Sheaf residuals, each edge checks if its two endpoints line up. The squared differences add up to a single number R. That’s your “how inconsistent is the networ

Sheaf residuals, each edge checks if its two endpoints line up. The squared differences add up to a single number R. That’s your “how inconsistent is the network right now?” gauge.