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.
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Neither Anthropic's announcement nor the Time exclusive mentions the elephant in the room: the Pentagon's pressure campaign. On Tuesday, Axios reported that Hegseth told Anthropic CEO Dario Amodei that the company has until Friday to give the military unfettered access to its AI model or face penalties. The company has reportedly offered to adopt its usage policies for the Pentagon. However, it wouldn't allow its model to be used for the mass surveillance of Americans or weapons that fire without human involvement.
Publication date: 10 March 2026