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AI Assistants in the Research Workflow

The existing pages in this section describe how large language models work internally and how to use them for synthesis and literature work. This page is about something different: AI assistants embedded in the analysis workflow itself — writing pipeline code, converting data, navigating a cluster, drafting documentation.

The interesting questions here are not about capability but about discipline. If an assistant wrote the preprocessing script, what is recorded about how it was produced? If a model suggested an analytic choice, does that belong in the decision log? Reproducibility practice was designed around human-authored code, and the answers are not yet settled.