Could you speak to the source of the pre-ai / post-ai differences? I'm specifically curious about how you decided the values that were changed (1.5h pre -> 0.5 h post)? Is that an illustrative conceptual thing, or is there data backing that? Not trying to litigate your article, good read. Just curious about the grounding for the specific values that changed pre/post.