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Addy Osmani argues that most developers use AI coding tools in a way that optimizes for task completion over genuine understanding. Citing three studies — an Anthropic randomized trial, MIT EEG research on ChatGPT use, and a CHI 2026 paper — he shows passive AI use measurably degrades comprehension and critical thinking. The key insight is that posture matters more than the tool itself: engineers who used AI to ask conceptual questions outperformed those who copy-pasted generated code. Osmani recommends forming a hypothesis before prompting, requesting explanations before code, using dedicated learning modes (Claude's Learning Mode, ChatGPT's Study Mode), treating AI output like a junior engineer's PR, and periodically re-deriving code by hand. He distinguishes ship velocity from skill growth as separate metrics, warning that engineers who can only work with AI assistance are vulnerable in a labor market already repricing what expertise is worth.

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<p>You hit the nail on the head. Critical thinking, design thinking, systems thinking, and logical reasoning are the defining traits of an elite engineer today especially in the AI era. But the industry has a massive systemic flaw, i.e. almost no one knows how to effectively evaluate these cognitive skills during the hiring process.</p>
