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
📄 PDF    🌐 Website
Evolving Feb 2026
Current Agents Fail to Leverage World Model as Tool for Foresight
📄 PDF    🌐 Website
Aligning Jan 2026
Self-Improving LLM Agents at Test-Time
📄 PDF    🌐 Website
Evolving Oct 2025
ToolRL: Reward is All Tool Learning Needs
📄 PDF    🌐 Website
Learning Apr 2025
SMART: Self-Aware Agent for Tool Overuse Mitigation
📄 PDF    🌐 Website
Aligning Feb 2025
UserRL: Training Interactive User-Centric Agent via Reinforcement Learning
📄 PDF    🌐 Website
Aligning Jan 2026