As AI moves from copilots that suggest to agents that act, the hardest design work isn't technical. It is deciding what leaders will hand over, who answers for the result, and whether anyone feels authorized to say stop.
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Most coverage of the Hugging Face incident is written either for security engineers or for people who enjoy being frightened. Here is what happened, how three regions responded, and what it actually changes for the companies I work with.
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