Critique of LLM Autonomy and Generalization Capabilities

Current frontier models require heavy oversight for simple tasks and exhibit narrow generalization, often failing outside specific training neighborhoods. Despite successful demonstrations in complex domains like Navier-Stokes, models lack the meaningful autonomy required to replace knowledge workers without significant human guardrails.