It turns a described workflow into a file your platform actually accepts, then tells you exactly what to do with it. Here is everything it does, and why it refuses to do certain things.
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- SECTION 01
- Why AI-built automations usually fail
Ask any AI assistant to write you an automation file and you get one of four results. The file gets rejected on import. The file imports and quietly does nothing. The file works and you have no idea what to do next. Or, most subtly, you get exactly one workflow when the job honestly needed two or three working together.
None of those are failures of intelligence. They are failures of evidence. A model asked to write an n8n workflow has to produce a few hundred exact identifiers, each one differing by platform, by version, and sometimes by account. That is recall, not reasoning, and recall is where models are weakest. A name that is almost right looks completely right in a text editor and gets refused the moment it hits the platform.