The framework proves an isomorphism to the Boolean hypercube {0,1}^n, turning logical AND into bitwise OR. It identifies algebraic structure, formalises operations, and constructs quotient spaces that collapse redundant representations. Across rule‑combination tasks, including patient subgroup discovery and Rule-based molecular screening, the method reduces search space and boosts optimal‑solution chances. Practitioners can now optimise directly over these reduced spaces.