This lecture covers the solutions to exercise 10 on the semantic web, focusing on formalizing statements using dictionaries to represent subjects, predicates, and objects, as well as understanding classes, instances, and properties. The instructor explains how to apply inference rules to create new statements and update the knowledge base accordingly.