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Tied embed, RoPE digit routing, carry via final norm, SiLU wrap detection

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When Anthropic CEO Dario Amodei balked at the Pentagon’s demands, warning the proposed language the DOW wanted could allow safeguards to be bypassed, Michael responded by taking the fight public. He accused Amodei of having a “God complex,” called him “a liar,” and warned that no private company should be able to dictate the military’s options. The Pentagon, he insisted, “will ALWAYS follow the law but will not yield to the desires of any profit-driven tech firm.”

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For implementers, there's no Transformer protocol with start(), transform(), flush() methods and controller coordination passed into a TransformStream class that has its own hidden state machine and buffering mechanisms. Transforms are just functions or simple objects — far simpler to implement and test.