PaperAgent

Feb 20, 2026 · Artificial Intelligence

Why Graph-Based Memory Is the Next Frontier for AI Agents

This article surveys recent advances in graph‑structured agent memory, presenting a taxonomy, lifecycle stages from extraction to evolution, open‑source tools, and benchmark suites that together illustrate how graph memory can overcome knowledge truncation, tool incompetence, and performance saturation in LLM‑driven AI agents.