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Standard forward pass. The model's forward() method must be a standard tensor-in, logits-out computation. No problem-specific control flow (for-loops over digits, explicit carry variables, string manipulation) inside forward(). The autoregressive generation loop lives outside the model, exactly as it would for any language model.

The record-setting raise should translate into a never-before-witnessed take for Wall Street. In the IPO world, those dollars come in two forms. The first: the underwriting fees—or what’s known as the “gross spread”—that the banks receive for pre-selling shares to institutional investors before they start trading, and hence offered to the general public. Jay Ritter of the University of Florida, the leading academic expert on IPOs, reckons that on a deal this immense, the charge would be around 2%. At 2%, the fees for placing the newly-issued $50 billion in stock comes to $1 billion.

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