The Anti-Biological Mandate: The Biological Cost of Intent-Driven Labor and the Collapse of Bureaucratic Shelters in the Agentic AI Era

Abstract

Contemporary discourse surrounding Artificial Intelligence (AI) displacement predominantly focuses on quantitative metrics of labor substitution and macroeconomic displacement. This paper proposes a paradigm shift by examining the neurobiological and socio-evolutionary frictions induced by the transition from task-execution labor to agentic, intent-driven orchestration. Drawing upon evolutionary psychology, metabolic neurobiology, and Science and Technology Studies (STS), we articulate the "Anti-Biological Mandate": a structural contradiction wherein automated execution dismantles the bureaucratic shelters that historically accommodated human energy-conservation instincts, forcing operators into a perpetual state of high-cost prefrontal activation and political alignment. As agentic AI systems commoditize execution, human labor is restricted to high-density intent formulation, rigorous output auditing, and inter-individual risk negotiation—tasks that trigger ancestral fight-or-flight mechanisms and acute cognitive depletion. We conceptualize this phenomenon as the "Allostatic Load of Agency" and argue that future workplace stratification will be dictated not by raw technical skill, but by the neurobiological stamina required to sustain high-friction governance.