Research questionHow can LLM coding agents construct persistent, editable platform-native data pipelines instead of one-off scripts?LLM coding agents commonly produce executable scripts that are disconnected from the platform artifacts users need to inspect, modify, and maintain. The resulting gap makes automated workflow construction difficult when persistence and native editability are required.