Open-alternative-jev is an open-source Python library that provides typed, calibrated decision-making using open-weights LLMs on local GPUs. It answers multiple-choice questions in a single forward pass without text generation, achieving 2.3x throughput improvement on shared-state tasks like RACE-H through token packing while maintaining accuracy through temperature scaling calibration.