Tag
FORGE is a protocol that enables LLM agents to evolve their memory via population broadcast without weight updates, converting failed trajectories into reusable knowledge artifacts. It significantly improves performance on the CybORG CAGE-2 network-defense task over zero-shot and Reflexion baselines across multiple LLM families.