TrustMem slashes LLM memory errors with verification‑guided learning
TrustMem adds a verification layer to LLM agents' memory updates, catching omissions, corruptions and hallucinations before they become permanent. The system’s preference‑guided RL boosts memory utility, cutting error rates by up to 79% and raising benchmark F1 scores by 12 points, making long‑term LLM memory far more reliable.