Douglas discusses the importance of treating context as first-class objects within a knowledge base, allowing systems to reason about various contexts similarly to physical objects. He emphasizes the need for a graph-based representation of knowledge, as opposed to a tree structure, to capture the complexities of relationships and attributes effectively. This approach enables efficient inheritance of knowledge across different levels of specificity.