Why AI Product Managers Have Stopped Drawing Prototypes

The article explains how AI product managers have shifted from creating prototype mock‑ups to designing continuous evaluation "exams", building test suites, analyzing data and model behavior, and coordinating cross‑functional teams to turn "usable" AI into truly "good" AI experiences.

AI lifecycleAI product managementcross-team collaboration

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Why AI Product Managers Have Stopped Drawing Prototypes

Yunqi AI+

Feb 13, 2026 · Artificial Intelligence

AI Engineering: Methodology and Practice for Turning Generative AI into Production Systems

The article outlines a comprehensive AI engineering methodology—including the TPMR framework, an AI‑driven development lifecycle, talent transformation from co‑pilot to AI pilot, and a practical enterprise adoption roadmap—to move generative AI and large models from experimental prototypes to production‑grade systems.

AI engineeringAI lifecycleLLMOps

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AI Engineering: Methodology and Practice for Turning Generative AI into Production Systems