Quantifying the strength, sign, and origin of species interactions, along with their dependence on environmental context, is at the heart of prediction and understanding in ecological communities. Pairwise interaction models like Lotka-Volterra provide an important and flexible foundation, but notably absent is an explicit mechanism mediating interactions. Consumer-resource models incorporate mechanism and the resource landscape dependency, but describing competitive and mutualistic interactions is more ambiguous.Here, we seek to bridge this gap by modeling a coarse-grained version of a species' true,