Learn, Generalize, Reflect and Optimize (LGRO): A Practical Guide for Self-Improving AI Agents

Memory remembers what happened. Learning changes what the agent does next time. LGRO — Learn, Generalize, Reflect, Optimize — is a practical framework for non-parametric, self-improving AI agents.