Spanda Research

Spanda Research develops zero-cost epistemic uncertainty tooling for production LLM systems. The project is led by Bhupen Nayak and focuses on replacing computationally expensive neural Semantic Entropy with deterministic lexical metrics that run in microseconds on CPU. The research is published openly on Zenodo and the codebase is maintained on GitHub under a dual MIT/BSL 1.1 license.