Sequoia China has launched a dual-track evaluation system "xbench", which simultaneously tracks the theoretical capability ceiling of AI models and the landing value of Agents in real scenarios, and adopts an evergreen evaluation mechanism to continually update the test content; xbench is divided into two paths: AGI Tracking and Profession Aligned. xbench is divided into AGI Tracking and Profession Aligned paths, with the former testing the boundaries of key capabilities of the model and the latter focusing on the actual value of vertical fields, such as recruitment and marketing applications; the evaluation design tracks the technology-market fit (TMF) of the Agent's capabilities, predicts the point at which the AI will be able to take over the existing business processes, and analyzes the cost-effectiveness and speed of professional capability enhancement.
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