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Equation 29 · Part 8 · The Economics and Physical Limits of Running AI Agents at Scale

fraction

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

What this part means

Divide the expression above the line by the one below it.

Its job in the formula

The expression above the fraction bar is divided by the complete expression below it. The denominator must not be zero.

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 fraction a/b means a divided by b. The top number is the numerator; the bottom number is the denominator, and it cannot be zero.

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Sources cited in the article section

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