Aleksei Rybnikov

The Mirror Hypothesis: Operator Context as a Growth Medium for AI Agent Intelligence

Position paper. The practice of building personal AI agents develops in two opposite directions: accumulating rules and prescriptions, or accumulating knowledge of the specific human operator. The Mirror Hypothesis states that agent effectiveness grows with the depth of operator...