AI Waka

Feb 27, 2026 · Artificial Intelligence

How to Add Persistent Long‑Term Memory to LangGraph Agents with Trustcall

This article explains how to integrate durable long‑term memory into LangGraph agents, covering memory types, their coordination, limitations of native LangGraph storage, and a step‑by‑step implementation using Trustcall’s schema‑driven extractors for both user profiles and paper collections.