A ceramic checkout repair beside an unrequested purple repaint and extra receipt, illustrating scope expansion.
AI Native Systems

Sonnet 5.5: Higher Effort Isn’t Always Better

Sonnet 5.5 shows why higher effort is not always better. A concrete checkout example helps distinguish a wrong answer from an agent that did more than the task required.

October 6, 2026Read article

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