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docs: match assistant README's use-case phrasing
Drop 'interpreting or debugging errors' from the AI Chat Assistant use-case line so it matches the autolens_assistant README exactly. Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
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README.md

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@@ -39,7 +39,7 @@ The following links are useful for new starters:
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There are three ways to learn how to use **PyAutoLens**, which you can freely mix and match:
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1. **Manual navigation** — read the workspace guides yourself, starting from the [new user guide](https://pyautolens.readthedocs.io/en/latest/overview/overview_2_new_user_guide.html) and the `start_here` notebooks, which are organised by lens scale and dataset type.
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2. **AI chat assistant** — ask questions to a conversational AI assistant such as ChatGPT or Claude in the browser. Go to the [autolens_assistant](https://github.com/PyAutoLabs/autolens_assistant) repository and copy the ready-to-use example prompt from its README into ChatGPT or Claude to get started. This is ideal for learning the API, working out how to perform a calculation, creating end-to-end example Python scripts, and interpreting or debugging errors.
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2. **AI chat assistant** — ask questions to a conversational AI assistant such as ChatGPT or Claude in the browser. Go to the [autolens_assistant](https://github.com/PyAutoLabs/autolens_assistant) repository and copy the ready-to-use example prompt from its README into ChatGPT or Claude to get started. This is ideal for learning the API, working out how to perform a calculation, and creating end-to-end example Python scripts.
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3. **Fully agentic AI** — drive **PyAutoLens** end-to-end with an agentic coding tool such as [Claude Code](https://claude.com/claude-code) or [Codex](https://developers.openai.com/codex) together with [autolens_assistant](https://github.com/PyAutoLabs/autolens_assistant). These can inspect your data, write and run scripts, and manage a lens-modeling project directly on your machine.
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See [autolens_assistant](https://github.com/PyAutoLabs/autolens_assistant) for more on the AI-assisted options (2 and 3).

docs/overview/overview_2_new_user_guide.md

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@@ -18,8 +18,8 @@ There are three ways to learn how to use **PyAutoLens**, which you are free to m
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2. **AI Chat Assistant**: Ask questions to a conversational AI assistant such as ChatGPT or Claude in the browser.
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Go to the [autolens_assistant](https://github.com/PyAutoLabs/autolens_assistant) repository and copy the ready-to-use
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example prompt from its README into ChatGPT or Claude — it gets you asking useful questions from the very first
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message. This is ideal for learning the API, working out how to perform a calculation, creating end-to-end example
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Python scripts, and interpreting or debugging errors.
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message. This is ideal for learning the API, working out how to perform a calculation, and creating end-to-end
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example Python scripts.
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3. **Fully Agentic AI**: Use an agentic coding tool such as [Claude Code](https://claude.com/claude-code) or
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[Codex](https://developers.openai.com/codex) together with [autolens_assistant](https://github.com/PyAutoLabs/autolens_assistant).

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