A new neurosymbolic router classifies queries to dispatch structured tasks to deterministic engines instead of probabilistic models. This approach targets arithmetic and formal logic on resource-constrained hardware. By bypassing LLMs for deterministic solutions, arXiv:2609.35833v1 reduces energy consumption and improves accuracy.