Yukyeong Lee, Yumin Choi, Jinheon Baek, Sung Ju Hwang (KAIST AI) · Evidence-Linked Memory

WikiTrace: Evidence-Linked Memory for LLM Agents

WikiTrace is an evidence-linked memory system for LLM agents that stores each lesson as an insight linked to a summary and to its raw trajectory. Agents can descend these links with terminal tools to check or correct a lesson before acting. The authors report that it outperforms existing memory approaches and a baseline given the same insights alone on five agentic benchmarks, while reducing memory-induced degradation. Code is available on GitHub.

Open the source ↗

Similar Research & Safety releases

Published by Quanta AI Labs, an AI agency in India. Browse every week in AI News Weekly.