This proposal puts forth a groundbreaking multiterminal coding paradigm for intelligent machines enabling data compression and communication systems that break the current limits of the predictive coding archetype. It builds a unique concept that unifies traditional distributed source coding and signal processing domain knowledge with modern deep learning.