System, method and device for reducing the time required for solution of problems in the NP complexity class to polynomial time. Within satisfaction problems or problems reducible to a satisfaction problem, the invention tracks the sources of implications and identifies proximal parameterizations of conditional contradictions and subsequently avoids those contradictory conditions. The action is completed in less time than is incurred by existing methods and thus provides a performance improvement to the devices, software, or processes which address such problems.