“AI-enhanced productivity is not a shortcut to competence,” they mentioned, and the “aggressive” incorporation of AI into the office can have damaging impacts on staff who don’t stay cognitively engaged. Humans nonetheless want the talents to catch AI’s errors, information output, and supply oversight, the researchers emphasised.
“Cognitive effort — and even getting painfully stuck — is important for fostering mastery,” they mentioned.
Managers ought to suppose “intentionally” after they deploy AI instruments to make sure engineers proceed to study as they work, the researchers suggested. Major LLM suppliers present studying environments, comparable to Anthropic’s Claude Code Learning and Explanatory modes, or OpenAI’s ChatGPT Study Mode, to help.
