Software Engineering 3.0 Era
Oct 24, 2026 · Industry Insights
What Should Students Learn to Avoid AI Obsolescence? CNCC Roundtable Insights
Based on a CNCC roundtable, this article argues AI can execute complex tasks like chip design but humans must define problems, verify outputs, and make value judgments. It outlines eight meta-capabilities — problem definition, verification, ethical judgment, systems thinking, human-AI collaboration, empathy, self-drive, and aesthetics — and advocates task-driven learning to cultivate these, shifting education from knowledge transmission to judgment incubation.
AI in educationCNCCchip design
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