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Equation 29 · Part 6 · The Economics and Physical Limits of Running AI Agents at Scale

Symbol q_i

E[Cn]≈∑i=1nci1−qi\mathbb{E}[C_n] \approx \sum_{i=1}^{n} \frac{c_i}{1-q_i}
qiq_i

What this part means

the probability.

Its job in the formula

qiq_i occurs below the fraction bar. The quantity above the bar is divided by this expression; zero is excluded as a denominator.

Where the article explains it

If a step fails and is retried with probability qiq_i , independent of other steps, the expected cost of the trajectory becomes E[Cn]≈∑i=1nci1−qi\mathbb{E}[C_n] \approx \sum_{i=1}^{n} \frac{c_i}{1-q_i}.

The passage around this formula

If a step fails and is retried with probability qiq_i , independent of other steps, the expected cost of the trajectory becomes E[Cn]≈∑i=1nci1−qi\mathbb{E}[C_n] \approx \sum_{i=1}^{n} \frac{c_i}{1-q_i}. Holding qiq_i = q constant across the trajectory — a simplification, since real failure rates are neither constant nor independent — the expected extra cost from retries is q1−q\frac{q}{1-q}∑i\sum_i cic_i , and because cic_i increases with i , that extra cost is weighted toward the trajectory’s most expensive, latest steps rather than distributed evenly across it. A one-percent per-step retry rate is a rounding error at step five. Applied at step two hundred of an uncached or lightly cached loop, it is a rounding error on a much larger number.

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Learn the underlying idea

A subscript is a label attached below a symbol. It often selects a time step, component, category, or member of a sequence.

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Sources cited in the article section

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