▼Design Liability Reaches Consumer AI

Score history

Daily conviction score, 0 to 100. Higher means the thesis is more strongly corroborated.

Now 33 · -2 since Aug 27 · ranged 33 to 35

Showing the last few days. Unlock full score history.

Why the conviction moved

• Aug 24
  Strengthened +3

  An arXiv paper cites 13.1% of US adolescents (about 5.4 million people) turning to generative AI for mental health advice and documents specific points where the models' clinical reasoning breaks on teenage vocabulary, adding concrete harm evidence to the record courts and legislators are drawing on to extend design-liability doctrine to conversational AI.

• Aug 20
  Strengthened +4

  OpenAI shipped default minor-specific model behavior via age prediction with Persona-based adult verification as the appeal path, and disclosed no accuracy figure. Pre-emptively differentiating model behavior by inferred age is the compliance posture a platform adopts when it expects design-liability doctrine to reach conversational AI; the missing accuracy rate is itself the litigable gap.

Showing the last 2 days. Unlock the full record.

Source trail

• Supporting · August 24, 2026

  Paper Finds Therapy Chatbots Misread the Vocabulary of the Teenagers Already Using Them

  An arXiv paper cites 13.1% of US adolescents (about 5.4 million people) turning to generative AI for mental health advice and documents specific points where the models' clinical reasoning breaks on teenage vocabulary, adding concrete harm evidence to the record courts and legislators are drawing on to extend design-liability doctrine to conversational AI.

  arXiv cs.CL

• Supporting · August 20, 2026

  ChatGPT Now Guesses Whether a User Is a Teenager and Changes Its Behavior Accordingly

  OpenAI shipped default minor-specific model behavior via age prediction with Persona-based adult verification as the appeal path, and disclosed no accuracy figure. Pre-emptively differentiating model behavior by inferred age is the compliance posture a platform adopts when it expects design-liability doctrine to reach conversational AI; the missing accuracy rate is itself the litigable gap.

  AI ML Big Data (Telegram)