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iΔi\Delta

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Model it simply. Suppose a session runs for k turns, and each turn adds on average Δ\Delta tokens of new tool result to a transcript that is resent in full on every request, because nothing is evicting or compressing it. The tokens billed on turn i include roughly iΔ\Delta tokens of accumulated result history, so the total billed across the whole session is

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ii

Symbol i

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iΔi\Delta

Equation 9 · AI Infrastructure

The Economics, Energy, and Physical Limits of Tool Protocols and the Model Context Protocol

This mathematical expression combines the displayed quantities; its precise role follows from the surrounding article text.

Model it simply. Suppose a session runs for k turns, and each turn adds on average Δ\Delta tokens of new tool result to a transcript that is resent in full on every request, because nothing is evicting or compressing it. The tokens billed on turn i include roughly iΔ\Delta tokens of accumulated result history, so the total billed across the whole session is

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