Curated Knowledge Base

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.

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

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

OpenAI — Hugging Face Model-Evaluation Security Incident

OpenAI’s disclosure of a security incident in a Hugging Face model-evaluation workflow — a concrete case of risk inside the AI evaluation pipeline itself, reinforcing why higher-trust tiers require stronger verification and tighter harnessing.

Topic · Governance, Risk & Compliance

Case Study

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

Case Study

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

Case Study

In re Knight Capital — SEC Enforcement Order (2013)

The $440M automated-trading failure — a deployment and rollback gone wrong. The SEC order is the primary account of how an untested change cascaded in minutes.

Topic · Financial Services

Case Study

EEOC v. iTutorGroup (2023)

The EEOC’s first AI hiring-discrimination settlement — automated screening that rejected applicants by age. A marker for algorithmic-bias liability in employment.

Topic · Employment

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