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Google and Artificial Analysis launch Multimodal Knowledge Agent benchmark

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Google DeepMind and Artificial Analysis released MKA, a 200-task benchmark testing how agents reason over visually complex files across 10 verticals and 83 occupations. Tasks take experts three to eight hours and are graded by an autorater that agreed with human experts 96% of the time. Google says Gemini 4 Carbon ranked second in quality at about 6x lower cost, and is available via the Gemini API.

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