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4 changes: 2 additions & 2 deletions README.md
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Expand Up @@ -27,7 +27,7 @@ This is called strong gravitational lensing and **PyAutoLens** makes it **simple

### Human-Readable Documentation and Examples

The following human-readable documentation and examples are also useful for new starters:
The following human-readable documentation and examples are useful for new starters:

- [The PyAutoLens readthedocs](https://pyautolens.readthedocs.io/en/latest): which includes [an overview of PyAutoLens's core features](https://pyautolens.readthedocs.io/en/latest/overview/overview_1_start_here.html), [a new user starting guide](https://pyautolens.readthedocs.io/en/latest/overview/overview_2_new_user_guide.html) and [an installation guide](https://pyautolens.readthedocs.io/en/latest/installation/overview.html).
- [The introduction Jupyter Notebook on Google Colab](https://colab.research.google.com/github/PyAutoLabs/autolens_workspace/blob/2026.8.29.1/start_here.ipynb): try **PyAutoLens** in a web browser (without installation).
Expand All @@ -38,7 +38,7 @@ The following human-readable documentation and examples are also useful for new

The [**PyAutoLens AI Assistant**](https://github.com/PyAutoLabs/autolens_assistant) supports conversation agents such as ChatGPT and coding agents such as Claude Code and Codex. You can get started simply by asking it a question about gravitational lensing or describing the task you would like to perform with **PyAutoLens**. See the [autolens_assistant GitHub page](https://github.com/PyAutoLabs/autolens_assistant) for its full scope and instructions.

**The PyAutoLens AI Assistant currently only supports AI coding agents which require a paid subscription, either Claude Code or Codex. Work is ongoing to support free AI coding agents and conversation agents like ChatGPT.**
**The PyAutoLens AI Assistant currently requires a paid subscription: Claude Code or Codex as a coding agent, or ChatGPT or Claude on a paid plan as a conversation assistant. Free options are being tested.**

## Community & Support

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4 changes: 2 additions & 2 deletions docs/index.md
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Expand Up @@ -12,7 +12,7 @@ This is called strong gravitational lensing and **PyAutoLens** makes it simple t

## Human-Readable Documentation and Examples

The following human-readable documentation and examples are also useful for new starters:
The following human-readable documentation and examples are useful for new starters:

- [The PyAutoLens readthedocs](https://pyautolens.readthedocs.io/en/latest): which includes [an overview of PyAutoLens's core features](https://pyautolens.readthedocs.io/en/latest/overview/overview_1_start_here.html), [a new user starting guide](https://pyautolens.readthedocs.io/en/latest/overview/overview_2_new_user_guide.html) and [an installation guide](https://pyautolens.readthedocs.io/en/latest/installation/overview.html).
- [The introduction Jupyter Notebook on Colab](https://colab.research.google.com/github/PyAutoLabs/autolens_workspace/blob/2026.8.29.1/start_here.ipynb), where you can try **PyAutoLens** in a web browser (without installation).
Expand All @@ -23,7 +23,7 @@ The following human-readable documentation and examples are also useful for new

The [**PyAutoLens AI Assistant**](https://github.com/PyAutoLabs/autolens_assistant) supports conversation agents such as ChatGPT and coding agents such as Claude Code and Codex. You can get started simply by asking it a question about gravitational lensing or describing the task you would like to perform with **PyAutoLens**. See the [autolens_assistant GitHub page](https://github.com/PyAutoLabs/autolens_assistant) for its full scope and instructions.

**The PyAutoLens AI Assistant currently only supports AI coding agents which require a paid subscription, either Claude Code or Codex. Work is ongoing to support free AI coding agents and conversation agents like ChatGPT.**
**The PyAutoLens AI Assistant currently requires a paid subscription: Claude Code or Codex as a coding agent, or ChatGPT or Claude on a paid plan as a conversation assistant. Free options are being tested.**

# Strong Gravitational Lensing

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2 changes: 1 addition & 1 deletion docs/overview/overview_1_start_here.md
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Expand Up @@ -25,7 +25,7 @@ This notebook gives an overview of **PyAutoLens**'s features and API.

The [**PyAutoLens AI Assistant**](https://github.com/PyAutoLabs/autolens_assistant) supports conversation agents such as ChatGPT and coding agents such as Claude Code and Codex. You can get started simply by asking it a question about gravitational lensing or describing the task you would like to perform with **PyAutoLens**. See the [autolens_assistant GitHub page](https://github.com/PyAutoLabs/autolens_assistant) for its full scope and instructions.

**The PyAutoLens AI Assistant currently only supports AI coding agents which require a paid subscription, either Claude Code or Codex. Work is ongoing to support free AI coding agents and conversation agents like ChatGPT.**
**The PyAutoLens AI Assistant currently requires a paid subscription: Claude Code or Codex as a coding agent, or ChatGPT or Claude on a paid plan as a conversation assistant. Free options are being tested.**

## Imports

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2 changes: 1 addition & 1 deletion docs/overview/overview_2_new_user_guide.md
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Expand Up @@ -15,7 +15,7 @@ This guide begins with two simple questions to help you find the most appropriat

The [**PyAutoLens AI Assistant**](https://github.com/PyAutoLabs/autolens_assistant) supports conversation agents such as ChatGPT and coding agents such as Claude Code and Codex. You can get started simply by asking it a question about gravitational lensing or describing the task you would like to perform with **PyAutoLens**. See the [autolens_assistant GitHub page](https://github.com/PyAutoLabs/autolens_assistant) for its full scope and instructions.

**The PyAutoLens AI Assistant currently only supports AI coding agents which require a paid subscription, either Claude Code or Codex. Work is ongoing to support free AI coding agents and conversation agents like ChatGPT.**
**The PyAutoLens AI Assistant currently requires a paid subscription: Claude Code or Codex as a coding agent, or ChatGPT or Claude on a paid plan as a conversation assistant. Free options are being tested.**

## What Scale Lens?

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