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Linear A is bringing machine learning to emergent execution environments. It makes machine learning viable on emergent execution environments. We are witnessing a marvel of machine learning transforming human productivity and creativity. However, software and hardware restrictions make it nearly impossible for developers to harness these capabilities in emergent execution environments, notably zero-knowledge-proof systems. Linear A addresses the problems faced by this burgeoning trio of machine learning practitioners, system architects, and hardware designers through open-access, collaboratively-engineered initiatives.