This workshop will focus on foundation models for science, with an emphasis on cosmology and particle physics. Topics of interest might include:

 - scaling laws and data-taking strategies

- hard and soft physics priors

- pros and cons of LLMs/agent harnesses as a component of such models

- uncertainty quantification and interpretability.