About
MemRL equips AI agents, such as Claude Code, with a persistent episodic memory system, allowing them to learn and evolve from past experiences. It addresses the challenge of AI forgetting previous interactions by capturing coding sessions as "episodes," indexing them for semantic retrieval, and employing reinforcement learning to identify and surface the most valuable memories. This enables continuous improvement, faster problem-solving, and a cumulative knowledge base that grows smarter with every interaction and user feedback.
