Reliable map-reduce communications in a decentralized, self-organizing communication orbit of a distributed network

A first machine identifies, from among a non-static collection of machines, a respective set of forward contacts that comprises a set of machines. The set of forward contacts are distributed along the ordered sequence in the forward direction away from the respective machine in an order of increasing similarity between the respective channel number assigned to the first machine and a respective channel number assigned to each of the set of forward contacts. The first machine establishes a respective direct communication channel between the first machine and each of the set of forward contacts. The first machine sends a first query to a first forward contact and sends collected answers for the first query to at least a second forward contact that has a greater similarity to the first machine based on the respective channel numbers of the first machine and the first and second forward contacts.