App Architecture & Engagement Mechanics
California Youth Harm Focus
Legal Liability Evaluation
Section 230 vs Design Defect
Computed Risk Index
88
0% Reduction
Safeguards Applied
0
of 4 Remediations
Jury Liability Classification
High Jury Exposure (Actionable Design Defect)
Product design features operate autonomously from third-party content. Under California product liability precedents, mechanics that induce compulsive retention bypass Section 230 safe harbors.
Section 230 Immunity Defense Viability
Weak (Design Feature vs Content Moderation)
Courts treat deliberate algorithmic friction elimination and variable reward timing as affirmative product engineering rather than editorial publication.
Key California Precedents & Legal Theories
Defective Product Design (Restatement Third of Torts): Juries assess whether the foreseeable risk of harm posed by engagement mechanics could have been reduced by a reasonable alternative design.
Non-Speech Architecture: Infinite scrolling, autoplay triggers, and circadian disruption notifications are tools created by the developer, not protected user expressions.
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