AIs and Humans with Agency
2026-05-04 • Artificial Intelligence
Artificial Intelligence
AI summaryⓘ
The authors compare how humans develop the ability to make decisions and take actions (agency) with how AI programs might have this ability. They explain that humans take many years to develop agency because a part of the brain called the frontal lobe needs to mature. Attempts to give large language models (LLMs) this kind of agency have faced big challenges. The authors suggest that to make real progress, AI needs a new design that works together with humans in real-life situations to plan and act.
agencyfrontal lobelarge language modelsAI architecturehuman-AI interactionplanningdecision makingcognitive development
Authors
David Mumford
Abstract
This paper compares agency in humans with potential agency in AI programs. Human agency takes many years to develop, as the frontal lobe is activated. Early attempts to endow LLMs agency have met serious obstacles. Progress requires a new architecture where actions and plans are formulated jointly with the human actors in each real world setting.