Policy & Governance Resources
A curated library of frameworks, regulatory documents, case studies, and academic work the author endorses as worthwhile reading for readers of the paper.
Who's Responsible for Agentic AI?
Clifford Chance’s survey of who bears responsibility when autonomous AI agents cause harm — the global consensus is to keep humans in charge and accountable rather than grant AI legal personhood.
Topic · Legal & Liability
The Ethics and Challenges of Legal Personhood for AI
A Yale Law Journal Forum essay on the ethics and challenges of granting AI legal personhood — scholarly grounding for treating AI as a tool whose accountability stays with humans, not a separate legal entity.
Topic · Legal & Liability
The Duty of Supervision in the Age of Generative AI
The ABA’s account of the board/executive/legal duty of supervision over generative AI — an organization and its leaders remain accountable for AI use, the accountability principle in a professional-conduct frame.
Topic · Legal & Liability
Redefining the Standard of Human Oversight for AI Negligence (Harvard JOLT)
Argues that “human in the loop” mandates fail on automation bias and vigilance decrement, and names the “liability sponge” — a person absorbing responsibility for a system they lack the capacity to supervise. The legal case for why an operator cannot personally stand in for a harness the work required.
Topic · Legal & Liability
No Legal Personhood for AI
A peer-reviewed argument that AI lacks the agency and accountability that legal personhood would require — scholarly grounding for the chapter’s rejection of AI as a separate, liable entity.
Topic · Legal & Liability
Germany: Court Rules Chatbot Operators Liable for AI Hallucinations
A German court (OLG Hamm, May 2026) held a company liable for its own AI chatbot’s misleading answers — the chatbot is corporate communication, like an employee’s statement. Accountability for AI output flows to the deploying organization.
Topic · Legal & Liability
Germany: Court Holds Google Liable for Incorrect AI Overviews
A German court (Munich, May 2026) held Google directly liable for false statements in its AI Overviews — the AI summary is content attributable to the company. A fresh marker that organizations own their AI’s output.
Topic · Legal & Liability
Generative AI Tools: ABA Formal Opinion 512
An analysis of ABA Formal Opinion 512 by an ABA ethics-committee member: lawyers must understand AI’s limits and independently verify its output, retaining full professional accountability — the principle applied to a regulated profession.
Topic · Legal & Liability
AI in Litigation: Gen-AI Sanctions Update (2026)
A 2026 update on U.S. court sanctions for AI-hallucinated filings — courts uniformly reject “the AI did it”; the responsible attorney owns every citation regardless of the tool. The accountability principle enforced through 2026.
Topic · Legal & Liability
AI Hallucinations in Court Filings: A 2025 Review of Sanctions
A 2025 survey of court sanctions for AI-fabricated citations, documenting how repeatedly judges reject the “the AI made the mistake” defense — the accountability principle enforced in practice.
Topic · Legal & Liability
Moffatt v. Air Canada (2024)
A tribunal held the company liable for its chatbot’s inaccurate information — establishing that organizations own what their AI tells customers.
Topic · Legal & Liability
Mata v. Avianca (S.D.N.Y. 2023)
The landmark sanctions case where attorneys filed ChatGPT-fabricated citations — the canonical cautionary tale on unverified generative output in professional work.
Topic · Legal & Liability
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