Qian Xuesen’s 1954 Engineering Control Theory: The Unexpected Blueprint for Large‑Model Harnessing and Ontology

The article links Qian Xuesen’s 1954 work on engineering control theory to today’s challenges in large‑model training, arguing that a three‑step framework—ontology (defining what to control), control theory (designing how to control), and harness (accurate measurement)—is essential for reliable AI systems across domains such as medicine, law, and multimodal perception.

AI Engineeringcontrol theoryharness testing

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Qian Xuesen’s 1954 Engineering Control Theory: The Unexpected Blueprint for Large‑Model Harnessing and Ontology