A high-performance Quantum QCAD engine that uses Numba-JIT acceleration to map the "Sweet Spot" where algorithmic complexity meets physical noise. Unlike bloated enterprise kits, it provides a transparent, low-level look at how T_1 and T_2 decay shift the optimal depth of NISQ algorithms.