Jie Shi

Human-guided physics-constrained AI agents construct an auditable model of soil-plug evolution

A human-in-the-loop, physics-constrained multi-agent workflow where human experts define admissible physics and modeling boundaries, while agents retrieve evidence, derive equations, implement solvers, and audit the theory-to-code chain is introduced.