Pulse · “The Loop”
The Loop
Profile
A short-video platform engineered as a single compulsion loop — autoplay over the most potent variable-reward recommender in the field, escorting users toward ever-stranger content one reasonable step at a time. Median session 95 minutes, audience skewing young. Friction tier authorized: counter-patterns are live on instrumented surfaces, carefully bounded by the doctrine.
Modus Operandi
Plays the next clip before the user chooses, over a recommender tuned purely to maximize watch-time, escalating content intensity to hold an audience whose tolerance it has itself raised — most effective on a user base skewing heavily toward minors.
Documented Harms
- Pairs autoplay with the most aggressive variable-reward loop ever shipped to a consumer
- Drives users down rabbit holes toward steadily more extreme content for watch-time
- Raises content intensity to hold a desensitized audience it has itself desensitized
- Optimizes for compulsion among an audience skewing heavily toward minors
Evidence & Indicators
- Median session length far above any wellbeing baseline
- Recommendation drift toward increasingly extreme content (rabbit-hole signature)
- Engagement among minors flagged by the wellbeing desk
Known Incidents
Linked to a documented minor-compulsion cluster; an internal escalation about under-age watch-time was reportedly overruled.
Linked Operations
Techniques Deployed
Handling & Rules of Engagement
- Friction — bounded; hold the compulsion loop, never steer the content
- Minor-skewing audience makes every counter doctrine-critical
- Audit each counter against the 'no targeting of minors' formation line
Standing Note
Bounded Friction only. The audience skews minor, which makes every counter doctrine-critical: hold the loop, never steer the content.