From Model Capability to Trusted Delivery: An Analysis of Trust Reconstruction in AI Commercialization

AI Commercialization Is Moving from “Capability Demonstration” to “Accountable Delivery” The core issue presented by the HaxiTAG case is not...

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From Conversation to Collaboration: Copilot Cowork Ushers in the Execution Era of Enterprise AI

  A Paradigm Shift in How AI Works On May 5, 2026, Microsoft announced a series of major updates to Copilot Cowork on the official Microsoft...

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No More AI “Hallucinating with Confidence”: Enterprise-Grade Knowledge Computation Engine Yueli KGM Is Officially Open Source

Large language models are undeniably smart, but why do they still “hallucinate” at the most critical moments? A risk-control model spits out...

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Data Intelligence: From High-Quality MRC to Expert Knowledge Graph — The Data Flywheel

In the process of enterprise-grade AI application deployment, Data Intelligence is not merely a "supporting layer" — it is the ...

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