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In this segment of his YouTube video, Hamel Husain emphasizes that successful open coding requires domain expertise. While outsourcing annotation to contractors is acceptable, they must be trained in proper open coding techniques. Husain warns that contractors often default to simply reproducing AI instructions without critically assessing the output. He stresses that the evaluation should focus solely on whether the AI’s result is correct, rather than assigning blame for mistakes.










