#continual-learning

Honcho is an open-source memory library and managed service meticulously engineered for building stateful AI agents. It boasts cross-model, cross-framework, and cross-architecture compatibility, enabling agents to establish and continuously maintain state for any entity, including users, agents, and groups. Functioning as a continual learning system, Honcho intelligently comprehends and adapts to entities that evolve over time, thereby significantly boosting agent retention and user trust. Its core capabilities encompass application workflow management, persistent interaction history storage, and leveraging powerful reasoning to guide agent behavior. By offering features like natural language querying, dynamic session context management, and message search, Honcho empowers developers to construct highly intelligent chatbots and deliver truly personalized agent experiences.