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GitHub explains that reducing tokens in each invocation does not necessarily lower the cost of the entire task, as it may prompt the model to rerun commands or retrieve deleted outputs. The company presents four improvements in Copilot: compressing repetitive outputs, removing unhelpful formatting, shortening instructions, and delivering background-task results directly.