ultra-agents

Ultra Autonomous Agents — a self-organizing, emergent multi-agent system that replaces LangGraph's manual graph flow with blackboard architecture, dynamic semantic routing, episodic + procedural memory, metacognition, token budgeting, adversarial resilien