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Social Media Design Liability Matrix
Product Defect Tort Analyzer • CDA § 230 Immunity Boundary
Test Scenario:
Custom Configuration
Late-Night Youth Notification Loop
Hyper-Optimized Viral Feed (High Risk)
Kid-Safe Friction-Engineered Platform
Ephemeral Peer Pressure & Dysmorphia Suite
Reset
Export Briefing Memo
App Architecture Simulator
6 Subsystems Monitored
02:14 AM
LTE • 98%
EchoVerse
320ms Cadence
1. Infinite Scroll & Frictionless Pull
LOOP A
Removes natural stopping cues; pre-fetches viewport chunks asynchronously before cognitive fatigue thresholds trigger exit.
Subsystem Active • High Liability Risk
2. Variable Reward Push Dispatcher
INTERRUPT
Dispatches intermittent late-night notifications utilizing variable ratio reinforcement schedules (01:00 - 05:00 AM).
Subsystem Active • Circadian Disruption
3. Engagement Maximization Neural Core
RANKING
Prioritizes high-dwell negative affect signals & viral feedback loops over explicit social graph relationships.
Subsystem Active • Unsolicited Injection
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