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