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The model must be autoregressive. It receives a token sequence as input and predicts the next token. Output digits are generated one at a time, with each new token fed back as input for predicting the next. The carry propagation must emerge from this autoregressive process — not from explicit state variables passed between steps in Python.
Daniel Miessler has spent 25 years in technology—advising Fortune 10 companies, building open-source security tools used by penetration testers worldwide, and leading cybersecurity operations at firms like Apple and Robinhood. But his most provocative argument isn’t about malware or zero-day exploits. It’s about something far more disruptive: the end of the job itself.