TL;DR A model that performs well in a demo may struggle when an agent has to use tools, process long documents, or meet a response-time target. Choosing a model for production calls for structured tests using representative prompts, expected answers, and consistent measures of quality, latency, and cost. Nova 2 Lite, Llama 4, Claude Sonnet […]
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