EX-AI-Summit · Speaker

Koushik Das

Independent Research | UMNA

Koushik Das is an independent researcher working on UMNA. His proposal separates new capability modules from a fixed core and uses statistical promotion gates to test updates against protected capabilities before accepting them.

Adding AI capabilities without silent regression: testing updates while protecting existing behaviours and declining changes under uncertainty.