Observing Aaron Doughty's recent output, specifically the cadence and background music choices in his latest video reveal a deliberate pivot toward longer retention times, likely capitalizing on YouTube's current algorithmic preference for deep dives. While the philosophical content remains sound, the B-roll sequencing felt slightly over-indexed in the final third. Needs tightening.