Project Lifelong Agent

Lifelong Agents: Learning, Aligning, Evolving

"Project Lifelong Agent" is an ongoing research effort driven by the dream of superintelligent agents that continuously learn, adapt, and evolve. This page collects latest papers from researchers diligently working to advance that mission.

Learning Aligning Evolving
Tool-R0: Self-Evolving LLM Agents for Tool-Learning from Zero Data Evolving Feb 2026 Current Agents Fail to Leverage World Model as Tool for Foresight Aligning Jan 2026 Self-Improving LLM Agents at Test-Time Evolving Oct 2025 ToolRL: Reward is All Tool Learning Needs Learning Apr 2025 SMART: Self-Aware Agent for Tool Overuse Mitigation Aligning Feb 2025