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Can AI Run a Drug Discovery Lab on Its Own?

1What It Would Mean for AI to Run a Lab2The Drug Discovery Pipeline in Plain Terms3Where AI Already Helps Today4Closing the Loop: Self-Driving Labs5Real Examples of AI-Run Lab Systems6Where Autonomy Breaks Down7What Still Needs a Human
What It Would Mean for AI to Run a Lab

A Lab Is a Chain, Not a Button

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When people picture a drug discovery lab, they often picture one clever machine that spits out a medicine. In reality, nothing in a lab looks like that.
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Drug discovery is not a single act but a chain of stages: choosing a biological target, searching for molecules that affect it, refining those molecules, and testing them in the lab. Each stage produces a result that determines what the next stage should be. Some stages are mainly thinking and computation; others require physical experiments at a bench. Because every stage feeds the next, the lab behaves like a pipeline rather than an isolated action.

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