Challenge 2: How Unreviewed Filler Removal Can Hurt Pacing -- Solution Walkthrough Automatic filler-word detection identifies patterns like "um," "uh," and "you know" and removes them in bulk -- but per this chapter's own warning, a genuine thinking pause and a filler word can look similar to automatic detection, especially around silence surrounding a hesitation. Chapter 2's own pacing criterion specifically recommends holding on new code for a few genuine seconds before narrating, giving a first-time viewer time to actually read and absorb what just appeared. If a presenter naturally paused (with or without an audible filler sound) exactly at one of those moments while recording, and the bulk removal strips out that pause along with the actual filler words, the result is narration that moves from one point directly to the next with no breathing room left at all -- even though nothing was said unnecessarily during that pause. The video ends up feeling rushed in exactly the way Chapter 2 warned against, not because the presenter spoke too quickly, but because an automated cleanup step removed the silence that was doing real pacing work. This is why the chapter recommends reviewing filler-word removal before finalizing, the same discipline already recommended for reviewing Screen Studio's own automatic zoom keyframes in Chapter 3 -- an automated pass is a strong first draft, not something to publish unreviewed. WHY THIS WORKS AS AN ANSWER ------------------------------ This exercise checks that the reader understands filler removal as an automated pass that can't distinguish "wasted filler" from "useful pause," and can connect that specifically to Chapter 2's own pacing criterion rather than treating filler removal as an unambiguously positive cleanup step.