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Equation 8 · Part 1 · Measuring AI Agent Reliability: What the Evidence Actually Supports

Symbol n

nn
nn

What this part means

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

Its job in the formula

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

The passage around this formula

That combinatorial form is the unbiased estimator: it uses every one of the n observed outcomes rather than discarding some of them, and it has materially lower variance than the intuitive shortcut of raising a single measured success rate to a power. The paper is explicit that the naive alternative is biased, not merely noisier, so the difference is not a technicality —…

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Learn the underlying idea

A variable is a named place for a value. Its letter is a local label: x can mean position in one formula and a data point in another.

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Sources cited in the surrounding passage

These citations provide research context; check each source for the exact claim it supports.