The document discusses a complementary dual-modular redundancy (CDMR) scheme aimed at enhancing soft-error tolerance in semiconductor designs by addressing the limitations of traditional triple-modular redundancy (TMR) systems, such as high area overhead and voter vulnerabilities. The proposed CDMR utilizes a two-stage voting system inspired by Markov random field theory, achieving a 20% reduction in voting circuit area and a 26% decrease in error rates at a low supply voltage. This new design outperforms existing architectures in both reliability and efficiency while minimizing space requirements.