tos/wrapping-driver/index.html
+++ b/content/how-tos/wrapping-driver/index.html
@@ -6,12 +6,12 @@
 <link rel="index" title="Index" href="../../genindex/" /><link rel="search" title="Search" href="../../search/" /><link rel="next" title="Command line interface" href="../cli-reference/" /><link rel="prev" title="Extension autoloading" href="../extensions-autoloading/" />
         <link rel="canonical" href="https://hamilton.staged.apache.org/how-tos/wrapping-driver/" />
 
-    <!-- Generated with Sphinx 8.2.3 and Furo 2024.08.06 -->
+    <!-- Generated with Sphinx 8.2.3 and Furo 2025.07.19 -->
         <title>Wrapping the Driver - Hamilton</title>
-      <link rel="stylesheet" type="text/css" href="../../_static/pygments.css?v=8f2a1f02" />
-    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo.css?v=354aac6f" />
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-    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo-extensions.css?v=302659d7" />
+      <link rel="stylesheet" type="text/css" href="../../_static/pygments.css?v=d111a655" />
+    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo.css?v=25af2a20" />
+    <link rel="stylesheet" type="text/css" href="../../_static/mystnb.8ecb98da25f57f5357bf6f572d296f466b2cfe2517ffebfabe82451661e28f02.css" />
+    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo-extensions.css?v=8dab3a3b" />
     <link rel="stylesheet" type="text/css" href="../../_static/testimonials.css?v=bd684830" />
     <link rel="stylesheet" type="text/css" href="../../_static/custom.css?v=a33697e8" />
     
@@ -20,24 +20,24 @@
 
 <style>
   body {
-    --color-code-background: #f8f8f8;
-  --color-code-foreground: black;
+    --color-code-background: #f2f2f2;
+  --color-code-foreground: #1e1e1e;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
   }
   @media not print {
     body[data-theme="dark"] {
-      --color-code-background: #202020;
-  --color-code-foreground: #d0d0d0;
+      --color-code-background: #2b2b2b;
+  --color-code-foreground: #f8f8f2;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
     }
     @media (prefers-color-scheme: dark) {
       body:not([data-theme="light"]) {
-        --color-code-background: #202020;
-  --color-code-foreground: #d0d0d0;
+        --color-code-background: #2b2b2b;
+  --color-code-foreground: #f8f8f2;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
@@ -203,7 +203,6 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="../../">
   
-  
   <span class="sidebar-brand-text">Hamilton</span>
   
 </a><form class="sidebar-search-container" method="get" action="../../search/" role="search">
@@ -379,7 +378,6 @@
 <li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/DaskGraphAdapter/">h_dask.DaskGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/PySparkUDFGraphAdapter/">h_spark.PySparkUDFGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/RayGraphAdapter/">h_ray.RayGraphAdapter</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/RayWorkflowGraphAdapter/">h_ray.RayWorkflowGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/SparkKoalasGraphAdapter/">h_spark.SparkKoalasGraphAdapter</a></li>
 </ul>
 </li>
@@ -489,7 +487,7 @@
     <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/how-tos/wrapping-driver.rst" title="Edit this page">
+  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/how-tos/wrapping-driver.rst" rel="edit" title="Edit this page">
     <svg><use href="#svg-pencil"></use></svg>
     <span class="visually-hidden">Edit this page</span>
   </a>
@@ -601,6 +599,6 @@ Driver APIs with backwards compatibility as much as possible.</p>
 </div><script src="../../_static/documentation_options.js?v=187304be"></script>
     <script src="../../_static/doctools.js?v=9bcbadda"></script>
     <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
-    <script src="../../_static/scripts/furo.js?v=5fa4622c"></script>
+    <script src="../../_static/scripts/furo.js?v=46bd48cc"></script>
     </body>
 </html>
\ No newline at end of file
diff --git a/content/index.html b/content/index.html
index 5b3384f8..6f9fdaa6 100644
--- a/content/index.html
+++ b/content/index.html
@@ -6,12 +6,12 @@
 <link rel="index" title="Index" href="genindex/" /><link rel="search" title="Search" href="search/" /><link rel="next" title="Get Started" href="get-started/" />
         <link rel="canonical" href="https://hamilton.staged.apache.org/" />
 
-    <!-- Generated with Sphinx 8.2.3 and Furo 2024.08.06 -->
+    <!-- Generated with Sphinx 8.2.3 and Furo 2025.07.19 -->
         <title>Hamilton</title>
-      <link rel="stylesheet" type="text/css" href="_static/pygments.css?v=8f2a1f02" />
-    <link rel="stylesheet" type="text/css" href="_static/styles/furo.css?v=354aac6f" />
-    <link rel="stylesheet" type="text/css" href="_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css" />
-    <link rel="stylesheet" type="text/css" href="_static/styles/furo-extensions.css?v=302659d7" />
+      <link rel="stylesheet" type="text/css" href="_static/pygments.css?v=d111a655" />
+    <link rel="stylesheet" type="text/css" href="_static/styles/furo.css?v=25af2a20" />
+    <link rel="stylesheet" type="text/css" href="_static/mystnb.8ecb98da25f57f5357bf6f572d296f466b2cfe2517ffebfabe82451661e28f02.css" />
+    <link rel="stylesheet" type="text/css" href="_static/styles/furo-extensions.css?v=8dab3a3b" />
     <link rel="stylesheet" type="text/css" href="_static/testimonials.css?v=bd684830" />
     <link rel="stylesheet" type="text/css" href="_static/custom.css?v=a33697e8" />
     
@@ -20,24 +20,24 @@
 
 <style>
   body {
-    --color-code-background: #f8f8f8;
-  --color-code-foreground: black;
+    --color-code-background: #f2f2f2;
+  --color-code-foreground: #1e1e1e;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
   }
   @media not print {
     body[data-theme="dark"] {
-      --color-code-background: #202020;
-  --color-code-foreground: #d0d0d0;
+      --color-code-background: #2b2b2b;
+  --color-code-foreground: #f8f8f2;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
     }
     @media (prefers-color-scheme: dark) {
       body:not([data-theme="light"]) {
-        --color-code-background: #202020;
-  --color-code-foreground: #d0d0d0;
+        --color-code-background: #2b2b2b;
+  --color-code-foreground: #f8f8f2;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
@@ -203,7 +203,6 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="#">
   
-  
   <span class="sidebar-brand-text">Hamilton</span>
   
 </a><form class="sidebar-search-container" method="get" action="search/" role="search">
@@ -379,7 +378,6 @@
 <li class="toctree-l2"><a class="reference internal" href="reference/graph-adapters/DaskGraphAdapter/">h_dask.DaskGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="reference/graph-adapters/PySparkUDFGraphAdapter/">h_spark.PySparkUDFGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="reference/graph-adapters/RayGraphAdapter/">h_ray.RayGraphAdapter</a></li>
-<li class="toctree-l2"><a class="reference internal" href="reference/graph-adapters/RayWorkflowGraphAdapter/">h_ray.RayWorkflowGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="reference/graph-adapters/SparkKoalasGraphAdapter/">h_spark.SparkKoalasGraphAdapter</a></li>
 </ul>
 </li>
@@ -489,7 +487,7 @@
     <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">
     <svg><use href="#svg-pencil"></use></svg>
     <span class="visually-hidden">Edit this page</span>
   </a>
@@ -761,6 +759,6 @@ Integration with the <a class="reference internal" href="hamilton-ui/"><span cla
 </div><script src="_static/documentation_options.js?v=187304be"></script>
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     <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
-    <script src="_static/scripts/furo.js?v=5fa4622c"></script>
+    <script src="_static/scripts/furo.js?v=46bd48cc"></script>
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 </html>
\ No newline at end of file
diff --git a/content/integrations/dbt/index.html b/content/integrations/dbt/index.html
index b4d3efcb..d0c1f27a 100644
--- a/content/integrations/dbt/index.html
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@@ -6,12 +6,12 @@
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         <link rel="canonical" href="https://hamilton.staged.apache.org/integrations/dbt/" />
 
-    <!-- Generated with Sphinx 8.2.3 and Furo 2024.08.06 -->
+    <!-- Generated with Sphinx 8.2.3 and Furo 2025.07.19 -->
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-    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo.css?v=354aac6f" />
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-    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo-extensions.css?v=302659d7" />
+      <link rel="stylesheet" type="text/css" href="../../_static/pygments.css?v=d111a655" />
+    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo.css?v=25af2a20" />
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@@ -20,24 +20,24 @@
 
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-    --color-code-background: #f8f8f8;
-  --color-code-foreground: black;
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-      --color-code-background: #202020;
-  --color-code-foreground: #d0d0d0;
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-  
   <span class="sidebar-brand-text">Hamilton</span>
   
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@@ -379,7 +378,6 @@
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 </ul>
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@@ -489,7 +487,7 @@
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   </a>
 </div><div class="edit-this-page">
-  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/integrations/dbt.rst" title="Edit this page">
+  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/integrations/dbt.rst" rel="edit" title="Edit this page">
     <svg><use href="#svg-pencil"></use></svg>
     <span class="visually-hidden">Edit this page</span>
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@@ -583,6 +581,6 @@ with a DBT pipeline.</p>
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     <script src="../../_static/doctools.js?v=9bcbadda"></script>
     <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
-    <script src="../../_static/scripts/furo.js?v=5fa4622c"></script>
+    <script src="../../_static/scripts/furo.js?v=46bd48cc"></script>
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\ No newline at end of file
diff --git a/content/integrations/dlt/index.html b/content/integrations/dlt/index.html
index 77dc72c5..c9cca905 100644
--- a/content/integrations/dlt/index.html
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-    <!-- Generated with Sphinx 8.2.3 and Furo 2024.08.06 -->
+    <!-- Generated with Sphinx 8.2.3 and Furo 2025.07.19 -->
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-    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo-extensions.css?v=302659d7" />
+      <link rel="stylesheet" type="text/css" href="../../_static/pygments.css?v=d111a655" />
+    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo.css?v=25af2a20" />
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@@ -20,24 +20,24 @@
 
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+    --color-code-background: #f2f2f2;
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-      --color-code-background: #202020;
-  --color-code-foreground: #d0d0d0;
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   <span class="sidebar-brand-text">Hamilton</span>
   
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@@ -379,7 +378,6 @@
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 </ul>
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@@ -489,7 +487,7 @@
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   </a>
 </div><div class="edit-this-page">
-  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/integrations/dlt/index.md" title="Edit this page">
+  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/integrations/dlt/index.md" rel="edit" title="Edit this page">
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@@ -1044,6 +1042,6 @@
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-    <script src="../../_static/scripts/furo.js?v=5fa4622c"></script>
+    <script src="../../_static/scripts/furo.js?v=46bd48cc"></script>
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\ No newline at end of file
diff --git a/content/integrations/fastapi/index.html b/content/integrations/fastapi/index.html
index 193e02ec..393dba4c 100644
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-    <!-- Generated with Sphinx 8.2.3 and Furo 2024.08.06 -->
+    <!-- Generated with Sphinx 8.2.3 and Furo 2025.07.19 -->
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-    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo-extensions.css?v=302659d7" />
+      <link rel="stylesheet" type="text/css" href="../../_static/pygments.css?v=d111a655" />
+    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo.css?v=25af2a20" />
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@@ -20,24 +20,24 @@
 
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-      --color-code-background: #202020;
-  --color-code-foreground: #d0d0d0;
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-  --color-code-foreground: #d0d0d0;
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-  
   <span class="sidebar-brand-text">Hamilton</span>
   
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@@ -379,7 +378,6 @@
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 </ul>
 </li>
@@ -489,7 +487,7 @@
     <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/integrations/fastapi.md" title="Edit this page">
+  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/integrations/fastapi.md" rel="edit" title="Edit this page">
     <svg><use href="#svg-pencil"></use></svg>
     <span class="visually-hidden">Edit this page</span>
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@@ -781,6 +779,6 @@
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-    <script src="../../_static/scripts/furo.js?v=5fa4622c"></script>
+    <script src="../../_static/scripts/furo.js?v=46bd48cc"></script>
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\ No newline at end of file
diff --git a/content/integrations/ibis/index.html b/content/integrations/ibis/index.html
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-    <!-- Generated with Sphinx 8.2.3 and Furo 2024.08.06 -->
+    <!-- Generated with Sphinx 8.2.3 and Furo 2025.07.19 -->
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-    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo-extensions.css?v=302659d7" />
+      <link rel="stylesheet" type="text/css" href="../../_static/pygments.css?v=d111a655" />
+    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo.css?v=25af2a20" />
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@@ -20,24 +20,24 @@
 
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-      --color-code-background: #202020;
-  --color-code-foreground: #d0d0d0;
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+  --color-code-foreground: #f8f8f2;
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@@ -379,7 +378,6 @@
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 </ul>
 </li>
@@ -489,7 +487,7 @@
     <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/integrations/ibis/index.md" title="Edit this page">
+  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/integrations/ibis/index.md" rel="edit" title="Edit this page">
     <svg><use href="#svg-pencil"></use></svg>
     <span class="visually-hidden">Edit this page</span>
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@@ -902,6 +900,6 @@
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-    <script src="../../_static/scripts/furo.js?v=5fa4622c"></script>
+    <script src="../../_static/scripts/furo.js?v=46bd48cc"></script>
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 </html>
\ No newline at end of file
diff --git a/content/integrations/index.html b/content/integrations/index.html
index b2c5709e..a2f2cde5 100644
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         <link rel="canonical" href="https://hamilton.staged.apache.org/integrations/" />
 
-    <!-- Generated with Sphinx 8.2.3 and Furo 2024.08.06 -->
+    <!-- Generated with Sphinx 8.2.3 and Furo 2025.07.19 -->
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     <link rel="stylesheet" type="text/css" href="../_static/custom.css?v=a33697e8" />
     
@@ -20,24 +20,24 @@
 
 <style>
   body {
-    --color-code-background: #f8f8f8;
-  --color-code-foreground: black;
+    --color-code-background: #f2f2f2;
+  --color-code-foreground: #1e1e1e;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
   }
   @media not print {
     body[data-theme="dark"] {
-      --color-code-background: #202020;
-  --color-code-foreground: #d0d0d0;
+      --color-code-background: #2b2b2b;
+  --color-code-foreground: #f8f8f2;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
     }
     @media (prefers-color-scheme: dark) {
       body:not([data-theme="light"]) {
-        --color-code-background: #202020;
-  --color-code-foreground: #d0d0d0;
+        --color-code-background: #2b2b2b;
+  --color-code-foreground: #f8f8f2;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
@@ -203,7 +203,6 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="../">
   
-  
   <span class="sidebar-brand-text">Hamilton</span>
   
 </a><form class="sidebar-search-container" method="get" action="../search/" role="search">
@@ -379,7 +378,6 @@
 <li class="toctree-l2"><a class="reference internal" href="../reference/graph-adapters/DaskGraphAdapter/">h_dask.DaskGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../reference/graph-adapters/PySparkUDFGraphAdapter/">h_spark.PySparkUDFGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../reference/graph-adapters/RayGraphAdapter/">h_ray.RayGraphAdapter</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../reference/graph-adapters/RayWorkflowGraphAdapter/">h_ray.RayWorkflowGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../reference/graph-adapters/SparkKoalasGraphAdapter/">h_spark.SparkKoalasGraphAdapter</a></li>
 </ul>
 </li>
@@ -489,7 +487,7 @@
     <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/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">
     <svg><use href="#svg-pencil"></use></svg>
     <span class="visually-hidden">Edit this page</span>
   </a>
@@ -680,6 +678,6 @@
 </div><script src="../_static/documentation_options.js?v=187304be"></script>
     <script src="../_static/doctools.js?v=9bcbadda"></script>
     <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
-    <script src="../_static/scripts/furo.js?v=5fa4622c"></script>
+    <script src="../_static/scripts/furo.js?v=46bd48cc"></script>
     </body>
 </html>
\ No newline at end of file
diff --git a/content/integrations/streamlit/index.html b/content/integrations/streamlit/index.html
index eafbd227..78a99608 100644
--- a/content/integrations/streamlit/index.html
+++ b/content/integrations/streamlit/index.html
@@ -6,12 +6,12 @@
 <link rel="index" title="Index" href="../../genindex/" /><link rel="search" title="Search" href="../../search/" /><link rel="next" title="dbt" href="../dbt/" /><link rel="prev" title="Ibis" href="../ibis/" />
         <link rel="canonical" href="https://hamilton.staged.apache.org/integrations/streamlit/" />
 
-    <!-- Generated with Sphinx 8.2.3 and Furo 2024.08.06 -->
+    <!-- Generated with Sphinx 8.2.3 and Furo 2025.07.19 -->
         <title>Streamlit - Hamilton</title>
-      <link rel="stylesheet" type="text/css" href="../../_static/pygments.css?v=8f2a1f02" />
-    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo.css?v=354aac6f" />
-    <link rel="stylesheet" type="text/css" href="../../_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css" />
-    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo-extensions.css?v=302659d7" />
+      <link rel="stylesheet" type="text/css" href="../../_static/pygments.css?v=d111a655" />
+    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo.css?v=25af2a20" />
+    <link rel="stylesheet" type="text/css" href="../../_static/mystnb.8ecb98da25f57f5357bf6f572d296f466b2cfe2517ffebfabe82451661e28f02.css" />
+    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo-extensions.css?v=8dab3a3b" />
     <link rel="stylesheet" type="text/css" href="../../_static/testimonials.css?v=bd684830" />
     <link rel="stylesheet" type="text/css" href="../../_static/custom.css?v=a33697e8" />
     
@@ -20,24 +20,24 @@
 
 <style>
   body {
-    --color-code-background: #f8f8f8;
-  --color-code-foreground: black;
+    --color-code-background: #f2f2f2;
+  --color-code-foreground: #1e1e1e;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
   }
   @media not print {
     body[data-theme="dark"] {
-      --color-code-background: #202020;
-  --color-code-foreground: #d0d0d0;
+      --color-code-background: #2b2b2b;
+  --color-code-foreground: #f8f8f2;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
     }
     @media (prefers-color-scheme: dark) {
       body:not([data-theme="light"]) {
-        --color-code-background: #202020;
-  --color-code-foreground: #d0d0d0;
+        --color-code-background: #2b2b2b;
+  --color-code-foreground: #f8f8f2;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
@@ -203,7 +203,6 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="../../">
   
-  
   <span class="sidebar-brand-text">Hamilton</span>
   
 </a><form class="sidebar-search-container" method="get" action="../../search/" role="search">
@@ -379,7 +378,6 @@
 <li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/DaskGraphAdapter/">h_dask.DaskGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/PySparkUDFGraphAdapter/">h_spark.PySparkUDFGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/RayGraphAdapter/">h_ray.RayGraphAdapter</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/RayWorkflowGraphAdapter/">h_ray.RayWorkflowGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../reference/graph-adapters/SparkKoalasGraphAdapter/">h_spark.SparkKoalasGraphAdapter</a></li>
 </ul>
 </li>
@@ -489,7 +487,7 @@
     <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/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">
     <svg><use href="#svg-pencil"></use></svg>
     <span class="visually-hidden">Edit this page</span>
   </a>
@@ -811,6 +809,6 @@
 </div><script src="../../_static/documentation_options.js?v=187304be"></script>
     <script src="../../_static/doctools.js?v=9bcbadda"></script>
     <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
-    <script src="../../_static/scripts/furo.js?v=5fa4622c"></script>
+    <script src="../../_static/scripts/furo.js?v=46bd48cc"></script>
     </body>
 </html>
\ No newline at end of file
diff --git a/content/main/index.html b/content/main/index.html
index 6744ff3f..7bf26a88 100644
--- a/content/main/index.html
+++ b/content/main/index.html
@@ -6,12 +6,12 @@
 <link rel="index" title="Index" href="../genindex/" /><link rel="search" title="Search" href="../search/" />
         <link rel="canonical" href="https://hamilton.staged.apache.org/main/" />
 
-    <!-- Generated with Sphinx 8.2.3 and Furo 2024.08.06 -->
+    <!-- Generated with Sphinx 8.2.3 and Furo 2025.07.19 -->
         <title>Welcome to Apache Hamilton - Hamilton</title>
-      <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=8f2a1f02" />
-    <link rel="stylesheet" type="text/css" href="../_static/styles/furo.css?v=354aac6f" />
-    <link rel="stylesheet" type="text/css" href="../_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css" />
-    <link rel="stylesheet" type="text/css" href="../_static/styles/furo-extensions.css?v=302659d7" />
+      <link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=d111a655" />
+    <link rel="stylesheet" type="text/css" href="../_static/styles/furo.css?v=25af2a20" />
+    <link rel="stylesheet" type="text/css" href="../_static/mystnb.8ecb98da25f57f5357bf6f572d296f466b2cfe2517ffebfabe82451661e28f02.css" />
+    <link rel="stylesheet" type="text/css" href="../_static/styles/furo-extensions.css?v=8dab3a3b" />
     <link rel="stylesheet" type="text/css" href="../_static/testimonials.css?v=bd684830" />
     <link rel="stylesheet" type="text/css" href="../_static/custom.css?v=a33697e8" />
     
@@ -20,24 +20,24 @@
 
 <style>
   body {
-    --color-code-background: #f8f8f8;
-  --color-code-foreground: black;
+    --color-code-background: #f2f2f2;
+  --color-code-foreground: #1e1e1e;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
   }
   @media not print {
     body[data-theme="dark"] {
-      --color-code-background: #202020;
-  --color-code-foreground: #d0d0d0;
+      --color-code-background: #2b2b2b;
+  --color-code-foreground: #f8f8f2;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
     }
     @media (prefers-color-scheme: dark) {
       body:not([data-theme="light"]) {
-        --color-code-background: #202020;
-  --color-code-foreground: #d0d0d0;
+        --color-code-background: #2b2b2b;
+  --color-code-foreground: #f8f8f2;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
@@ -203,7 +203,6 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="../">
   
-  
   <span class="sidebar-brand-text">Hamilton</span>
   
 </a><form class="sidebar-search-container" method="get" action="../search/" role="search">
@@ -379,7 +378,6 @@
 <li class="toctree-l2"><a class="reference internal" href="../reference/graph-adapters/DaskGraphAdapter/">h_dask.DaskGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../reference/graph-adapters/PySparkUDFGraphAdapter/">h_spark.PySparkUDFGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../reference/graph-adapters/RayGraphAdapter/">h_ray.RayGraphAdapter</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../reference/graph-adapters/RayWorkflowGraphAdapter/">h_ray.RayWorkflowGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../reference/graph-adapters/SparkKoalasGraphAdapter/">h_spark.SparkKoalasGraphAdapter</a></li>
 </ul>
 </li>
@@ -489,7 +487,7 @@
     <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>
@@ -741,6 +739,6 @@ Integration with the <a class="reference internal" href="../hamilton-ui/"><span
 </div><script src="../_static/documentation_options.js?v=187304be"></script>
     <script src="../_static/doctools.js?v=9bcbadda"></script>
     <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
-    <script src="../_static/scripts/furo.js?v=5fa4622c"></script>
+    <script src="../_static/scripts/furo.js?v=46bd48cc"></script>
     </body>
 </html>
\ No newline at end of file
diff --git a/content/objects.inv b/content/objects.inv
index 7c2398d6..6e2821d4 100644
Binary files a/content/objects.inv and b/content/objects.inv differ
diff --git a/content/py-modindex/index.html b/content/py-modindex/index.html
index 6e0aff31..101df2b3 100644
--- a/content/py-modindex/index.html
+++ b/content/py-modindex/index.html
@@ -5,11 +5,11 @@
     <meta name="color-scheme" content="light dark"><link rel="index" title="Index" href="../genindex/" /><link rel="search" title="Search" href="../search/" />
         <link rel="canonical" href="https://hamilton.staged.apache.org/py-modindex/" />
 
-    <!-- Generated with Sphinx 8.2.3 and Furo 2024.08.06 --><title>Python Module Index - Hamilton</title>
-<link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=8f2a1f02" />
-    <link rel="stylesheet" type="text/css" href="../_static/styles/furo.css?v=354aac6f" />
-    <link rel="stylesheet" type="text/css" href="../_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css" />
-    <link rel="stylesheet" type="text/css" href="../_static/styles/furo-extensions.css?v=302659d7" />
+    <!-- Generated with Sphinx 8.2.3 and Furo 2025.07.19 --><title>Python Module Index - Hamilton</title>
+<link rel="stylesheet" type="text/css" href="../_static/pygments.css?v=d111a655" />
+    <link rel="stylesheet" type="text/css" href="../_static/styles/furo.css?v=25af2a20" />
+    <link rel="stylesheet" type="text/css" href="../_static/mystnb.8ecb98da25f57f5357bf6f572d296f466b2cfe2517ffebfabe82451661e28f02.css" />
+    <link rel="stylesheet" type="text/css" href="../_static/styles/furo-extensions.css?v=8dab3a3b" />
     <link rel="stylesheet" type="text/css" href="../_static/testimonials.css?v=bd684830" />
     <link rel="stylesheet" type="text/css" href="../_static/custom.css?v=a33697e8" />
     
@@ -18,24 +18,24 @@
 
 <style>
   body {
-    --color-code-background: #f8f8f8;
-  --color-code-foreground: black;
+    --color-code-background: #f2f2f2;
+  --color-code-foreground: #1e1e1e;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
   }
   @media not print {
     body[data-theme="dark"] {
-      --color-code-background: #202020;
-  --color-code-foreground: #d0d0d0;
+      --color-code-background: #2b2b2b;
+  --color-code-foreground: #f8f8f2;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
     }
     @media (prefers-color-scheme: dark) {
       body:not([data-theme="light"]) {
-        --color-code-background: #202020;
-  --color-code-foreground: #d0d0d0;
+        --color-code-background: #2b2b2b;
+  --color-code-foreground: #f8f8f2;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
@@ -201,7 +201,6 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="../">
   
-  
   <span class="sidebar-brand-text">Hamilton</span>
   
 </a><form class="sidebar-search-container" method="get" action="../search/" role="search">
@@ -377,7 +376,6 @@
 <li class="toctree-l2"><a class="reference internal" href="../reference/graph-adapters/DaskGraphAdapter/">h_dask.DaskGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../reference/graph-adapters/PySparkUDFGraphAdapter/">h_spark.PySparkUDFGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../reference/graph-adapters/RayGraphAdapter/">h_ray.RayGraphAdapter</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../reference/graph-adapters/RayWorkflowGraphAdapter/">h_ray.RayWorkflowGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../reference/graph-adapters/SparkKoalasGraphAdapter/">h_spark.SparkKoalasGraphAdapter</a></li>
 </ul>
 </li>
@@ -594,6 +592,6 @@
 </div><script src="../_static/documentation_options.js?v=187304be"></script>
     <script src="../_static/doctools.js?v=9bcbadda"></script>
     <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
-    <script src="../_static/scripts/furo.js?v=5fa4622c"></script>
+    <script src="../_static/scripts/furo.js?v=46bd48cc"></script>
     </body>
 </html>
\ No newline at end of file
diff --git a/content/reference/caching/caching-logic/index.html b/content/reference/caching/caching-logic/index.html
index d3032cd8..3ad1565f 100644
--- a/content/reference/caching/caching-logic/index.html
+++ b/content/reference/caching/caching-logic/index.html
@@ -6,12 +6,12 @@
 <link rel="index" title="Index" href="../../../genindex/" /><link rel="search" title="Search" href="../../../search/" /><link rel="next" title="Data versioning" href="../data-versioning/" /><link rel="prev" title="Caching" href="../" />
         <link rel="canonical" href="https://hamilton.staged.apache.org/reference/caching/caching-logic/" />
 
-    <!-- Generated with Sphinx 8.2.3 and Furo 2024.08.06 -->
+    <!-- Generated with Sphinx 8.2.3 and Furo 2025.07.19 -->
         <title>Caching logic - Hamilton</title>
-      <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css?v=8f2a1f02" />
-    <link rel="stylesheet" type="text/css" href="../../../_static/styles/furo.css?v=354aac6f" />
-    <link rel="stylesheet" type="text/css" href="../../../_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css" />
-    <link rel="stylesheet" type="text/css" href="../../../_static/styles/furo-extensions.css?v=302659d7" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css?v=d111a655" />
+    <link rel="stylesheet" type="text/css" href="../../../_static/styles/furo.css?v=25af2a20" />
+    <link rel="stylesheet" type="text/css" href="../../../_static/mystnb.8ecb98da25f57f5357bf6f572d296f466b2cfe2517ffebfabe82451661e28f02.css" />
+    <link rel="stylesheet" type="text/css" href="../../../_static/styles/furo-extensions.css?v=8dab3a3b" />
     <link rel="stylesheet" type="text/css" href="../../../_static/testimonials.css?v=bd684830" />
     <link rel="stylesheet" type="text/css" href="../../../_static/custom.css?v=a33697e8" />
     
@@ -20,24 +20,24 @@
 
 <style>
   body {
-    --color-code-background: #f8f8f8;
-  --color-code-foreground: black;
+    --color-code-background: #f2f2f2;
+  --color-code-foreground: #1e1e1e;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
   }
   @media not print {
     body[data-theme="dark"] {
-      --color-code-background: #202020;
-  --color-code-foreground: #d0d0d0;
+      --color-code-background: #2b2b2b;
+  --color-code-foreground: #f8f8f2;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
     }
     @media (prefers-color-scheme: dark) {
       body:not([data-theme="light"]) {
-        --color-code-background: #202020;
-  --color-code-foreground: #d0d0d0;
+        --color-code-background: #2b2b2b;
+  --color-code-foreground: #f8f8f2;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
@@ -203,7 +203,6 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="../../../">
   
-  
   <span class="sidebar-brand-text">Hamilton</span>
   
 </a><form class="sidebar-search-container" method="get" action="../../../search/" role="search">
@@ -379,7 +378,6 @@
 <li class="toctree-l2"><a class="reference internal" href="../../graph-adapters/DaskGraphAdapter/">h_dask.DaskGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../graph-adapters/PySparkUDFGraphAdapter/">h_spark.PySparkUDFGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../graph-adapters/RayGraphAdapter/">h_ray.RayGraphAdapter</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../../graph-adapters/RayWorkflowGraphAdapter/">h_ray.RayWorkflowGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../graph-adapters/SparkKoalasGraphAdapter/">h_spark.SparkKoalasGraphAdapter</a></li>
 </ul>
 </li>
@@ -489,7 +487,7 @@
     <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/reference/caching/caching-logic.rst" title="Edit this page">
+  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/reference/caching/caching-logic.rst" rel="edit" title="Edit this page">
     <svg><use href="#svg-pencil"></use></svg>
     <span class="visually-hidden">Edit this page</span>
   </a>
@@ -652,7 +650,7 @@ set <code class="docutils literal notranslate"><span class="pre">target_</span><
 <h2>Adapter<a class="headerlink" href="#adapter" title="Link to this heading">¶</a></h2>
 <dl class="py class">
 <dt class="sig sig-object py" id="hamilton.caching.adapter.HamiltonCacheAdapter">
-<em class="property"><span class="k"><span class="pre">class</span></span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hamilton.caching.adapter.</span></span><span class="sig-name descname"><span class="pre">HamiltonCacheAdapter</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class=" [...]
+<em class="property"><span class="k"><span class="pre">class</span></span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hamilton.caching.adapter.</span></span><span class="sig-name descname"><span class="pre">HamiltonCacheAdapter</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class=" [...]
 <dd><p>Adapter enabling Hamilton’s caching feature through <code class="docutils literal notranslate"><span class="pre">Builder.with_cache()</span></code></p>
 <div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span><span class="w"> </span><span class="nn">hamilton</span><span class="w"> </span><span class="kn">import</span> <span class="n">driver</span>
 <span class="kn">import</span><span class="w"> </span><span class="nn">my_dataflow</span>
@@ -670,7 +668,7 @@ set <code class="docutils literal notranslate"><span class="pre">target_</span><
 </div>
 <dl class="py method">
 <dt class="sig sig-object py" id="hamilton.caching.adapter.HamiltonCacheAdapter.__init__">
-<span class="sig-name descname"><span class="pre">__init__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">Path</span></span><span class="w"> </span><span class="o"><span class="pre">=</spa [...]
+<span class="sig-name descname"><span class="pre">__init__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">Path</span></span><span class="w"> </span><span class="o"><span class="pre">=</spa [...]
 <dd><p>Initialize the cache adapter.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -1077,6 +1075,6 @@ version the code for these nodes.</p>
 </div><script src="../../../_static/documentation_options.js?v=187304be"></script>
     <script src="../../../_static/doctools.js?v=9bcbadda"></script>
     <script src="../../../_static/sphinx_highlight.js?v=dc90522c"></script>
-    <script src="../../../_static/scripts/furo.js?v=5fa4622c"></script>
+    <script src="../../../_static/scripts/furo.js?v=46bd48cc"></script>
     </body>
 </html>
\ No newline at end of file
diff --git a/content/reference/caching/data-versioning/index.html b/content/reference/caching/data-versioning/index.html
index 4c3bf4eb..e990f168 100644
--- a/content/reference/caching/data-versioning/index.html
+++ b/content/reference/caching/data-versioning/index.html
@@ -6,12 +6,12 @@
 <link rel="index" title="Index" href="../../../genindex/" /><link rel="search" title="Search" href="../../../search/" /><link rel="next" title="Stores" href="../stores/" /><link rel="prev" title="Caching logic" href="../caching-logic/" />
         <link rel="canonical" href="https://hamilton.staged.apache.org/reference/caching/data-versioning/" />
 
-    <!-- Generated with Sphinx 8.2.3 and Furo 2024.08.06 -->
+    <!-- Generated with Sphinx 8.2.3 and Furo 2025.07.19 -->
         <title>Data versioning - Hamilton</title>
-      <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css?v=8f2a1f02" />
-    <link rel="stylesheet" type="text/css" href="../../../_static/styles/furo.css?v=354aac6f" />
-    <link rel="stylesheet" type="text/css" href="../../../_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css" />
-    <link rel="stylesheet" type="text/css" href="../../../_static/styles/furo-extensions.css?v=302659d7" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css?v=d111a655" />
+    <link rel="stylesheet" type="text/css" href="../../../_static/styles/furo.css?v=25af2a20" />
+    <link rel="stylesheet" type="text/css" href="../../../_static/mystnb.8ecb98da25f57f5357bf6f572d296f466b2cfe2517ffebfabe82451661e28f02.css" />
+    <link rel="stylesheet" type="text/css" href="../../../_static/styles/furo-extensions.css?v=8dab3a3b" />
     <link rel="stylesheet" type="text/css" href="../../../_static/testimonials.css?v=bd684830" />
     <link rel="stylesheet" type="text/css" href="../../../_static/custom.css?v=a33697e8" />
     
@@ -20,24 +20,24 @@
 
 <style>
   body {
-    --color-code-background: #f8f8f8;
-  --color-code-foreground: black;
+    --color-code-background: #f2f2f2;
+  --color-code-foreground: #1e1e1e;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
   }
   @media not print {
     body[data-theme="dark"] {
-      --color-code-background: #202020;
-  --color-code-foreground: #d0d0d0;
+      --color-code-background: #2b2b2b;
+  --color-code-foreground: #f8f8f2;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
     }
     @media (prefers-color-scheme: dark) {
       body:not([data-theme="light"]) {
-        --color-code-background: #202020;
-  --color-code-foreground: #d0d0d0;
+        --color-code-background: #2b2b2b;
+  --color-code-foreground: #f8f8f2;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
@@ -203,7 +203,6 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="../../../">
   
-  
   <span class="sidebar-brand-text">Hamilton</span>
   
 </a><form class="sidebar-search-container" method="get" action="../../../search/" role="search">
@@ -379,7 +378,6 @@
 <li class="toctree-l2"><a class="reference internal" href="../../graph-adapters/DaskGraphAdapter/">h_dask.DaskGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../graph-adapters/PySparkUDFGraphAdapter/">h_spark.PySparkUDFGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../graph-adapters/RayGraphAdapter/">h_ray.RayGraphAdapter</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../../graph-adapters/RayWorkflowGraphAdapter/">h_ray.RayWorkflowGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../graph-adapters/SparkKoalasGraphAdapter/">h_spark.SparkKoalasGraphAdapter</a></li>
 </ul>
 </li>
@@ -489,7 +487,7 @@
     <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/reference/caching/data-versioning.rst" title="Edit this page">
+  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/reference/caching/data-versioning.rst" rel="edit" title="Edit this page">
     <svg><use href="#svg-pencil"></use></svg>
     <span class="visually-hidden">Edit this page</span>
   </a>
@@ -777,6 +775,6 @@ object (recursive).</p>
 </div><script src="../../../_static/documentation_options.js?v=187304be"></script>
     <script src="../../../_static/doctools.js?v=9bcbadda"></script>
     <script src="../../../_static/sphinx_highlight.js?v=dc90522c"></script>
-    <script src="../../../_static/scripts/furo.js?v=5fa4622c"></script>
+    <script src="../../../_static/scripts/furo.js?v=46bd48cc"></script>
     </body>
 </html>
\ No newline at end of file
diff --git a/content/reference/caching/index.html b/content/reference/caching/index.html
index d0531024..e21b3ee2 100644
--- a/content/reference/caching/index.html
+++ b/content/reference/caching/index.html
@@ -6,12 +6,12 @@
 <link rel="index" title="Index" href="../../genindex/" /><link rel="search" title="Search" href="../../search/" /><link rel="next" title="Caching logic" href="caching-logic/" /><link rel="prev" title="Custom Driver" href="../drivers/Custom/" />
         <link rel="canonical" href="https://hamilton.staged.apache.org/reference/caching/" />
 
-    <!-- Generated with Sphinx 8.2.3 and Furo 2024.08.06 -->
+    <!-- Generated with Sphinx 8.2.3 and Furo 2025.07.19 -->
         <title>Caching - Hamilton</title>
-      <link rel="stylesheet" type="text/css" href="../../_static/pygments.css?v=8f2a1f02" />
-    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo.css?v=354aac6f" />
-    <link rel="stylesheet" type="text/css" href="../../_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css" />
-    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo-extensions.css?v=302659d7" />
+      <link rel="stylesheet" type="text/css" href="../../_static/pygments.css?v=d111a655" />
+    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo.css?v=25af2a20" />
+    <link rel="stylesheet" type="text/css" href="../../_static/mystnb.8ecb98da25f57f5357bf6f572d296f466b2cfe2517ffebfabe82451661e28f02.css" />
+    <link rel="stylesheet" type="text/css" href="../../_static/styles/furo-extensions.css?v=8dab3a3b" />
     <link rel="stylesheet" type="text/css" href="../../_static/testimonials.css?v=bd684830" />
     <link rel="stylesheet" type="text/css" href="../../_static/custom.css?v=a33697e8" />
     
@@ -20,24 +20,24 @@
 
 <style>
   body {
-    --color-code-background: #f8f8f8;
-  --color-code-foreground: black;
+    --color-code-background: #f2f2f2;
+  --color-code-foreground: #1e1e1e;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
   }
   @media not print {
     body[data-theme="dark"] {
-      --color-code-background: #202020;
-  --color-code-foreground: #d0d0d0;
+      --color-code-background: #2b2b2b;
+  --color-code-foreground: #f8f8f2;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
     }
     @media (prefers-color-scheme: dark) {
       body:not([data-theme="light"]) {
-        --color-code-background: #202020;
-  --color-code-foreground: #d0d0d0;
+        --color-code-background: #2b2b2b;
+  --color-code-foreground: #f8f8f2;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
@@ -203,7 +203,6 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="../../">
   
-  
   <span class="sidebar-brand-text">Hamilton</span>
   
 </a><form class="sidebar-search-container" method="get" action="../../search/" role="search">
@@ -379,7 +378,6 @@
 <li class="toctree-l2"><a class="reference internal" href="../graph-adapters/DaskGraphAdapter/">h_dask.DaskGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../graph-adapters/PySparkUDFGraphAdapter/">h_spark.PySparkUDFGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../graph-adapters/RayGraphAdapter/">h_ray.RayGraphAdapter</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../graph-adapters/RayWorkflowGraphAdapter/">h_ray.RayWorkflowGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../graph-adapters/SparkKoalasGraphAdapter/">h_spark.SparkKoalasGraphAdapter</a></li>
 </ul>
 </li>
@@ -489,7 +487,7 @@
     <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/reference/caching/index.rst" title="Edit this page">
+  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/reference/caching/index.rst" rel="edit" title="Edit this page">
     <svg><use href="#svg-pencil"></use></svg>
     <span class="visually-hidden">Edit this page</span>
   </a>
@@ -635,6 +633,6 @@
 </div><script src="../../_static/documentation_options.js?v=187304be"></script>
     <script src="../../_static/doctools.js?v=9bcbadda"></script>
     <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
-    <script src="../../_static/scripts/furo.js?v=5fa4622c"></script>
+    <script src="../../_static/scripts/furo.js?v=46bd48cc"></script>
     </body>
 </html>
\ No newline at end of file
diff --git a/content/reference/caching/stores/index.html b/content/reference/caching/stores/index.html
index 82e41a09..27ba6588 100644
--- a/content/reference/caching/stores/index.html
+++ b/content/reference/caching/stores/index.html
@@ -6,12 +6,12 @@
 <link rel="index" title="Index" href="../../../genindex/" /><link rel="search" title="Search" href="../../../search/" /><link rel="next" title="GraphAdapters" href="../../graph-adapters/" /><link rel="prev" title="Data versioning" href="../data-versioning/" />
         <link rel="canonical" href="https://hamilton.staged.apache.org/reference/caching/stores/" />
 
-    <!-- Generated with Sphinx 8.2.3 and Furo 2024.08.06 -->
+    <!-- Generated with Sphinx 8.2.3 and Furo 2025.07.19 -->
         <title>Stores - Hamilton</title>
-      <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css?v=8f2a1f02" />
-    <link rel="stylesheet" type="text/css" href="../../../_static/styles/furo.css?v=354aac6f" />
-    <link rel="stylesheet" type="text/css" href="../../../_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css" />
-    <link rel="stylesheet" type="text/css" href="../../../_static/styles/furo-extensions.css?v=302659d7" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css?v=d111a655" />
+    <link rel="stylesheet" type="text/css" href="../../../_static/styles/furo.css?v=25af2a20" />
+    <link rel="stylesheet" type="text/css" href="../../../_static/mystnb.8ecb98da25f57f5357bf6f572d296f466b2cfe2517ffebfabe82451661e28f02.css" />
+    <link rel="stylesheet" type="text/css" href="../../../_static/styles/furo-extensions.css?v=8dab3a3b" />
     <link rel="stylesheet" type="text/css" href="../../../_static/testimonials.css?v=bd684830" />
     <link rel="stylesheet" type="text/css" href="../../../_static/custom.css?v=a33697e8" />
     
@@ -20,24 +20,24 @@
 
 <style>
   body {
-    --color-code-background: #f8f8f8;
-  --color-code-foreground: black;
+    --color-code-background: #f2f2f2;
+  --color-code-foreground: #1e1e1e;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
   }
   @media not print {
     body[data-theme="dark"] {
-      --color-code-background: #202020;
-  --color-code-foreground: #d0d0d0;
+      --color-code-background: #2b2b2b;
+  --color-code-foreground: #f8f8f2;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
     }
     @media (prefers-color-scheme: dark) {
       body:not([data-theme="light"]) {
-        --color-code-background: #202020;
-  --color-code-foreground: #d0d0d0;
+        --color-code-background: #2b2b2b;
+  --color-code-foreground: #f8f8f2;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
@@ -203,7 +203,6 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="../../../">
   
-  
   <span class="sidebar-brand-text">Hamilton</span>
   
 </a><form class="sidebar-search-container" method="get" action="../../../search/" role="search">
@@ -379,7 +378,6 @@
 <li class="toctree-l2"><a class="reference internal" href="../../graph-adapters/DaskGraphAdapter/">h_dask.DaskGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../graph-adapters/PySparkUDFGraphAdapter/">h_spark.PySparkUDFGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../graph-adapters/RayGraphAdapter/">h_ray.RayGraphAdapter</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../../graph-adapters/RayWorkflowGraphAdapter/">h_ray.RayWorkflowGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../graph-adapters/SparkKoalasGraphAdapter/">h_spark.SparkKoalasGraphAdapter</a></li>
 </ul>
 </li>
@@ -489,7 +487,7 @@
     <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/reference/caching/stores.rst" title="Edit this page">
+  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/reference/caching/stores.rst" rel="edit" title="Edit this page">
     <svg><use href="#svg-pencil"></use></svg>
     <span class="visually-hidden">Edit this page</span>
   </a>
@@ -1132,6 +1130,6 @@ If None, a FileResultStore is created with the default path “./.hamilton_cache
 </div><script src="../../../_static/documentation_options.js?v=187304be"></script>
     <script src="../../../_static/doctools.js?v=9bcbadda"></script>
     <script src="../../../_static/sphinx_highlight.js?v=dc90522c"></script>
-    <script src="../../../_static/scripts/furo.js?v=5fa4622c"></script>
+    <script src="../../../_static/scripts/furo.js?v=46bd48cc"></script>
     </body>
 </html>
\ No newline at end of file
diff --git a/content/reference/dataflows/clear_storage/index.html b/content/reference/dataflows/clear_storage/index.html
index aaba781c..9143814e 100644
--- a/content/reference/dataflows/clear_storage/index.html
+++ b/content/reference/dataflows/clear_storage/index.html
@@ -6,12 +6,12 @@
 <link rel="index" title="Index" href="../../../genindex/" /><link rel="search" title="Search" href="../../../search/" /><link rel="next" title="copy()" href="../copy/" /><link rel="prev" title="Dataflows" href="../" />
         <link rel="canonical" href="https://hamilton.staged.apache.org/reference/dataflows/clear_storage/" />
 
-    <!-- Generated with Sphinx 8.2.3 and Furo 2024.08.06 -->
+    <!-- Generated with Sphinx 8.2.3 and Furo 2025.07.19 -->
         <title>clear_storage() - Hamilton</title>
-      <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css?v=8f2a1f02" />
-    <link rel="stylesheet" type="text/css" href="../../../_static/styles/furo.css?v=354aac6f" />
-    <link rel="stylesheet" type="text/css" href="../../../_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css" />
-    <link rel="stylesheet" type="text/css" href="../../../_static/styles/furo-extensions.css?v=302659d7" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css?v=d111a655" />
+    <link rel="stylesheet" type="text/css" href="../../../_static/styles/furo.css?v=25af2a20" />
+    <link rel="stylesheet" type="text/css" href="../../../_static/mystnb.8ecb98da25f57f5357bf6f572d296f466b2cfe2517ffebfabe82451661e28f02.css" />
+    <link rel="stylesheet" type="text/css" href="../../../_static/styles/furo-extensions.css?v=8dab3a3b" />
     <link rel="stylesheet" type="text/css" href="../../../_static/testimonials.css?v=bd684830" />
     <link rel="stylesheet" type="text/css" href="../../../_static/custom.css?v=a33697e8" />
     
@@ -20,24 +20,24 @@
 
 <style>
   body {
-    --color-code-background: #f8f8f8;
-  --color-code-foreground: black;
+    --color-code-background: #f2f2f2;
+  --color-code-foreground: #1e1e1e;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
   }
   @media not print {
     body[data-theme="dark"] {
-      --color-code-background: #202020;
-  --color-code-foreground: #d0d0d0;
+      --color-code-background: #2b2b2b;
+  --color-code-foreground: #f8f8f2;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
     }
     @media (prefers-color-scheme: dark) {
       body:not([data-theme="light"]) {
-        --color-code-background: #202020;
-  --color-code-foreground: #d0d0d0;
+        --color-code-background: #2b2b2b;
+  --color-code-foreground: #f8f8f2;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
@@ -203,7 +203,6 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="../../../">
   
-  
   <span class="sidebar-brand-text">Hamilton</span>
   
 </a><form class="sidebar-search-container" method="get" action="../../../search/" role="search">
@@ -379,7 +378,6 @@
 <li class="toctree-l2"><a class="reference internal" href="../../graph-adapters/DaskGraphAdapter/">h_dask.DaskGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../graph-adapters/PySparkUDFGraphAdapter/">h_spark.PySparkUDFGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../graph-adapters/RayGraphAdapter/">h_ray.RayGraphAdapter</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../../graph-adapters/RayWorkflowGraphAdapter/">h_ray.RayWorkflowGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../graph-adapters/SparkKoalasGraphAdapter/">h_spark.SparkKoalasGraphAdapter</a></li>
 </ul>
 </li>
@@ -489,7 +487,7 @@
     <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/reference/dataflows/clear_storage.rst" title="Edit this page">
+  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/reference/dataflows/clear_storage.rst" rel="edit" title="Edit this page">
     <svg><use href="#svg-pencil"></use></svg>
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 </div><div class="edit-this-page">
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+  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/reference/dataflows/copy.rst" rel="edit" title="Edit this page">
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 </div><div class="edit-this-page">
-  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/reference/dataflows/find.rst" title="Edit this page">
+  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/reference/dataflows/find.rst" rel="edit" title="Edit this page">
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@@ -614,6 +612,6 @@
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diff --git a/content/reference/dataflows/import_module/index.html b/content/reference/dataflows/import_module/index.html
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@@ -489,7 +487,7 @@
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 </div><div class="edit-this-page">
-  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/reference/dataflows/import_module.rst" title="Edit this page">
+  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/reference/dataflows/import_module.rst" rel="edit" title="Edit this page">
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@@ -632,6 +630,6 @@
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diff --git a/content/reference/dataflows/index.html b/content/reference/dataflows/index.html
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-    <!-- Generated with Sphinx 8.2.3 and Furo 2024.08.06 -->
+    <!-- Generated with Sphinx 8.2.3 and Furo 2025.07.19 -->
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@@ -379,7 +378,6 @@
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 </li>
@@ -489,7 +487,7 @@
     <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/reference/dataflows/index.rst" title="Edit this page">
+  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/reference/dataflows/index.rst" rel="edit" title="Edit this page">
     <svg><use href="#svg-pencil"></use></svg>
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@@ -616,6 +614,6 @@ and get started quickly with Apache Hamilton.</p>
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\ No newline at end of file
diff --git a/content/reference/dataflows/inspect/index.html b/content/reference/dataflows/inspect/index.html
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-    <!-- Generated with Sphinx 8.2.3 and Furo 2024.08.06 -->
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@@ -20,24 +20,24 @@
 
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   body {
-    --color-code-background: #f8f8f8;
-  --color-code-foreground: black;
+    --color-code-background: #f2f2f2;
+  --color-code-foreground: #1e1e1e;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
   }
   @media not print {
     body[data-theme="dark"] {
-      --color-code-background: #202020;
-  --color-code-foreground: #d0d0d0;
+      --color-code-background: #2b2b2b;
+  --color-code-foreground: #f8f8f2;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
     }
     @media (prefers-color-scheme: dark) {
       body:not([data-theme="light"]) {
-        --color-code-background: #202020;
-  --color-code-foreground: #d0d0d0;
+        --color-code-background: #2b2b2b;
+  --color-code-foreground: #f8f8f2;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
@@ -203,7 +203,6 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="../../../">
   
-  
   <span class="sidebar-brand-text">Hamilton</span>
   
 </a><form class="sidebar-search-container" method="get" action="../../../search/" role="search">
@@ -379,7 +378,6 @@
 <li class="toctree-l2"><a class="reference internal" href="../../graph-adapters/DaskGraphAdapter/">h_dask.DaskGraphAdapter</a></li>
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 <li class="toctree-l2"><a class="reference internal" href="../../graph-adapters/RayGraphAdapter/">h_ray.RayGraphAdapter</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../../graph-adapters/RayWorkflowGraphAdapter/">h_ray.RayWorkflowGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../graph-adapters/SparkKoalasGraphAdapter/">h_spark.SparkKoalasGraphAdapter</a></li>
 </ul>
 </li>
@@ -489,7 +487,7 @@
     <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/reference/dataflows/inspect.rst" title="Edit this page">
+  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/reference/dataflows/inspect.rst" rel="edit" title="Edit this page">
     <svg><use href="#svg-pencil"></use></svg>
     <span class="visually-hidden">Edit this page</span>
   </a>
@@ -628,6 +626,6 @@ It does not get more information because we don’t want to assume we can import
 </div><script src="../../../_static/documentation_options.js?v=187304be"></script>
     <script src="../../../_static/doctools.js?v=9bcbadda"></script>
     <script src="../../../_static/sphinx_highlight.js?v=dc90522c"></script>
-    <script src="../../../_static/scripts/furo.js?v=5fa4622c"></script>
+    <script src="../../../_static/scripts/furo.js?v=46bd48cc"></script>
     </body>
 </html>
\ No newline at end of file
diff --git a/content/reference/dataflows/inspect_module/index.html b/content/reference/dataflows/inspect_module/index.html
index 24360e63..c331529e 100644
--- a/content/reference/dataflows/inspect_module/index.html
+++ b/content/reference/dataflows/inspect_module/index.html
@@ -6,12 +6,12 @@
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         <link rel="canonical" href="https://hamilton.staged.apache.org/reference/dataflows/inspect_module/" />
 
-    <!-- Generated with Sphinx 8.2.3 and Furo 2024.08.06 -->
+    <!-- Generated with Sphinx 8.2.3 and Furo 2025.07.19 -->
         <title>inspect_module() - Hamilton</title>
-      <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css?v=8f2a1f02" />
-    <link rel="stylesheet" type="text/css" href="../../../_static/styles/furo.css?v=354aac6f" />
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-    <link rel="stylesheet" type="text/css" href="../../../_static/styles/furo-extensions.css?v=302659d7" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css?v=d111a655" />
+    <link rel="stylesheet" type="text/css" href="../../../_static/styles/furo.css?v=25af2a20" />
+    <link rel="stylesheet" type="text/css" href="../../../_static/mystnb.8ecb98da25f57f5357bf6f572d296f466b2cfe2517ffebfabe82451661e28f02.css" />
+    <link rel="stylesheet" type="text/css" href="../../../_static/styles/furo-extensions.css?v=8dab3a3b" />
     <link rel="stylesheet" type="text/css" href="../../../_static/testimonials.css?v=bd684830" />
     <link rel="stylesheet" type="text/css" href="../../../_static/custom.css?v=a33697e8" />
     
@@ -20,24 +20,24 @@
 
 <style>
   body {
-    --color-code-background: #f8f8f8;
-  --color-code-foreground: black;
+    --color-code-background: #f2f2f2;
+  --color-code-foreground: #1e1e1e;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
   }
   @media not print {
     body[data-theme="dark"] {
-      --color-code-background: #202020;
-  --color-code-foreground: #d0d0d0;
+      --color-code-background: #2b2b2b;
+  --color-code-foreground: #f8f8f2;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
     }
     @media (prefers-color-scheme: dark) {
       body:not([data-theme="light"]) {
-        --color-code-background: #202020;
-  --color-code-foreground: #d0d0d0;
+        --color-code-background: #2b2b2b;
+  --color-code-foreground: #f8f8f2;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
@@ -203,7 +203,6 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="../../../">
   
-  
   <span class="sidebar-brand-text">Hamilton</span>
   
 </a><form class="sidebar-search-container" method="get" action="../../../search/" role="search">
@@ -379,7 +378,6 @@
 <li class="toctree-l2"><a class="reference internal" href="../../graph-adapters/DaskGraphAdapter/">h_dask.DaskGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../graph-adapters/PySparkUDFGraphAdapter/">h_spark.PySparkUDFGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../graph-adapters/RayGraphAdapter/">h_ray.RayGraphAdapter</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../../graph-adapters/RayWorkflowGraphAdapter/">h_ray.RayWorkflowGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../graph-adapters/SparkKoalasGraphAdapter/">h_spark.SparkKoalasGraphAdapter</a></li>
 </ul>
 </li>
@@ -489,7 +487,7 @@
     <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/reference/dataflows/inspect_module.rst" title="Edit this page">
+  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/reference/dataflows/inspect_module.rst" rel="edit" title="Edit this page">
     <svg><use href="#svg-pencil"></use></svg>
     <span class="visually-hidden">Edit this page</span>
   </a>
@@ -625,6 +623,6 @@ we can put it into a Hamilton driver and ask questions of it.</p>
 </div><script src="../../../_static/documentation_options.js?v=187304be"></script>
     <script src="../../../_static/doctools.js?v=9bcbadda"></script>
     <script src="../../../_static/sphinx_highlight.js?v=dc90522c"></script>
-    <script src="../../../_static/scripts/furo.js?v=5fa4622c"></script>
+    <script src="../../../_static/scripts/furo.js?v=46bd48cc"></script>
     </body>
 </html>
\ No newline at end of file
diff --git a/content/reference/dataflows/install_dependencies_string/index.html b/content/reference/dataflows/install_dependencies_string/index.html
index 45a95093..c3d031b5 100644
--- a/content/reference/dataflows/install_dependencies_string/index.html
+++ b/content/reference/dataflows/install_dependencies_string/index.html
@@ -6,12 +6,12 @@
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         <link rel="canonical" href="https://hamilton.staged.apache.org/reference/dataflows/install_dependencies_string/" />
 
-    <!-- Generated with Sphinx 8.2.3 and Furo 2024.08.06 -->
+    <!-- Generated with Sphinx 8.2.3 and Furo 2025.07.19 -->
         <title>install_dependencies_string() - Hamilton</title>
-      <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css?v=8f2a1f02" />
-    <link rel="stylesheet" type="text/css" href="../../../_static/styles/furo.css?v=354aac6f" />
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-    <link rel="stylesheet" type="text/css" href="../../../_static/styles/furo-extensions.css?v=302659d7" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css?v=d111a655" />
+    <link rel="stylesheet" type="text/css" href="../../../_static/styles/furo.css?v=25af2a20" />
+    <link rel="stylesheet" type="text/css" href="../../../_static/mystnb.8ecb98da25f57f5357bf6f572d296f466b2cfe2517ffebfabe82451661e28f02.css" />
+    <link rel="stylesheet" type="text/css" href="../../../_static/styles/furo-extensions.css?v=8dab3a3b" />
     <link rel="stylesheet" type="text/css" href="../../../_static/testimonials.css?v=bd684830" />
     <link rel="stylesheet" type="text/css" href="../../../_static/custom.css?v=a33697e8" />
     
@@ -20,24 +20,24 @@
 
 <style>
   body {
-    --color-code-background: #f8f8f8;
-  --color-code-foreground: black;
+    --color-code-background: #f2f2f2;
+  --color-code-foreground: #1e1e1e;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
   }
   @media not print {
     body[data-theme="dark"] {
-      --color-code-background: #202020;
-  --color-code-foreground: #d0d0d0;
+      --color-code-background: #2b2b2b;
+  --color-code-foreground: #f8f8f2;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
     }
     @media (prefers-color-scheme: dark) {
       body:not([data-theme="light"]) {
-        --color-code-background: #202020;
-  --color-code-foreground: #d0d0d0;
+        --color-code-background: #2b2b2b;
+  --color-code-foreground: #f8f8f2;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
@@ -203,7 +203,6 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="../../../">
   
-  
   <span class="sidebar-brand-text">Hamilton</span>
   
 </a><form class="sidebar-search-container" method="get" action="../../../search/" role="search">
@@ -379,7 +378,6 @@
 <li class="toctree-l2"><a class="reference internal" href="../../graph-adapters/DaskGraphAdapter/">h_dask.DaskGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../graph-adapters/PySparkUDFGraphAdapter/">h_spark.PySparkUDFGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../graph-adapters/RayGraphAdapter/">h_ray.RayGraphAdapter</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../../graph-adapters/RayWorkflowGraphAdapter/">h_ray.RayWorkflowGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../graph-adapters/SparkKoalasGraphAdapter/">h_spark.SparkKoalasGraphAdapter</a></li>
 </ul>
 </li>
@@ -489,7 +487,7 @@
     <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/reference/dataflows/install_dependencies_string.rst" title="Edit this page">
+  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/reference/dataflows/install_dependencies_string.rst" rel="edit" title="Edit this page">
     <svg><use href="#svg-pencil"></use></svg>
     <span class="visually-hidden">Edit this page</span>
   </a>
@@ -614,6 +612,6 @@
 </div><script src="../../../_static/documentation_options.js?v=187304be"></script>
     <script src="../../../_static/doctools.js?v=9bcbadda"></script>
     <script src="../../../_static/sphinx_highlight.js?v=dc90522c"></script>
-    <script src="../../../_static/scripts/furo.js?v=5fa4622c"></script>
+    <script src="../../../_static/scripts/furo.js?v=46bd48cc"></script>
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 </html>
\ No newline at end of file
diff --git a/content/reference/dataflows/latest_commit/index.html b/content/reference/dataflows/latest_commit/index.html
index c47b0426..f8e05666 100644
--- a/content/reference/dataflows/latest_commit/index.html
+++ b/content/reference/dataflows/latest_commit/index.html
@@ -6,12 +6,12 @@
 <link rel="index" title="Index" href="../../../genindex/" /><link rel="search" title="Search" href="../../../search/" /><link rel="next" title="list()" href="../list/" /><link rel="prev" title="install_dependencies_string()" href="../install_dependencies_string/" />
         <link rel="canonical" href="https://hamilton.staged.apache.org/reference/dataflows/latest_commit/" />
 
-    <!-- Generated with Sphinx 8.2.3 and Furo 2024.08.06 -->
+    <!-- Generated with Sphinx 8.2.3 and Furo 2025.07.19 -->
         <title>latest_commit() - Hamilton</title>
-      <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css?v=8f2a1f02" />
-    <link rel="stylesheet" type="text/css" href="../../../_static/styles/furo.css?v=354aac6f" />
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-    <link rel="stylesheet" type="text/css" href="../../../_static/styles/furo-extensions.css?v=302659d7" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css?v=d111a655" />
+    <link rel="stylesheet" type="text/css" href="../../../_static/styles/furo.css?v=25af2a20" />
+    <link rel="stylesheet" type="text/css" href="../../../_static/mystnb.8ecb98da25f57f5357bf6f572d296f466b2cfe2517ffebfabe82451661e28f02.css" />
+    <link rel="stylesheet" type="text/css" href="../../../_static/styles/furo-extensions.css?v=8dab3a3b" />
     <link rel="stylesheet" type="text/css" href="../../../_static/testimonials.css?v=bd684830" />
     <link rel="stylesheet" type="text/css" href="../../../_static/custom.css?v=a33697e8" />
     
@@ -20,24 +20,24 @@
 
 <style>
   body {
-    --color-code-background: #f8f8f8;
-  --color-code-foreground: black;
+    --color-code-background: #f2f2f2;
+  --color-code-foreground: #1e1e1e;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
   }
   @media not print {
     body[data-theme="dark"] {
-      --color-code-background: #202020;
-  --color-code-foreground: #d0d0d0;
+      --color-code-background: #2b2b2b;
+  --color-code-foreground: #f8f8f2;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
     }
     @media (prefers-color-scheme: dark) {
       body:not([data-theme="light"]) {
-        --color-code-background: #202020;
-  --color-code-foreground: #d0d0d0;
+        --color-code-background: #2b2b2b;
+  --color-code-foreground: #f8f8f2;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
@@ -203,7 +203,6 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="../../../">
   
-  
   <span class="sidebar-brand-text">Hamilton</span>
   
 </a><form class="sidebar-search-container" method="get" action="../../../search/" role="search">
@@ -379,7 +378,6 @@
 <li class="toctree-l2"><a class="reference internal" href="../../graph-adapters/DaskGraphAdapter/">h_dask.DaskGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../graph-adapters/PySparkUDFGraphAdapter/">h_spark.PySparkUDFGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../graph-adapters/RayGraphAdapter/">h_ray.RayGraphAdapter</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../../graph-adapters/RayWorkflowGraphAdapter/">h_ray.RayWorkflowGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../graph-adapters/SparkKoalasGraphAdapter/">h_spark.SparkKoalasGraphAdapter</a></li>
 </ul>
 </li>
@@ -489,7 +487,7 @@
     <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/reference/dataflows/latest_commit.rst" title="Edit this page">
+  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/reference/dataflows/latest_commit.rst" rel="edit" title="Edit this page">
     <svg><use href="#svg-pencil"></use></svg>
     <span class="visually-hidden">Edit this page</span>
   </a>
@@ -614,6 +612,6 @@
 </div><script src="../../../_static/documentation_options.js?v=187304be"></script>
     <script src="../../../_static/doctools.js?v=9bcbadda"></script>
     <script src="../../../_static/sphinx_highlight.js?v=dc90522c"></script>
-    <script src="../../../_static/scripts/furo.js?v=5fa4622c"></script>
+    <script src="../../../_static/scripts/furo.js?v=46bd48cc"></script>
     </body>
 </html>
\ No newline at end of file
diff --git a/content/reference/dataflows/list/index.html b/content/reference/dataflows/list/index.html
index 7823f19e..b91f9511 100644
--- a/content/reference/dataflows/list/index.html
+++ b/content/reference/dataflows/list/index.html
@@ -6,12 +6,12 @@
 <link rel="index" title="Index" href="../../../genindex/" /><link rel="search" title="Search" href="../../../search/" /><link rel="next" title="pull_module()" href="../pull_module/" /><link rel="prev" title="latest_commit()" href="../latest_commit/" />
         <link rel="canonical" href="https://hamilton.staged.apache.org/reference/dataflows/list/" />
 
-    <!-- Generated with Sphinx 8.2.3 and Furo 2024.08.06 -->
+    <!-- Generated with Sphinx 8.2.3 and Furo 2025.07.19 -->
         <title>list() - Hamilton</title>
-      <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css?v=8f2a1f02" />
-    <link rel="stylesheet" type="text/css" href="../../../_static/styles/furo.css?v=354aac6f" />
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-    <link rel="stylesheet" type="text/css" href="../../../_static/styles/furo-extensions.css?v=302659d7" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css?v=d111a655" />
+    <link rel="stylesheet" type="text/css" href="../../../_static/styles/furo.css?v=25af2a20" />
+    <link rel="stylesheet" type="text/css" href="../../../_static/mystnb.8ecb98da25f57f5357bf6f572d296f466b2cfe2517ffebfabe82451661e28f02.css" />
+    <link rel="stylesheet" type="text/css" href="../../../_static/styles/furo-extensions.css?v=8dab3a3b" />
     <link rel="stylesheet" type="text/css" href="../../../_static/testimonials.css?v=bd684830" />
     <link rel="stylesheet" type="text/css" href="../../../_static/custom.css?v=a33697e8" />
     
@@ -20,24 +20,24 @@
 
 <style>
   body {
-    --color-code-background: #f8f8f8;
-  --color-code-foreground: black;
+    --color-code-background: #f2f2f2;
+  --color-code-foreground: #1e1e1e;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
   }
   @media not print {
     body[data-theme="dark"] {
-      --color-code-background: #202020;
-  --color-code-foreground: #d0d0d0;
+      --color-code-background: #2b2b2b;
+  --color-code-foreground: #f8f8f2;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
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-        --color-code-background: #202020;
-  --color-code-foreground: #d0d0d0;
+        --color-code-background: #2b2b2b;
+  --color-code-foreground: #f8f8f2;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
@@ -203,7 +203,6 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="../../../">
   
-  
   <span class="sidebar-brand-text">Hamilton</span>
   
 </a><form class="sidebar-search-container" method="get" action="../../../search/" role="search">
@@ -379,7 +378,6 @@
 <li class="toctree-l2"><a class="reference internal" href="../../graph-adapters/DaskGraphAdapter/">h_dask.DaskGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../graph-adapters/PySparkUDFGraphAdapter/">h_spark.PySparkUDFGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../graph-adapters/RayGraphAdapter/">h_ray.RayGraphAdapter</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../../graph-adapters/RayWorkflowGraphAdapter/">h_ray.RayWorkflowGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../graph-adapters/SparkKoalasGraphAdapter/">h_spark.SparkKoalasGraphAdapter</a></li>
 </ul>
 </li>
@@ -489,7 +487,7 @@
     <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/reference/dataflows/list.rst" title="Edit this page">
+  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/reference/dataflows/list.rst" rel="edit" title="Edit this page">
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@@ -613,6 +611,6 @@
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+    <script src="../../../_static/scripts/furo.js?v=46bd48cc"></script>
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\ No newline at end of file
diff --git a/content/reference/dataflows/pull_module/index.html b/content/reference/dataflows/pull_module/index.html
index 47830b54..9c484a07 100644
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-    <!-- Generated with Sphinx 8.2.3 and Furo 2024.08.06 -->
+    <!-- Generated with Sphinx 8.2.3 and Furo 2025.07.19 -->
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-    <link rel="stylesheet" type="text/css" href="../../../_static/styles/furo-extensions.css?v=302659d7" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css?v=d111a655" />
+    <link rel="stylesheet" type="text/css" href="../../../_static/styles/furo.css?v=25af2a20" />
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-  --color-code-foreground: #d0d0d0;
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-  
   <span class="sidebar-brand-text">Hamilton</span>
   
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@@ -379,7 +378,6 @@
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@@ -489,7 +487,7 @@
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 </div><div class="edit-this-page">
-  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/reference/dataflows/pull_module.rst" title="Edit this page">
+  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/reference/dataflows/pull_module.rst" rel="edit" title="Edit this page">
     <svg><use href="#svg-pencil"></use></svg>
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@@ -621,6 +619,6 @@
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+    <script src="../../../_static/scripts/furo.js?v=46bd48cc"></script>
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diff --git a/content/reference/decorators/check_output/index.html b/content/reference/decorators/check_output/index.html
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         <link rel="canonical" href="https://hamilton.staged.apache.org/reference/decorators/check_output/" />
 
-    <!-- Generated with Sphinx 8.2.3 and Furo 2024.08.06 -->
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-    <link rel="stylesheet" type="text/css" href="../../../_static/styles/furo-extensions.css?v=302659d7" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css?v=d111a655" />
+    <link rel="stylesheet" type="text/css" href="../../../_static/styles/furo.css?v=25af2a20" />
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   <span class="sidebar-brand-text">Hamilton</span>
   
 </a><form class="sidebar-search-container" method="get" action="../../../search/" role="search">
@@ -379,7 +378,6 @@
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 </ul>
 </li>
@@ -489,7 +487,7 @@
     <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/reference/decorators/check_output.rst" title="Edit this page">
+  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/reference/decorators/check_output.rst" rel="edit" title="Edit this page">
     <svg><use href="#svg-pencil"></use></svg>
     <span class="visually-hidden">Edit this page</span>
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@@ -861,6 +859,6 @@ following function will <em>fail</em> validation:</p>
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     <script src="../../../_static/doctools.js?v=9bcbadda"></script>
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-    <script src="../../../_static/scripts/furo.js?v=5fa4622c"></script>
+    <script src="../../../_static/scripts/furo.js?v=46bd48cc"></script>
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\ No newline at end of file
diff --git a/content/reference/decorators/config_when/index.html b/content/reference/decorators/config_when/index.html
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         <link rel="canonical" href="https://hamilton.staged.apache.org/reference/decorators/config_when/" />
 
-    <!-- Generated with Sphinx 8.2.3 and Furo 2024.08.06 -->
+    <!-- Generated with Sphinx 8.2.3 and Furo 2025.07.19 -->
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-    <link rel="stylesheet" type="text/css" href="../../../_static/styles/furo-extensions.css?v=302659d7" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css?v=d111a655" />
+    <link rel="stylesheet" type="text/css" href="../../../_static/styles/furo.css?v=25af2a20" />
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@@ -20,24 +20,24 @@
 
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-      --color-code-background: #202020;
-  --color-code-foreground: #d0d0d0;
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+  --color-code-foreground: #f8f8f2;
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@@ -203,7 +203,6 @@
       
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-  
   <span class="sidebar-brand-text">Hamilton</span>
   
 </a><form class="sidebar-search-container" method="get" action="../../../search/" role="search">
@@ -379,7 +378,6 @@
 <li class="toctree-l2"><a class="reference internal" href="../../graph-adapters/DaskGraphAdapter/">h_dask.DaskGraphAdapter</a></li>
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 <li class="toctree-l2"><a class="reference internal" href="../../graph-adapters/RayGraphAdapter/">h_ray.RayGraphAdapter</a></li>
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 </ul>
 </li>
@@ -489,7 +487,7 @@
     <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/reference/decorators/config_when.rst" title="Edit this page">
+  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/reference/decorators/config_when.rst" rel="edit" title="Edit this page">
     <svg><use href="#svg-pencil"></use></svg>
     <span class="visually-hidden">Edit this page</span>
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@@ -693,6 +691,6 @@ and error in Hamilton (for example missing type hints).</p>
 </div><script src="../../../_static/documentation_options.js?v=187304be"></script>
     <script src="../../../_static/doctools.js?v=9bcbadda"></script>
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-    <script src="../../../_static/scripts/furo.js?v=5fa4622c"></script>
+    <script src="../../../_static/scripts/furo.js?v=46bd48cc"></script>
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\ No newline at end of file
diff --git a/content/reference/decorators/dataloader/index.html b/content/reference/decorators/dataloader/index.html
index e8a7fb78..c1fbe049 100644
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         <link rel="canonical" href="https://hamilton.staged.apache.org/reference/decorators/dataloader/" />
 
-    <!-- Generated with Sphinx 8.2.3 and Furo 2024.08.06 -->
+    <!-- Generated with Sphinx 8.2.3 and Furo 2025.07.19 -->
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+      <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css?v=d111a655" />
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@@ -20,24 +20,24 @@
 
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-  --color-code-foreground: #d0d0d0;
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-  
   <span class="sidebar-brand-text">Hamilton</span>
   
 </a><form class="sidebar-search-container" method="get" action="../../../search/" role="search">
@@ -379,7 +378,6 @@
 <li class="toctree-l2"><a class="reference internal" href="../../graph-adapters/DaskGraphAdapter/">h_dask.DaskGraphAdapter</a></li>
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 </ul>
 </li>
@@ -489,7 +487,7 @@
     <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/reference/decorators/dataloader.rst" title="Edit this page">
+  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/reference/decorators/dataloader.rst" rel="edit" title="Edit this page">
     <svg><use href="#svg-pencil"></use></svg>
     <span class="visually-hidden">Edit this page</span>
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@@ -666,6 +664,6 @@ the first part of the tuple that the first returns.</p>
 </div><script src="../../../_static/documentation_options.js?v=187304be"></script>
     <script src="../../../_static/doctools.js?v=9bcbadda"></script>
     <script src="../../../_static/sphinx_highlight.js?v=dc90522c"></script>
-    <script src="../../../_static/scripts/furo.js?v=5fa4622c"></script>
+    <script src="../../../_static/scripts/furo.js?v=46bd48cc"></script>
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\ No newline at end of file
diff --git a/content/reference/decorators/datasaver/index.html b/content/reference/decorators/datasaver/index.html
index 9bec6f36..35b9c612 100644
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         <link rel="canonical" href="https://hamilton.staged.apache.org/reference/decorators/datasaver/" />
 
-    <!-- Generated with Sphinx 8.2.3 and Furo 2024.08.06 -->
+    <!-- Generated with Sphinx 8.2.3 and Furo 2025.07.19 -->
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+      <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css?v=d111a655" />
+    <link rel="stylesheet" type="text/css" href="../../../_static/styles/furo.css?v=25af2a20" />
+    <link rel="stylesheet" type="text/css" href="../../../_static/mystnb.8ecb98da25f57f5357bf6f572d296f466b2cfe2517ffebfabe82451661e28f02.css" />
+    <link rel="stylesheet" type="text/css" href="../../../_static/styles/furo-extensions.css?v=8dab3a3b" />
     <link rel="stylesheet" type="text/css" href="../../../_static/testimonials.css?v=bd684830" />
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@@ -20,24 +20,24 @@
 
 <style>
   body {
-    --color-code-background: #f8f8f8;
-  --color-code-foreground: black;
+    --color-code-background: #f2f2f2;
+  --color-code-foreground: #1e1e1e;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
   }
   @media not print {
     body[data-theme="dark"] {
-      --color-code-background: #202020;
-  --color-code-foreground: #d0d0d0;
+      --color-code-background: #2b2b2b;
+  --color-code-foreground: #f8f8f2;
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-        --color-code-background: #202020;
-  --color-code-foreground: #d0d0d0;
+        --color-code-background: #2b2b2b;
+  --color-code-foreground: #f8f8f2;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
@@ -203,7 +203,6 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="../../../">
   
-  
   <span class="sidebar-brand-text">Hamilton</span>
   
 </a><form class="sidebar-search-container" method="get" action="../../../search/" role="search">
@@ -379,7 +378,6 @@
 <li class="toctree-l2"><a class="reference internal" href="../../graph-adapters/DaskGraphAdapter/">h_dask.DaskGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../graph-adapters/PySparkUDFGraphAdapter/">h_spark.PySparkUDFGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../graph-adapters/RayGraphAdapter/">h_ray.RayGraphAdapter</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../../graph-adapters/RayWorkflowGraphAdapter/">h_ray.RayWorkflowGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../graph-adapters/SparkKoalasGraphAdapter/">h_spark.SparkKoalasGraphAdapter</a></li>
 </ul>
 </li>
@@ -489,7 +487,7 @@
     <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/reference/decorators/datasaver.rst" title="Edit this page">
+  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/reference/decorators/datasaver.rst" rel="edit" title="Edit this page">
     <svg><use href="#svg-pencil"></use></svg>
     <span class="visually-hidden">Edit this page</span>
   </a>
@@ -659,6 +657,6 @@ out by the Hamilton Tracker for the Hamilton UI or other adapters.</p>
 </div><script src="../../../_static/documentation_options.js?v=187304be"></script>
     <script src="../../../_static/doctools.js?v=9bcbadda"></script>
     <script src="../../../_static/sphinx_highlight.js?v=dc90522c"></script>
-    <script src="../../../_static/scripts/furo.js?v=5fa4622c"></script>
+    <script src="../../../_static/scripts/furo.js?v=46bd48cc"></script>
     </body>
 </html>
\ No newline at end of file
diff --git a/content/reference/decorators/does/index.html b/content/reference/decorators/does/index.html
index db4ea68a..c926a2f5 100644
--- a/content/reference/decorators/does/index.html
+++ b/content/reference/decorators/does/index.html
@@ -6,12 +6,12 @@
 <link rel="index" title="Index" href="../../../genindex/" /><link rel="search" title="Search" href="../../../search/" /><link rel="next" title="unpack_fields" href="../unpack_fields/" /><link rel="prev" title="datasaver" href="../datasaver/" />
         <link rel="canonical" href="https://hamilton.staged.apache.org/reference/decorators/does/" />
 
-    <!-- Generated with Sphinx 8.2.3 and Furo 2024.08.06 -->
+    <!-- Generated with Sphinx 8.2.3 and Furo 2025.07.19 -->
         <title>does - Hamilton</title>
-      <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css?v=8f2a1f02" />
-    <link rel="stylesheet" type="text/css" href="../../../_static/styles/furo.css?v=354aac6f" />
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-    <link rel="stylesheet" type="text/css" href="../../../_static/styles/furo-extensions.css?v=302659d7" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css?v=d111a655" />
+    <link rel="stylesheet" type="text/css" href="../../../_static/styles/furo.css?v=25af2a20" />
+    <link rel="stylesheet" type="text/css" href="../../../_static/mystnb.8ecb98da25f57f5357bf6f572d296f466b2cfe2517ffebfabe82451661e28f02.css" />
+    <link rel="stylesheet" type="text/css" href="../../../_static/styles/furo-extensions.css?v=8dab3a3b" />
     <link rel="stylesheet" type="text/css" href="../../../_static/testimonials.css?v=bd684830" />
     <link rel="stylesheet" type="text/css" href="../../../_static/custom.css?v=a33697e8" />
     
@@ -20,24 +20,24 @@
 
 <style>
   body {
-    --color-code-background: #f8f8f8;
-  --color-code-foreground: black;
+    --color-code-background: #f2f2f2;
+  --color-code-foreground: #1e1e1e;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
   }
   @media not print {
     body[data-theme="dark"] {
-      --color-code-background: #202020;
-  --color-code-foreground: #d0d0d0;
+      --color-code-background: #2b2b2b;
+  --color-code-foreground: #f8f8f2;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
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     @media (prefers-color-scheme: dark) {
       body:not([data-theme="light"]) {
-        --color-code-background: #202020;
-  --color-code-foreground: #d0d0d0;
+        --color-code-background: #2b2b2b;
+  --color-code-foreground: #f8f8f2;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
@@ -203,7 +203,6 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="../../../">
   
-  
   <span class="sidebar-brand-text">Hamilton</span>
   
 </a><form class="sidebar-search-container" method="get" action="../../../search/" role="search">
@@ -379,7 +378,6 @@
 <li class="toctree-l2"><a class="reference internal" href="../../graph-adapters/DaskGraphAdapter/">h_dask.DaskGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../graph-adapters/PySparkUDFGraphAdapter/">h_spark.PySparkUDFGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../graph-adapters/RayGraphAdapter/">h_ray.RayGraphAdapter</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../../graph-adapters/RayWorkflowGraphAdapter/">h_ray.RayWorkflowGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../graph-adapters/SparkKoalasGraphAdapter/">h_spark.SparkKoalasGraphAdapter</a></li>
 </ul>
 </li>
@@ -489,7 +487,7 @@
     <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/reference/decorators/does.rst" title="Edit this page">
+  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/reference/decorators/does.rst" rel="edit" title="Edit this page">
     <svg><use href="#svg-pencil"></use></svg>
     <span class="visually-hidden">Edit this page</span>
   </a>
@@ -669,6 +667,6 @@ Right now this has a very strict validation requirements to make compliance with
 </div><script src="../../../_static/documentation_options.js?v=187304be"></script>
     <script src="../../../_static/doctools.js?v=9bcbadda"></script>
     <script src="../../../_static/sphinx_highlight.js?v=dc90522c"></script>
-    <script src="../../../_static/scripts/furo.js?v=5fa4622c"></script>
+    <script src="../../../_static/scripts/furo.js?v=46bd48cc"></script>
     </body>
 </html>
\ No newline at end of file
diff --git a/content/reference/decorators/extract_columns/index.html b/content/reference/decorators/extract_columns/index.html
index 89fc60d2..cb9e6db6 100644
--- a/content/reference/decorators/extract_columns/index.html
+++ b/content/reference/decorators/extract_columns/index.html
@@ -6,12 +6,12 @@
 <link rel="index" title="Index" href="../../../genindex/" /><link rel="search" title="Search" href="../../../search/" /><link rel="next" title="extract_fields" href="../extract_fields/" /><link rel="prev" title="unpack_fields" href="../unpack_fields/" />
         <link rel="canonical" href="https://hamilton.staged.apache.org/reference/decorators/extract_columns/" />
 
-    <!-- Generated with Sphinx 8.2.3 and Furo 2024.08.06 -->
+    <!-- Generated with Sphinx 8.2.3 and Furo 2025.07.19 -->
         <title>extract_columns - Hamilton</title>
-      <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css?v=8f2a1f02" />
-    <link rel="stylesheet" type="text/css" href="../../../_static/styles/furo.css?v=354aac6f" />
-    <link rel="stylesheet" type="text/css" href="../../../_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css" />
-    <link rel="stylesheet" type="text/css" href="../../../_static/styles/furo-extensions.css?v=302659d7" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css?v=d111a655" />
+    <link rel="stylesheet" type="text/css" href="../../../_static/styles/furo.css?v=25af2a20" />
+    <link rel="stylesheet" type="text/css" href="../../../_static/mystnb.8ecb98da25f57f5357bf6f572d296f466b2cfe2517ffebfabe82451661e28f02.css" />
+    <link rel="stylesheet" type="text/css" href="../../../_static/styles/furo-extensions.css?v=8dab3a3b" />
     <link rel="stylesheet" type="text/css" href="../../../_static/testimonials.css?v=bd684830" />
     <link rel="stylesheet" type="text/css" href="../../../_static/custom.css?v=a33697e8" />
     
@@ -20,24 +20,24 @@
 
 <style>
   body {
-    --color-code-background: #f8f8f8;
-  --color-code-foreground: black;
+    --color-code-background: #f2f2f2;
+  --color-code-foreground: #1e1e1e;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
   }
   @media not print {
     body[data-theme="dark"] {
-      --color-code-background: #202020;
-  --color-code-foreground: #d0d0d0;
+      --color-code-background: #2b2b2b;
+  --color-code-foreground: #f8f8f2;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
     }
     @media (prefers-color-scheme: dark) {
       body:not([data-theme="light"]) {
-        --color-code-background: #202020;
-  --color-code-foreground: #d0d0d0;
+        --color-code-background: #2b2b2b;
+  --color-code-foreground: #f8f8f2;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
@@ -203,7 +203,6 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="../../../">
   
-  
   <span class="sidebar-brand-text">Hamilton</span>
   
 </a><form class="sidebar-search-container" method="get" action="../../../search/" role="search">
@@ -379,7 +378,6 @@
 <li class="toctree-l2"><a class="reference internal" href="../../graph-adapters/DaskGraphAdapter/">h_dask.DaskGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../graph-adapters/PySparkUDFGraphAdapter/">h_spark.PySparkUDFGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../graph-adapters/RayGraphAdapter/">h_ray.RayGraphAdapter</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../../graph-adapters/RayWorkflowGraphAdapter/">h_ray.RayWorkflowGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../graph-adapters/SparkKoalasGraphAdapter/">h_spark.SparkKoalasGraphAdapter</a></li>
 </ul>
 </li>
@@ -489,7 +487,7 @@
     <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/reference/decorators/extract_columns.rst" title="Edit this page">
+  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/reference/decorators/extract_columns.rst" rel="edit" title="Edit this page">
     <svg><use href="#svg-pencil"></use></svg>
     <span class="visually-hidden">Edit this page</span>
   </a>
@@ -652,6 +650,6 @@ asterisk like this:</p>
 </div><script src="../../../_static/documentation_options.js?v=187304be"></script>
     <script src="../../../_static/doctools.js?v=9bcbadda"></script>
     <script src="../../../_static/sphinx_highlight.js?v=dc90522c"></script>
-    <script src="../../../_static/scripts/furo.js?v=5fa4622c"></script>
+    <script src="../../../_static/scripts/furo.js?v=46bd48cc"></script>
     </body>
 </html>
\ No newline at end of file
diff --git a/content/reference/decorators/extract_fields/index.html b/content/reference/decorators/extract_fields/index.html
index 38e20fc5..84ae586e 100644
--- a/content/reference/decorators/extract_fields/index.html
+++ b/content/reference/decorators/extract_fields/index.html
@@ -6,12 +6,12 @@
 <link rel="index" title="Index" href="../../../genindex/" /><link rel="search" title="Search" href="../../../search/" /><link rel="next" title="inject" href="../inject/" /><link rel="prev" title="extract_columns" href="../extract_columns/" />
         <link rel="canonical" href="https://hamilton.staged.apache.org/reference/decorators/extract_fields/" />
 
-    <!-- Generated with Sphinx 8.2.3 and Furo 2024.08.06 -->
+    <!-- Generated with Sphinx 8.2.3 and Furo 2025.07.19 -->
         <title>extract_fields - Hamilton</title>
-      <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css?v=8f2a1f02" />
-    <link rel="stylesheet" type="text/css" href="../../../_static/styles/furo.css?v=354aac6f" />
-    <link rel="stylesheet" type="text/css" href="../../../_static/mystnb.4510f1fc1dee50b3e5859aac5469c37c29e427902b24a333a5f9fcb2f0b3ac41.css" />
-    <link rel="stylesheet" type="text/css" href="../../../_static/styles/furo-extensions.css?v=302659d7" />
+      <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css?v=d111a655" />
+    <link rel="stylesheet" type="text/css" href="../../../_static/styles/furo.css?v=25af2a20" />
+    <link rel="stylesheet" type="text/css" href="../../../_static/mystnb.8ecb98da25f57f5357bf6f572d296f466b2cfe2517ffebfabe82451661e28f02.css" />
+    <link rel="stylesheet" type="text/css" href="../../../_static/styles/furo-extensions.css?v=8dab3a3b" />
     <link rel="stylesheet" type="text/css" href="../../../_static/testimonials.css?v=bd684830" />
     <link rel="stylesheet" type="text/css" href="../../../_static/custom.css?v=a33697e8" />
     
@@ -20,24 +20,24 @@
 
 <style>
   body {
-    --color-code-background: #f8f8f8;
-  --color-code-foreground: black;
+    --color-code-background: #f2f2f2;
+  --color-code-foreground: #1e1e1e;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
   }
   @media not print {
     body[data-theme="dark"] {
-      --color-code-background: #202020;
-  --color-code-foreground: #d0d0d0;
+      --color-code-background: #2b2b2b;
+  --color-code-foreground: #f8f8f2;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
     }
     @media (prefers-color-scheme: dark) {
       body:not([data-theme="light"]) {
-        --color-code-background: #202020;
-  --color-code-foreground: #d0d0d0;
+        --color-code-background: #2b2b2b;
+  --color-code-foreground: #f8f8f2;
   --color-announcement-background: #ffba00;
   --color-announcement-text: #091E42;
   
@@ -203,7 +203,6 @@
       
       <div class="sidebar-sticky"><a class="sidebar-brand" href="../../../">
   
-  
   <span class="sidebar-brand-text">Hamilton</span>
   
 </a><form class="sidebar-search-container" method="get" action="../../../search/" role="search">
@@ -379,7 +378,6 @@
 <li class="toctree-l2"><a class="reference internal" href="../../graph-adapters/DaskGraphAdapter/">h_dask.DaskGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../graph-adapters/PySparkUDFGraphAdapter/">h_spark.PySparkUDFGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../graph-adapters/RayGraphAdapter/">h_ray.RayGraphAdapter</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../../graph-adapters/RayWorkflowGraphAdapter/">h_ray.RayWorkflowGraphAdapter</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../graph-adapters/SparkKoalasGraphAdapter/">h_spark.SparkKoalasGraphAdapter</a></li>
 </ul>
 </li>
@@ -489,7 +487,7 @@
     <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/reference/decorators/extract_fields.rst" title="Edit this page">
+  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/reference/decorators/extract_fields.rst" rel="edit" title="Edit this page">
     <svg><use href="#svg-pencil"></use></svg>
     <span class="visually-hidden">Edit this page</span>
   </a>
@@ -532,11 +530,11 @@ compilation to ensure downstream uses are expecting the right type.</p>
 <p><strong>Reference Documentation</strong></p>
 <dl class="py class">
 <dt class="sig sig-object py" id="hamilton.function_modifiers.extract_fields">
-<em class="property"><span class="k"><span class="pre">class</span></span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hamilton.function_modifiers.</span></span><span class="sig-name descname"><span class="pre">extract_fields</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">fields</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="p [...]
+<em class="property"><span class="k"><span class="pre">class</span></span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">hamilton.function_modifiers.</span></span><span class="sig-name descname"><span class="pre">extract_fields</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">fields</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="p [...]
 <dd><p>Extracts fields from a dictionary of output.</p>
 <dl class="py method">
 <dt class="sig sig-object py" id="hamilton.function_modifiers.extract_fields.__init__">
-<span class="sig-name descname"><span class="pre">__init__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">fields</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">dict</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-para [...]
+<span class="sig-name descname"><span class="pre">__init__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">fields</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Any</span><span class="p"> [...]
 <dd><p>Constructor for a modifier that expands a single function into the following nodes:</p>
 <ul class="simple">
 <li><p>n functions, each of which take in the original dict and output a specific field</p></li>
@@ -545,7 +543,8 @@ compilation to ensure downstream uses are expecting the right type.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
-<li><p><strong>fields</strong> – Fields to extract. A dict of ‘field_name’ -&gt; ‘field_type’.</p></li>
+<li><p><strong>fields</strong> – Fields to extract. Can be a dict of field names to types, a list of field names, or a single field name.</p></li>
+<li><p><strong>others</strong> – Additional fields names to extract - argument unpacking. Ignored if <cite>fields</cite> is a dict.</p></li>
 <li><p><strong>fill_with</strong> – If you want to extract a field that doesn’t exist, do you want to fill it with a default         value? Or do you want to error out? Leave empty/None to error out, set fill_value to dynamically create a         field value.</p></li>
 </ul>
 </dd>
@@ -643,6 +642,6 @@ compilation to ensure downstream uses are expecting the right type.</p>
 </div><script src="../../../_static/documentation_options.js?v=187304be"></script>
     <script src="../../../_static/doctools.js?v=9bcbadda"></script>
     <script src="../../../_static/sphinx_highlight.js?v=dc90522c"></script>
-    <script src="../../../_static/scripts/furo.js?v=5fa4622c"></script>
+    <script src="../../../_static/scripts/furo.js?v=46bd48cc"></script>
     </body>
 </html>
\ No newline at end of file
diff --git a/content/reference/decorators/index.html b/content/reference/decorators/index.html
index df472239..b07ac197 100644
--- a/content/reference/decorators/index.html
+++ b/content/reference/decorators/index.html
@@ -6,12 +6,12 @@
 <link rel="index" title="Index" href="../../genindex/" /><link rel="search" title="Search" href="../../search/" /><link rel="next" title="check_output*" href="check_output/" /><link rel="prev" title="Meet-ups" href="../../community/" />
         <link rel="canonical" href="https://hamilton.staged.apache.org/reference/decorators/" />
 
-    <!-- Generated with Sphinx 8.2.3 and Furo 2024.08.06 -->
+    <!-- Generated with Sphinx 8.2.3 and Furo 2025.07.19 -->
         <title>Decorators - Hamilton</title>
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 </div><div class="edit-this-page">
-  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/reference/decorators/index.rst" title="Edit this page">
+  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/reference/decorators/index.rst" rel="edit" title="Edit this page">
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\ No newline at end of file
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-    <!-- Generated with Sphinx 8.2.3 and Furo 2024.08.06 -->
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+      <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css?v=d111a655" />
+    <link rel="stylesheet" type="text/css" href="../../../_static/styles/furo.css?v=25af2a20" />
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@@ -20,24 +20,24 @@
 
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@@ -489,7 +487,7 @@
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 </div><div class="edit-this-page">
-  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/reference/decorators/inject.rst" title="Edit this page">
+  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/reference/decorators/inject.rst" rel="edit" title="Edit this page">
     <svg><use href="#svg-pencil"></use></svg>
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   <span class="sidebar-brand-text">Hamilton</span>
   
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 </div><div class="edit-this-page">
-  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/reference/decorators/load_from.rst" title="Edit this page">
+  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/reference/decorators/load_from.rst" rel="edit" title="Edit this page">
     <svg><use href="#svg-pencil"></use></svg>
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-    <!-- Generated with Sphinx 8.2.3 and Furo 2024.08.06 -->
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@@ -20,24 +20,24 @@
 
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 </a><form class="sidebar-search-container" method="get" action="../../../search/" role="search">
@@ -379,7 +378,6 @@
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 </ul>
 </li>
@@ -489,7 +487,7 @@
     <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/reference/decorators/parameterize.rst" title="Edit this page">
+  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/reference/decorators/parameterize.rst" rel="edit" title="Edit this page">
     <svg><use href="#svg-pencil"></use></svg>
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@@ -785,6 +783,6 @@ dep=group(source(“foo”), source(“bar”)) for the function:</p>
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\ No newline at end of file
diff --git a/content/reference/decorators/parameterize_extract_columns/index.html b/content/reference/decorators/parameterize_extract_columns/index.html
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-    <!-- Generated with Sphinx 8.2.3 and Furo 2024.08.06 -->
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+  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/reference/decorators/parameterize_extract_columns.rst" rel="edit" title="Edit this page">
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+  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/reference/decorators/parameterize_frame.rst" rel="edit" title="Edit this page">
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-  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/reference/decorators/parameterize_sources.rst" title="Edit this page">
+  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/reference/decorators/parameterize_sources.rst" rel="edit" title="Edit this page">
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-  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/reference/decorators/parameterize_subdag.rst" title="Edit this page">
+  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/reference/decorators/parameterize_subdag.rst" rel="edit" title="Edit this page">
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 </div><div class="edit-this-page">
-  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/reference/decorators/parameterize_values.rst" title="Edit this page">
+  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/reference/decorators/parameterize_values.rst" rel="edit" title="Edit this page">
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-  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/reference/decorators/pipe.rst" title="Edit this page">
+  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/reference/decorators/pipe.rst" rel="edit" title="Edit this page">
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 </div><div class="edit-this-page">
-  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/reference/decorators/resolve.rst" title="Edit this page">
+  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/reference/decorators/resolve.rst" rel="edit" title="Edit this page">
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 </a><form class="sidebar-search-container" method="get" action="../../../search/" role="search">
@@ -379,7 +378,6 @@
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@@ -489,7 +487,7 @@
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 </div><div class="edit-this-page">
-  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/reference/decorators/save_to.rst" title="Edit this page">
+  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/reference/decorators/save_to.rst" rel="edit" title="Edit this page">
     <svg><use href="#svg-pencil"></use></svg>
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@@ -658,6 +656,6 @@ ad-hoc/decoupled manner.</p>
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@@ -20,24 +20,24 @@
 
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   <span class="sidebar-brand-text">Hamilton</span>
   
 </a><form class="sidebar-search-container" method="get" action="../../../search/" role="search">
@@ -379,7 +378,6 @@
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@@ -489,7 +487,7 @@
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   </a>
 </div><div class="edit-this-page">
-  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/reference/decorators/schema.rst" title="Edit this page">
+  <a class="muted-link" href="https://github.com/apache/hamilton/edit/main/docs/reference/decorators/schema.rst" rel="edit" title="Edit this page">
     <svg><use href="#svg-pencil"></use></svg>
     <span class="visually-hidden">Edit this page</span>
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@@ -638,6 +636,6 @@ rely on the tags created by this decorator (which is why they are prefixed with
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