Obviously it's not meant literally. The database represents your mind, and the error represents all the mathematical proofs you haven't written yet. By solving the error (proofs) you learn mathematics.
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.