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the five levels
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# The Five Levels: from Spicy Autocomplete to the Dark Factory
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Source:
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- <https://www.danshapiro.com/blog/2026/01/the-five-levels-from-spicy-autocomplete-to-the-software-factory/>
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- <https://simonwillison.net/2026/Jan/28/the-five-levels/>
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0. Spicy autocomplete, aka original GitHub Copilot or copying and pasting snippets from ChatGPT.
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1. The coding intern, writing unimportant snippets and boilerplate with full human review.
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2. The junior developer, pair programming with the model but still reviewing every line.
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3. The developer. Most code is generated by AI, and you take on the role of full-time code reviewer.
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4. The engineering team. You're more of an engineering manager or product/program/project manager. You collaborate on specs and plans, the agents do the work.
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5. The dark software factory, like a factory run by robots where the lights are out because robots don't need to see.
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![](https://www.danshapiro.com/blog/wp-content/uploads/2026/01/image.png)
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![](https://www.danshapiro.com/blog/wp-content/uploads/2026/01/image-1.png)
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![](https://www.danshapiro.com/blog/wp-content/uploads/2026/01/image-2.png)
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![](https://www.danshapiro.com/blog/wp-content/uploads/2026/01/image-3.png)
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![](https://www.danshapiro.com/blog/wp-content/uploads/2026/01/image-5.png)
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![](https://www.danshapiro.com/blog/wp-content/uploads/2026/01/image-8.png)
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<https://simonwillison.net/2026/Feb/7/software-factory/>

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