We will discuss a graph that encodes the divisibility properties of integers by primes. We will prove that this graph has a strong local expander property almost everywhere. We then obtain several consequences in number theory, beyond the traditional parity barrier, by combining the main result with Matomaki-Radziwill. (This is joint work with M. Radziwill.) For instance: for λ the Liouville function (that is, the completely multiplicative function with λ(p) = −1 for every prime),
(1/log x) ∑n ≤ x λ(n) λ(n+1)/n=O(1/√(log log x)),
which is stronger than well-known results by Tao and Tao-Teravainen. We also manage to prove, for example, that λ(n+1) averages to 0 at almost all scales when n restricted to have a specific number of prime divisors Ω(n)=k, for any "popular" value of k (that is, k = log log N+O(√(log log N)) for n ≤ N).

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