Jun 12, 2026 · Product Management

AI‑Era Product Manager: From Process Designer to Boundary Manager

An AI‑era product manager is no longer just a process designer; they must manage uncertainty, handle ambiguous user intent, design graceful failure, and set clear boundaries for model behavior, acting more like a trainer of a living system than a traditional static workflow architect.

AIFailure DesignUncertainty Management

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AI‑Era Product Manager: From Process Designer to Boundary Manager

DaTaobao Tech

Jan 5, 2026 · Artificial Intelligence

Why AI Engineering Isn’t a Reinvention of Software Architecture – Insights from AI Search

The article examines how AI engineering builds on, rather than discards, traditional software engineering principles, using the evolution of AI‑driven search at Alibaba to illustrate architectural upgrades that manage uncertainty, integrate context engineering, and combine classic design patterns with new AI‑specific tools.

AI engineeringContext EngineeringMulti-Agent

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