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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
Where Autonomy Breaks Down

When a Result Makes No Sense

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Most measurements from an automated assay land inside a band you expect. Then one point jumps far outside it.
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A result stream from an automated assay normally stays within an expected band. Occasionally a measurement spikes far outside it. That spike has at least two very different possible causes: a genuinely interesting biological effect, or a failed run such as a clogged tip, an evaporated well, or a contaminated plate. The system has no way to tell these apart from the number alone. A human has to look at the raw evidence, decide whether the run was valid, and choose whether to repeat it, discard it, or follow it up.

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