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Avatar Intelligence: Amplifying Human Agency Through Persistent Personal Agents

arXiv自然语言 2026-11-02 21:11 7 阅读 查看原文

Personal AI agents are increasingly capable of handling long-horizon tasks across applications, yet users often need to invest substantial effort in specifying goals, resolving ambiguity, and verifying outcomes.

We argue that progress should be measured by how effectively agents amplify human agency: enabling people to pursue their goals with less routine supervision while retaining control over consequential decisions.

Avatar Intelligence: A Paradigm for Persistent Personal Agents

We advocate Avatar Intelligence, a paradigm of persistent personal agents that represent users' goals, values, and constraints through sustained decision delegation across contexts and time. We describe a maturity roadmap from human-directed execution to autonomous operation within delegated domains, and introduce the Agentic Oversight Index (AOI) as a framework for evaluating delivered value against agent-side operational cost and human oversight burden.

Core Research Challenges

We identify three core research challenges:

  • Identity-continuous personalization that carries user preferences across tasks.
  • User-situated evolution through Rehearsal Engineering.
  • Safety mechanisms that combine technical control with accountability and recourse.

These directions define a research agenda for reliable decision delegation to personal agents across tasks and over time.