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His prescription sets a harder test for the industry: produce actual public benefits while accepting rules that constrain frontier labs and the concentration that AI scaling tends to produce.
6 minA planned API will check a pattern encoded through subtle word choices, but constrained code, lightly edited human drafts and complete rewrites expose the boundaries of what the signal can establish.
5 minThe beta agent can modify and check code across large repositories, but its cheapest tier lets Meta train on the prompts and outputs routed through it—a trade teams must assess before plugging in their development work.
5 min