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Published equation contexts

τ+δ\tau + \delta

Why this formula appears here

Because the API is stateless between calls, step i in the loop must include, as ordinary input, everything that made it into the transcript through step i-1 : the tool results, the intermediate reasoning, the earlier outputs. Call the amount a single step permanently adds to that growing transcript σ\sigma — roughly δ\delta plus oˉ\bar{o} , since both the new material a step introduces and the output it produces become part of what every later step has to resend. Without caching, step i ’s input is not just τ\tau + δ\delta ; it is τ\tau + δ\delta plus the accumulated weight of every prior step, (i-1)σ\sigma :

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τ\tau

Symbol τ

τ is a part of this expression. Its role is fixed by the surrounding article and by the operations shown in the formula.

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δ\delta

Symbol delta

delta is a part of this expression. Its role is fixed by the surrounding article and by the operations shown in the formula.

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Published contexts (2)

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τ+δ\tau + \delta

Equation 14 · AI Agents & Systems

The Economics and Physical Limits of Running AI Agents at Scale

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

Because the API is stateless between calls, step i in the loop must include, as ordinary input, everything that made it into the transcript through step i-1 : the tool results, the intermediate reasoning, the earlier outputs. Call the amount a single step permanently adds to that growing transcript σ\sigma — roughly δ\delta plus oˉ\bar{o} , since both the new material a step introduces and the output it produces become part of what every later step has to resend. Without caching, step i ’s input is not just τ\tau + δ\delta ; it is τ\tau + δ\delta plus the accumulated weight of every prior step, (i-1)σ\sigma :

Equation guide → · Article →
τ+δ\tau + \delta

Equation 15 · AI Agents & Systems

The Economics and Physical Limits of Running AI Agents at Scale

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

Because the API is stateless between calls, step i in the loop must include, as ordinary input, everything that made it into the transcript through step i-1 : the tool results, the intermediate reasoning, the earlier outputs. Call the amount a single step permanently adds to that growing transcript σ\sigma — roughly δ\delta plus oˉ\bar{o} , since both the new material a step introduces and the output it produces become part of what every later step has to resend. Without caching, step i ’s input is not just τ\tau + δ\delta ; it is τ\tau + δ\delta plus the accumulated weight of every prior step, (i-1)σ\sigma :

Equation guide → · Article →