Andreas Ehstand

Developer of AUGMANITAI (2,000+ bilingual terms for human-AI interaction phenomena, DOI 10.5281/zenodo.19178907) and PERMANITAI (substrate-independent performance factor analysis framework, DOI 10.5281/zenodo.19540924). Applied via the Hybrid Team Protocol. Empirical base: ~50,000 documented human-AI interaction turns. ISO 704/1087/30042-inspired. CC BY-NC-ND 4.0. ORCID 0009-0006-3773-7796. augmanitai.com