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Irys introduces Stateful Swarms, an open-source paradigm for AI agents using structured blackboard memory to improve performance and reduce cost. On Harvey AI's Legal Agent Benchmark, it achieved an 83.74% criteria pass rate at $1.30 per task, compared to the state-of-the-art 10.4% at $50.90.