Spnda

Spnda is a lightweight tool that provides sub-microsecond epistemic uncertainty quantification and hallucination detection for large language models, operating orders of magnitude faster than traditional neural Semantic Entropy methods. It supports Python and Rust engines and integrates easily with modern LLM pipelines for production-grade uncertainty and safety monitoring without GPU dependency.