AI tools risk masking shallow learning as productive work by making quick summaries feel like genuine expertise

LLMs enable engineers to quickly summarize papers and learn terminology superficially, creating an illusion of understanding without deep engagement

True expertise requires sustained deep reading, hands-on practice, and learning from failures—not just polished AI-generated abstracts

The danger isn't that AI makes people lazy, but that it makes shallow learning appear efficient and legitimate, potentially weakening critical thinking skills

Professional taste and judgment are built through countless hours of practice and mistakes, not through reading abstracts or AI summaries

AI hasn't eliminated a skill people widely possessed before; rather, it has made intellectual shortcuts more deceptively appealing and normalized