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Achieving new state-of-the-art scores in deep research benchmarks, DuMate-DeepResearch redefines the capabilities of multi-agent systems in tackling complex research tasks.
Stop hand-engineering your multi-agent LLM systems: UnityMAS-O lets you train them end-to-end with RL, unlocking surprisingly large gains, especially for smaller models.
Stop relying on absolute LLM scores for RLHF: relative comparisons via tournaments yield significantly better rewards for long-form generation.
Forget generic messaging: LLM-based digital twins can predict how effectively a person will perceive a message, opening the door to hyper-personalized interventions.