Develop and productionize scientific ML surrogate models and decision systems for geothermal exploration. Prototype, benchmark, and harden ML approaches (e.g., physics-informed, transformers, diffusion, operator learning) and build multi-step POMDP-style planning and RL-based policies. Collaborate with geoscientists and engineers to integrate models into production software and decision workflows.