Accurate models of real quantum systems are important for investigating their behaviour. yet are difficult to distil empirically. Here. we report an algorithm—the quantum model learning agent (QMLA)—to reverse engineer Hamiltonian descriptions of a target system. https://thebrickes.shop/product-category/ice-maker/