In this episode of Escape the Permanent Underclass, we dive deep into the mechanics of recommendation algorithms on platforms like YouTube, TikTok, and Instagram. Learn how engagement signals, watch time, and tiered distribution logic power content virality, turning creators from unknowns into breakout stars. Demystify the "black box" to gain a technical edge and escape the underclass of invisible creators.

• How algorithms act like attentive librarians, using likes, shares, comments, and saves as "votes" to predict audience preferences.
• Why watch time and completion rate trump raw length—empty plate metrics that signal true retention.
• The critical first seconds (2-3 on TikTok, 30 on YouTube) and why they determine distribution.
• Tiered distribution: from 1-5% test audience to m ...