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Photonic reservoir architecture search no longer requires brute-force circuit simulation: an exact polynomial bridge predicts finite-shot risk directly from task statistics to machine precision, while formally proving that standard displacement encodings can never compute nonlinear functions regardless of circuit topology.
SkillShapley reveals that not all steps in agent skills are created equal, enabling precise identification of high-impact actions that can enhance performance.
Achieving a response rate of 0.88 in full-duplex interactions, JoyAI-Talker redefines how empathetic voice agents can engage in natural conversations even amidst interruptions.
Ling-2.6 and Ring-2.6 achieve unprecedented efficiency in agentic intelligence, enabling instant responses and deep reasoning at trillion-parameter scale.
Gaussian Processes can now provide reliable uncertainty estimates for causal inference with instrumental variables, addressing a critical gap in existing methods.