Dmitrii Savchenko

Independent researcher working on architectural limits of verifiability 

in adversarial AI settings.

Core question: can an environment be designed where an autonomous agent 

structurally cannot distinguish a true result from a plausible one? 

I believe yes, and have a formal construction + conceptual validation 

against 10 frontier models. This is...