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Equation 2 · Part 1 · Ten Failure Modes That Define the Open-Weight AI Ecosystem

Symbol n

nn
nn

What this part means

modest.

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.

Where the article explains it

If a base model preserves a given desirable property — genuine safety training, license compliance, unmodified provenance — with independent probability p at each of n downstream forks, the probability that all n forks still have it is pnp^n , which falls quickly even when p is fairly high and n is modest; the releasing lab’s own diligence bounds only the first term.

The passage around this formula

…responsibility does not travel with the file. If a base model preserves a given desirable property — genuine safety training, license compliance, unmodified provenance — with independent probability p at each of n downstream forks, the probability that all n forks still have it is pnp^n , which falls quickly even when p is fairly high and n is modest; the releasing lab’s own diligence bounds only the first term. This is not a claim that any specific p or n has been measured for a real ecosystem — it has not,…

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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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