Exploring chemical reactivity from first principles is a grand challenge in computational chemistry . This is fundamental across all fields of chemistry and particularly critical in catalysis, where identifying multiple products, intermediates, and reaction mechanisms is key. Even simple systems can generate a diverse range of possible outcomes, and the complexity further increases when reactivity is influenced by environmental factors such as interfaces, solvents, and catalytic conditions .