1. A thermodynamic RAM apparatus, comprising a collection of thermodynamic cores; and common read out electrodes, wherein each thermodynamic core among said thermodynamic cares comprises a physical substrate of individually addressable adaptive synapses that are selectively coupled to said common read-out electrodes, and wherein said physical substrate provides a synaptic integration and learning resource for digital computing platforms.