New AI models and tools are easier to evaluate with small, well-defined tests.

I usually begin with a real but low-risk task: summarizing a public document, extracting structured information, rewriting a paragraph, or comparing several draft outlines.

Clear evaluation criteria—accuracy, instruction following, consistency, speed, and cost—matter more than impressive demonstrations.

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