Biological Context Does Not Reliably Improve LLM-Guided Experimental Optimization

Marilyn Zhang, Tianfeng Chen, Fabián Barzuna +2

Autonomous labs increasingly deploy large language models (LLMs) as closedloop biology optimizers that propose a design, read the outcome, then propose again. This is partly becaus…