The AI jobs numbers look calm. Cut them by age, and the calm disappears. The dashboard that found the early-career decline can diagnose the trend but cannot see whether a single worker is being grown or replaced. Here is what it shows, what it cannot, and the measurement the moment needs.
Policy & Research
The World Came for Soccer and Found America
They came for the World Cup and found ranch dressing, Buc-ee’s, and a country nothing like the one the media sells. The warm clips are not the whole story, and neither is the grim feed. Here is the honest standard for telling the difference, and why it matters after 250 years.
The Continued Failure in AI Literacy: AILit produced a starting point halfway through the race and called theory a framework
A new OECD and European Commission framework will shape how a generation learns to use AI, and it feeds the PISA 2029 assessment. It names the method that produces learning, and then it makes every step toward that method optional. Read why that choice matters, and what a checkpoint that actually binds a decision requires.
A Munich Court Rejected the AI Disclaimer Defense. A Frontier AI Company Answers for What It Publishes.
A German court just told Google it answers for what its AI publishes. The Munich ruling treats AI Overviews as Google’s own statements, not safe search results, and says the disclaimer does not transfer the duty. Read what the decision means for AI accountability and why it mirrors New York’s Part 161 from the other end.
New York Skipped the AI Disclosure Fight. It Went Straight to Human Accountability.
New York let its lawyers use AI in court and skipped the disclosure form everyone expected. That is not the relief it looks like. With nothing to disclose, the whole duty lands on the signature. Here is what Part 161 changes, the two cases that show the stakes, and why accountability outlasts disclosure.
The Oldest AI Law Is Already Being Enforced: GDPR and the Automated Decision
Most organizations treat GDPR as a cookie-banner problem settled years ago. It is the oldest law on the books that directly governs automated decisions about people, and in 2026 it is one of the most active. This unit maps the Article 22 exposure, the SCHUFA ruling, the 2026 enforcement action, and the records that turn the risk into a defensible position.
The Liability Map: The Three Channels Through Which AI Creates Legal Exposure
Most organizations track AI risk by watching for new laws. The exposure does not wait for them. AI legal liability runs through regulatory enforcement, civil and product liability, and insurance at the same time, and all three demand the same thing: a record that a named human governed the AI and verified its work. This piece maps the three channels and names the one artifact that answers all of them.
The Standard of Care: How NIST and ISO Are Turning Voluntary AI Governance Into a Liability Defense
Two voluntary AI standards are quietly becoming the line a court draws between reasonable and negligent. The NIST framework and ISO 42001 now carry legal and commercial weight, and the records that defend a claim are the same ones that compound an advantage. Here is where the exposure lands, and how to build the record before you need it.
Fault-Based Publication Ethics: The Case for Source Custody in an Era of AI Citation Contamination
Fabricated citations in biomedicine increased tenfold in three years, and 98.4% of flagged papers remain uncorrected. The automated enforcement wave is arriving, but it carries false-positive rates that hit honest authors hardest. This working paper proposes a five-level fault ladder and a Source Provenance Ledger that makes verification effort visible, producible on challenge, and driven by market adoption rather than mandates.
SCOPE: SOURCE CUSTODY OBSERVABLE PUBLICATION EVIDENCE
Your citations are only as strong as the record behind them. HAIA-SCOPE is a three-tier documentation protocol that records what you verified, when you verified it, and where the preserved copy lives. The record stays private until you need it. When automated enforcement flags your work or a reviewer challenges a citation, only the author who maintained a SCOPE record can produce one.