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Trucks generate seven times more particulate matter and greenhouse gases than trains. Their contribution to road congestion costs the U.S. economy over $100 billion a year, trucks are to blame for 90% of road deterioration. Rail is the far superior option by every metric, yet the federal government continues its war on rail, which is our country’s saving grace for moving freight. The fundamental question for Congress as it considers the surface transportation reauthorization is whether the proposed responses to a single accident would make Americans safer overall. It would do just the opposite – it would cause thousands of truck-based deaths.
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.