The probabilistic nature of AI models makes their outputs inherently unreliable.

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• AI's business results are lagging because organisations have a low tolerance for non-determinism, not because the models are not good enough. SYSteve Yegge11 Mar 2026similar wordingSoftware engineer of four decades who spent years at Amazon and Google
• The probabilistic nature of AI models is what makes them well suited to creative tasks CHChip Huyen16 Jan 2024similar wordingEngineer and writer on machine-learning systems
• 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. DADario Amodei13 Feb 2026similar wordingCo-founder and CEO of Anthropic
• The two standard criticisms of AI — that it is not deterministic and that it is not creative — cannot both be true. DHDavid Heinemeier Hansson26 Aug 2026similar wordingCreator of Ruby on Rails, CTO of 37signals
• There is no route to AI alignment or safety that goes around reliability: a system that cannot reliably follow a known algorithm cannot be made safe. GMGary Marcus7 Jun 2025similar wordingCognitive scientist, professor emeritus of psychology and…

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