Use cases are research opportunities, not guaranteed applications. Scientists should separate generated candidates from validated results and select the correct model for their task.
Protein design and structural biology
Early-stage biomedical research
Evolutionary analysis and representation
What requires further evidence?
For agriculture, climate, industrial enzymes or therapeutic applications, ESM models may inform hypotheses, but specific impact claims should be supported by domain-relevant peer-reviewed studies and experimental validation.