Von is an open-source, non-autoregressive system for fast decision-making that evaluates discrete criteria in sub-25ms without token-by-token text generation. It achieves 91.23% accuracy on multi-hop reasoning benchmarks and 71.5% macro accuracy on expanded task suites, with calibrated probabilistic outputs and native support for NVIDIA CUDA, AMD ROCm, and Apple Silicon.