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Equation 5 · Part 9 · AI Inference Economics in Practice: An Advanced Technical Guide

Denominator: 1 - r

R∗=w−r1−rR^{*} = \frac{w - r}{1 - r}
1−r1 - r

What this part means

The complete quantity below the fraction bar; it must be nonzero for this division.

Its job in the formula

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

The passage around this formula

That convergence on roughly one tenth of base input for a cache read — independently verified today across all three platforms [ 2 , 6 , 10 ] — supports a design rule. Let w be the write-price multiplier for the chosen retention window and r ≈\approx 0.1 the read-price multiplier. For a prefix served identically R times within that window — the first serving is the write, the remaining R-1 are reads — caching beats never caching once R∗=w−r1−rR^{*} = \frac{w - r}{1 - r}. is exceeded. At Anthropic’s five-minute rate, w = 1.25 and R∗R^{*} ≈\approx 1.28 : the prefix pays for itself starting with the first read after the write, matching the break-even Anthropic’s pricing page states for that duration [ 6 ] . At the…

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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 surrounding passage

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