2025-11-11

Startup Commentary”How to Prepare Your Data for Artificial Intelligence”

Agent AI is reshaping the underlying logic of data engineering. This change is both a challenge and a key opportunity for entrepreneurs to achieve “data – driven” business. By focusing on contextual value, building infrastructure in stages, strengthening the feedback mechanism, and cultivating a compound team, entrepreneurs can not only “prepare data for AI” but also enable AI to “create value for business” and gain an advantage in future intelligent competition.

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2025-11-10

Startup Commentary”Small and Medium-sized Banks: “Cutting the Tail” in Loan Assistance”

the withdrawal of small and medium-sized banks from the loan assistance business is an inevitable result of industry standardization and also a window for entrepreneurs to re-examine market opportunities. Only by focusing on compliance, deeply cultivating scenarios, and building empowering capabilities can entrepreneurs seize opportunities and achieve sustainable development in the transformation wave of the financial industry.

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2025-11-08

Startup Commentary”The Six AI Giants on Stage: AGI Is No Longer a “Future” Thing”

The fact that AGI “is happening” is an inevitable result of technological accumulation and the starting point of industrial transformation. Entrepreneurs need to embrace the intelligent wave with a “pragmatic” attitude. They should not only see the opportunities brought by technological collaboration, but also be vigilant against the vague definition, technological bottlenecks, and ethical risks.

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