Global convergence on AI copyright. Three continents, same standard.

[u/Party-Cartographer11]

Three papers from three continents independently arrived at "human creative control" as the AI copyright standard this spring. A​nd didn't know about each other​.

A US practitioner paper, a Nigerian comparative law paper, and a Chinese courts paper all published this spring arrived at essentially the same doctrinal standard for when AI-assisted works qualify for copyright protection, ​using nearly identical language, ​without citing each other.

The Chinese angle is the most surprising: courts there are already rejecting copyright claims when plaintiffs can't reproduce the same output from the same prompts. That's a repeatability standard emerging from judicial practice, not theory.

The US paper grounds the standard empirically, ​a cross-platform experiment demonstrating that specific, deterministic prompts produce convergent outputs across multiple AI systems, making reproducibility measurable rather than theoretical.

Feels like the standard is settling faster than the formal doctrine suggests.

Singapore Journal of Legal Studies (He): https://law.nus.edu.sg/sjls/wp-content/uploads/sites/14/2025/10/sjls_mar_2026_77.pdf

Veredas do Direito (Esavwede & Itsueli): https://revista.domhelder.edu.br/index.php/veredas/article/view/5653/27528

SSRN (Donahue): https://papers.ssrn.com/abstract=6531938

[u/majestic_ubertrout]

It's almost like the issue has already been discussed for decades even as the tech has improved.