You Are in Control of Your State: Why Human Outcomes Are Controllable Through Causal State Intervention
A new research paper proposes a framework for understanding and controlling human outcomes through interventions targeting an individual's internal state. The authors define 'state' as a dynamic weighting vector that influences how biological and psychological processes process events, leading to decisions and outcomes. This framework, supported by evidence from various scientific fields and a large observational study, suggests that human variability stems from this latent state and that outcomes can be precisely controlled by intervening in this state trajectory. The paper outlines testable predictions and operational requirements for state-aware systems, with implications for personalized digital health, education, and AI. AI
IMPACT Proposes a novel framework for AI personalization and control of human outcomes via state intervention.