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The best model is not always the smartest one. In interactive products, waiting time changes the experience and the workflow.

Open-weight models shift some AI decisions from vendor selection toward deployment, adaptation, and operations.

More deliberate inference can improve difficult tasks, but products need to make the new tradeoffs visible.

A product can use multiple models without turning every request into an architecture debate.