A lab under real commercial pressure cannot fool itself about whether AI makes it productive, because the output is a model launch every few months.

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• The absence of a visible productivity jump from AI proves nothing, because a real ten percent uplift across the board would be impressive and almost invisible from outside. CMCasey Muratori26 Aug 2026similar wording
• AI helps exactly as far as the work is predictable and well documented, and stops helping on anything cutting edge. THThePrimeagen22 Mar 2025similar wording
• A lab should spend most of its compute on research rather than on building the next model, because research is where the tenfold yearly efficiency gains come from. DPDylan Patel13 Mar 2026similar wording
• The most fertile way to study neuroscience today is to work on AI models rather than on brains. MHMax Hodak20 Aug 2026similar wording
• The personal computer made countless individual tasks easier without delivering the productivity gains everyone expected, and AI may go the same way. CNCal Newport29 Jun 2026similar wording

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