A concrete walk through how engagement-optimized systems learn your weaknesses and shape your behavior — and why that is a design choice, not a bug.
Section 01Scholarly Synthesis
Optimizing the Wrong Thing
Feeds maximize engagement, a proxy that rewards outrage and novelty over truth or wellbeing. The objective function explains the symptoms.
Section 02Scholarly Synthesis
The Persuasion Loop
Your behavior trains the model; the model shapes your behavior. Naming the loop makes it visible and interruptible.
Section 03Speculative Hypothesis
From Bubble to Dependency
Personalization can narrow your world and deepen dependency. The long-term social effects are genuinely uncertain — we label this forecast as speculative.
Sources cited