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LLMs Work Best When Users Define Acceptance Criteria First

The Wire·March 7, 2026

A recent analysis emphasizes that large language models (LLMs) deliver optimal results when users clearly define their acceptance criteria upfront. This insight is crucial for solo founders and small AI-native companies aiming to maximize efficiency and output quality with minimal resources. It underscores the importance of precise user input in the lean AI economy to reduce iteration cycles and improve productivity.