LifelongAgentBench: A Benchmark for Evaluating Continuous Learning in LLM-Based Agents

LifelongAgentBench: A Benchmark for Evaluating Continuous Learning in LLM-Based Agents

Lifelong learning is crucial for intelligent agents navigating ever-changing environments, yet current LLM-based agents fall short—they lack memory and treat every task as a fresh start. While LLMs have transformed language tasks and inspired agent-based systems, these agents remain stateless and unable to learn from past experiences. True progress toward general intelligence requires agents that can retain, adapt, and reuse knowledge over time.…