ARTFEED — Contemporary Art Intelligence

New Framework for Agentic AI Autonomy and Agency in Regulated Contexts

ai-technology · 2026-05-13

A recent paper on arXiv presents a two-dimensional framework for implementing agentic AI within regulated settings, focusing on the interconnectedness of agency (system capabilities) and autonomy (degree of human involvement). This structure categorizes both dimensions into five operational tiers, ranging from human-directed operation (L1) to completely autonomous oversight (L5) for autonomy, alongside reasoning based on provided context for agency. The goal of this methodology is to establish a solid foundation for evaluating oversight, the implications of actions, and error rectification—areas where existing approaches fall short.

Key facts

  • Paper on arXiv: 2605.12105
  • Introduces two-dimensional design space for agentic AI
  • Autonomy ranges from L1 (human-commanded) to L5 (fully autonomous)
  • Agency ranges from reasoning over supplied context
  • Addresses coupling of autonomy and agency
  • Focuses on regulated contexts
  • Aims to provide principled basis for oversight and error correction
  • Published in 2025

Entities

Institutions

  • arXiv

Sources