[thesz]

  > How can the same model predict egg prices in Italy, and global inflation in a reliable way?

For one, there's Benford's law: https://en.wikipedia.org/wiki/Benford%27s_law

So, predict sign (branch predictors in modern CPUs also use neural networks of sorts), exponent (most probably it changes slowly) and then predict mantissa using Benford's law.