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Only 5% of AI prototypes reach production; 95% fall into the validation abyss. YouTube engineers built a prototyping stack using Google AI Studio templates and read-only proxy servers to decouple experimentation from production. This approach launched YouTube Recap and Ask YouTube to user studies in weeks instead of quarters.
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