1) The document describes an experimentally informed multi-scale model for predicting size effects and fracture in porous graphite. 2) Micro-cantilever tests were used to determine elastic properties at the microscale and inform the multi-scale model. 3) The model successfully predicted the bending strength, flexural modulus, fracture energy, and crack patterns of graphite beams at various sizes. It also captured the decrease in properties and scatter with increasing beam size.