diff --git a/CITATIONS.md b/CITATIONS.md
index 7f8822c4..2bd173e4 100644
--- a/CITATIONS.md
+++ b/CITATIONS.md
@@ -1,9 +1,9 @@
# Citations & References
The bibtex entries for **PyAutoFit** and its affiliated software packages can be found
-[here](https://github.com/rhayes777/PyAutoFit/blob/main/files/citations.bib), with example text for citing **PyAutoFit**
-in [.tex format here](https://github.com/rhayes777/PyAutoFit/blob/main/files/citation.tex) format here and
-[.md format here](https://github.com/rhayes777/PyAutoFit/blob/main/files/citations.md).
+[here](https://github.com/PyAutoLabs/PyAutoFit/blob/main/files/citations.bib), with example text for citing **PyAutoFit**
+in [.tex format here](https://github.com/PyAutoLabs/PyAutoFit/blob/main/files/citation.tex) format here and
+[.md format here](https://github.com/PyAutoLabs/PyAutoFit/blob/main/files/citations.md).
As shown in the examples, we would greatly appreciate it if you mention **PyAutoFit** by name and include a link to our GitHub page!
diff --git a/CLAUDE.md b/CLAUDE.md
index b849787f..5b59086b 100644
--- a/CLAUDE.md
+++ b/CLAUDE.md
@@ -68,7 +68,7 @@ ls failed/
```yaml
autofit:
- ScriptName # Reason it cannot run yet
- - ScriptName # bug https://github.com/rhayes777/PyAutoFit/issues/NNN
+ - ScriptName # bug https://github.com/PyAutoLabs/PyAutoFit/issues/NNN
```
Scripts with a bug link or the word "bug"/"issue"/"fix" in the comment are flagged as `[TODO - should run after a future PR]` in the output.
diff --git a/CODE_OF_CONDUCT.md b/CODE_OF_CONDUCT.md
index dd7e19d5..b281bd3b 100644
--- a/CODE_OF_CONDUCT.md
+++ b/CODE_OF_CONDUCT.md
@@ -301,7 +301,7 @@ the situation is not yet resolved.
## License
-This code of conduct has been adapted from [*NUMFOCUS code of conduct*](https://github.com/numfocus/numfocus/blob/main/manual/numfocus-coc.md#the-short-version),
-which is adapted from numerous sources, including the [*Geek Feminism wiki, created by the Ada Initiative and other volunteers, which is under a Creative Commons Zero license*](http://geekfeminism.wikia.com/wiki/Conference_anti-harassment/Policy), the [*Contributor Covenant version 1.2.0*](http://contributor-covenant.org/version/1/2/0/), the [*Bokeh Code of Conduct*](https://github.com/bokeh/bokeh/blob/main/CODE_OF_CONDUCT.md), the [*SciPy Code of Conduct*](https://github.com/jupyter/governance/blob/main/conduct/enforcement.md), the [*Carpentries Code of Conduct*](https://docs.carpentries.org/topic_folders/policies/code-of-conduct.html#enforcement-manual), and the [*NeurIPS Code of Conduct*](https://neurips.cc/public/CodeOfConduct).
+This code of conduct has been adapted from [*NUMFOCUS code of conduct*](https://numfocus.org/code-of-conduct),
+which is adapted from numerous sources, including the [*Geek Feminism wiki, created by the Ada Initiative and other volunteers, which is under a Creative Commons Zero license*](http://geekfeminism.wikia.com/wiki/Conference_anti-harassment/Policy), the [*Contributor Covenant version 1.2.0*](http://contributor-covenant.org/version/1/2/0/), the [*Bokeh Code of Conduct*](https://github.com/bokeh/bokeh/blob/main/docs/CODE_OF_CONDUCT.md), the [*SciPy Code of Conduct*](https://github.com/jupyter/governance/blob/main/conduct/enforcement.md), the [*Carpentries Code of Conduct*](https://docs.carpentries.org/topic_folders/policies/code-of-conduct.html#enforcement-manual), and the [*NeurIPS Code of Conduct*](https://neurips.cc/public/CodeOfConduct).
**PyAutoFit Code of Conduct is licensed under the [Creative Commons Attribution 3.0 Unported License](https://creativecommons.org/licenses/by/3.0/).**
\ No newline at end of file
diff --git a/README.md b/README.md
index 24e2b9dc..6bdea382 100644
--- a/README.md
+++ b/README.md
@@ -1,6 +1,6 @@
# PyAutoFit Workspace
-[](https://colab.research.google.com/github/PyAutoLabs/autofit_workspace/blob/2026.5.14.2/start_here.ipynb)
+[](https://colab.research.google.com/github/PyAutoLabs/autofit_workspace/blob/2026.5.14.2/notebooks/overview/overview_1_the_basics.ipynb)
[](https://doi.org/10.21105/joss.02550)
[Installation Guide](https://pyautofit.readthedocs.io/en/latest/installation/overview.html) |
@@ -67,7 +67,7 @@ This version of the workspace are built and tested for using **PyAutoFit v2026.5
## Support
Support for installation issues and integrating your modeling software with **PyAutoFit** is available by
-[raising an issue on the autofit_workspace GitHub page](https://github.com/Jammy2211/autofit_workspace/issues). or
+[raising an issue on the autofit_workspace GitHub page](https://github.com/PyAutoLabs/autofit_workspace/issues). or
joining the **PyAutoFit** [Slack channel](https://pyautofit.slack.com/), where we also provide the latest updates on
**PyAutoFit**.
diff --git a/notebooks/overview/overview_1_the_basics.ipynb b/notebooks/overview/overview_1_the_basics.ipynb
index 9541e7a8..b8a9f205 100644
--- a/notebooks/overview/overview_1_the_basics.ipynb
+++ b/notebooks/overview/overview_1_the_basics.ipynb
@@ -883,7 +883,7 @@
"\n",
"__Resources__\n",
"\n",
- "The `autofit_workspace: `_ repository on GitHub provides numerous \n",
+ "The `autofit_workspace: `_ repository on GitHub provides numerous \n",
"examples demonstrating more complex model-fitting tasks.\n",
"\n",
"This includes cookbooks, which provide a concise reference guide to the **PyAutoFit** API for advanced model-fitting:\n",
diff --git a/notebooks/overview/overview_2_scientific_workflow.ipynb b/notebooks/overview/overview_2_scientific_workflow.ipynb
index 8b31cce3..d90e4f5e 100644
--- a/notebooks/overview/overview_2_scientific_workflow.ipynb
+++ b/notebooks/overview/overview_2_scientific_workflow.ipynb
@@ -265,7 +265,7 @@
"source": [
"The screenshot below shows the output folder where all output is enabled:\n",
"\n",
- ".. image:: https://raw.githubusercontent.com/Jammy2211/PyAutoFit/main/docs/overview/image/output_example.png\n",
+ ".. image:: https://raw.githubusercontent.com/PyAutoLabs/PyAutoFit/main/docs/overview/image/output_example.png\n",
" :width: 400\n",
" :alt: Alternative text\n",
"\n",
diff --git a/notebooks/overview/overview_3_statistical_methods.ipynb b/notebooks/overview/overview_3_statistical_methods.ipynb
index b4052cba..8dfe79be 100644
--- a/notebooks/overview/overview_3_statistical_methods.ipynb
+++ b/notebooks/overview/overview_3_statistical_methods.ipynb
@@ -20,7 +20,7 @@
"\n",
"A full description of using graphical models is given below:\n",
"\n",
- "https://github.com/Jammy2211/autofit_workspace/blob/release/notebooks/features/graphical_models.ipynb\n",
+ "https://github.com/PyAutoLabs/autofit_workspace/blob/main/notebooks/features/graphical_models.ipynb\n",
"\n",
"Hierarchical Models\n",
"-------------------\n",
@@ -44,7 +44,7 @@
"\n",
"A full description of using model comparison is given below:\n",
"\n",
- "https://github.com/Jammy2211/autofit_workspace/blob/release/notebooks/features/model_comparison.ipynb\n",
+ "https://github.com/PyAutoLabs/autofit_workspace/blob/main/notebooks/features/model_comparison.ipynb\n",
"\n",
"Interpolation\n",
"-------------\n",
@@ -60,7 +60,7 @@
"\n",
"**PyAutoFit**'s interpolation feature allows for this, and a full description of its use is given below:\n",
"\n",
- "https://github.com/Jammy2211/autofit_workspace/blob/release/notebooks/features/interpolate.ipynb\n",
+ "https://github.com/PyAutoLabs/autofit_workspace/blob/main/notebooks/features/interpolate.ipynb\n",
"\n",
"Search Grid Search\n",
"------------------\n",
@@ -80,7 +80,7 @@
"\n",
"A full description of using search grid searches is given below:\n",
"\n",
- "https://github.com/Jammy2211/autofit_workspace/blob/release/notebooks/features/search_grid_search.ipynb\n",
+ "https://github.com/PyAutoLabs/autofit_workspace/blob/main/notebooks/features/search_grid_search.ipynb\n",
"\n",
"Search Chaining\n",
"---------------\n",
@@ -96,7 +96,7 @@
"\n",
"A full description of using search chaining is given below:\n",
"\n",
- "https://github.com/Jammy2211/autofit_workspace/blob/release/notebooks/features/search_grid_search.ipynb\n",
+ "https://github.com/PyAutoLabs/autofit_workspace/blob/main/notebooks/features/search_grid_search.ipynb\n",
"\n",
"Sensitivity Mapping\n",
"-------------------\n",
@@ -114,7 +114,7 @@
"\n",
"A full description of using sensitivity mapping is given below:\n",
"\n",
- "https://github.com/Jammy2211/autofit_workspace/blob/release/notebooks/features/sensitivity_mapping.ipynb\n",
+ "https://github.com/PyAutoLabs/autofit_workspace/blob/main/notebooks/features/sensitivity_mapping.ipynb\n",
"\n",
"__Contents__\n",
"\n",
diff --git a/notebooks/searches/mle.ipynb b/notebooks/searches/mle.ipynb
index 685a7146..a4907694 100644
--- a/notebooks/searches/mle.ipynb
+++ b/notebooks/searches/mle.ipynb
@@ -15,7 +15,7 @@
"\n",
"Relevant links:\n",
"\n",
- " - Drawer: https://github.com/rhayes777/PyAutoFit/blob/main/autofit/non_linear/optimize/drawer/drawer.py\n",
+ " - Drawer: https://github.com/PyAutoLabs/PyAutoFit/blob/main/autofit/non_linear/optimize/drawer/drawer.py\n",
" - L-BFGS: https://docs.scipy.org/doc/scipy/reference/optimize.minimize-lbfgsb.html\n",
"\n",
"__Contents__\n",
diff --git a/scripts/overview/overview_1_the_basics.py b/scripts/overview/overview_1_the_basics.py
index 794d8332..2ae32a62 100644
--- a/scripts/overview/overview_1_the_basics.py
+++ b/scripts/overview/overview_1_the_basics.py
@@ -583,7 +583,7 @@ def log_likelihood_function(self, instance) -> float:
__Resources__
-The `autofit_workspace: `_ repository on GitHub provides numerous
+The `autofit_workspace: `_ repository on GitHub provides numerous
examples demonstrating more complex model-fitting tasks.
This includes cookbooks, which provide a concise reference guide to the **PyAutoFit** API for advanced model-fitting:
diff --git a/scripts/overview/overview_2_scientific_workflow.py b/scripts/overview/overview_2_scientific_workflow.py
index c8a77cd5..870c0313 100644
--- a/scripts/overview/overview_2_scientific_workflow.py
+++ b/scripts/overview/overview_2_scientific_workflow.py
@@ -196,7 +196,7 @@ def on_the_fly_output(self, instance):
"""
The screenshot below shows the output folder where all output is enabled:
-.. image:: https://raw.githubusercontent.com/Jammy2211/PyAutoFit/main/docs/overview/image/output_example.png
+.. image:: https://raw.githubusercontent.com/PyAutoLabs/PyAutoFit/main/docs/overview/image/output_example.png
:width: 400
:alt: Alternative text
diff --git a/scripts/overview/overview_3_statistical_methods.py b/scripts/overview/overview_3_statistical_methods.py
index 82952b18..9ba603bd 100644
--- a/scripts/overview/overview_3_statistical_methods.py
+++ b/scripts/overview/overview_3_statistical_methods.py
@@ -15,7 +15,7 @@
A full description of using graphical models is given below:
-https://github.com/Jammy2211/autofit_workspace/blob/release/notebooks/features/graphical_models.ipynb
+https://github.com/PyAutoLabs/autofit_workspace/blob/main/notebooks/features/graphical_models.ipynb
Hierarchical Models
-------------------
@@ -39,7 +39,7 @@
A full description of using model comparison is given below:
-https://github.com/Jammy2211/autofit_workspace/blob/release/notebooks/features/model_comparison.ipynb
+https://github.com/PyAutoLabs/autofit_workspace/blob/main/notebooks/features/model_comparison.ipynb
Interpolation
-------------
@@ -55,7 +55,7 @@
**PyAutoFit**'s interpolation feature allows for this, and a full description of its use is given below:
-https://github.com/Jammy2211/autofit_workspace/blob/release/notebooks/features/interpolate.ipynb
+https://github.com/PyAutoLabs/autofit_workspace/blob/main/notebooks/features/interpolate.ipynb
Search Grid Search
------------------
@@ -75,7 +75,7 @@
A full description of using search grid searches is given below:
-https://github.com/Jammy2211/autofit_workspace/blob/release/notebooks/features/search_grid_search.ipynb
+https://github.com/PyAutoLabs/autofit_workspace/blob/main/notebooks/features/search_grid_search.ipynb
Search Chaining
---------------
@@ -91,7 +91,7 @@
A full description of using search chaining is given below:
-https://github.com/Jammy2211/autofit_workspace/blob/release/notebooks/features/search_grid_search.ipynb
+https://github.com/PyAutoLabs/autofit_workspace/blob/main/notebooks/features/search_grid_search.ipynb
Sensitivity Mapping
-------------------
@@ -109,7 +109,7 @@
A full description of using sensitivity mapping is given below:
-https://github.com/Jammy2211/autofit_workspace/blob/release/notebooks/features/sensitivity_mapping.ipynb
+https://github.com/PyAutoLabs/autofit_workspace/blob/main/notebooks/features/sensitivity_mapping.ipynb
__Contents__
diff --git a/scripts/searches/mle.py b/scripts/searches/mle.py
index 54181496..9e90f0da 100644
--- a/scripts/searches/mle.py
+++ b/scripts/searches/mle.py
@@ -10,7 +10,7 @@
Relevant links:
- - Drawer: https://github.com/rhayes777/PyAutoFit/blob/main/autofit/non_linear/optimize/drawer/drawer.py
+ - Drawer: https://github.com/PyAutoLabs/PyAutoFit/blob/main/autofit/non_linear/optimize/drawer/drawer.py
- L-BFGS: https://docs.scipy.org/doc/scipy/reference/optimize.minimize-lbfgsb.html
__Contents__