Continual learning 1

AI-native memory platform for stateful agents and continual context Honcho is an AI-native memory platform for building stateful AI agents. It stores and indexes messages, continuously reasons about interactions through its Neuromancer models, and returns curated context through a simple context() method. Honcho helps agents maintain continuity, understand user preferences, reduce unnecessary token usage, and support advanced reasoning across users, agents, NPCs, groups, and other entities. It supports model-agnostic integrations, unlimited retrieval, token budgets, peer scoping, background dreaming, and on-demand reasoning.