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.
Nailed unit economics (CAC, margins, LTV).
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A few months pass, and Erika decides to clean up their credential manager. They don’t remember why they had a specific passkey for a messaging app and deletes it.