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AI CURATED HOT STORY · 10/29/2026

Alibaba Cloud's Zhou Qi on Building Certainty for Enterprise Agents

1 reports archived1 independent sourcesupdated 10/29/2026, 19:11:43
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Zhou Qi, VP of R&D at Alibaba Cloud, identifies the core conflict in enterprise AI adoption as the clash between traditional software's formal logic and AI's probabilistic nature. Drawing parallels to electrification history, he emphasizes that standardized infrastructure (like AgentCore) is crucial for addressing stability, ROI, and organizational collaboration, recommending a start with high-frequency deterministic scenarios while highlighting the value of human review.

LATEST/Zhou Qi, VP of R&D at Alibaba Cloud, identifies the core conflict in enterprise AI adoption as the clash between traditional software's formal logic and AI's probabilistic nature. Drawing parallels to electrification history, he emphasizes that standardized infrastructure (like AgentCore) is crucial for addressing stability, ROI, and organizational collaboration, recommending a start with high-frequency deterministic scenarios while highlighting the value of human review.

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  1. InfoQ 中文T2·68 pts

    Alibaba Cloud's Zhou Qi on Building Certainty for Enterprise Agents

    • The fundamental conflict in enterprise AI adoption lies between the need for certainty in traditional software and the probabilistic output of AI models
    • Drawing parallels to electrification, standardized Agent infrastructure (such as Alibaba Cloud's AgentCore) is key to achieving scalable application
    • Start with relatively deterministic, high-frequency, and measurable scenarios before expanding to complex collaboration, retaining human value in defining standards and reviewing outputs