Verified65% confidenceOpinionExact time
AI has significantly lowered the barrier to engineering, but has not completely eliminated the learning curve, and system design thinking and engineering capabilities still require continuous accumulation.
3
Sources
65%
Confidence
Long-term
Relevance
7/16/2026
First Seen
Sources
Related Claims
VerifiedAI lowers the barrier to engineering implementation, not to scientific thinking; scientific judgment of experimental results and understanding of domain knowledge remain parts that AI cannot replace.85% similarVerifiedAI-assisted programming has greatly lowered the barrier to building a usable product from scratch, but a professional experience barrier still exists between a toy project and system-level engineering, involving deep engineering capabilities such as concurrency safety, memory management, and scalable architecture.79% similarVerifiedAI-assisted programming cannot fully replace an understanding of underlying principles, and a solid foundation remains indispensable in complex projects.79% similar
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