Wild AI text, about 31% of web tokens, gets a harm term in a new scaling law
Pangram Labs and UMass Amherst researchers put AI-generated text at about 31% of August 2026 web tokens and fit a scaling law for when it starts to hurt. For teams that pretrain on web crawls, AI text becomes a measured line item in the data budget, with a curve for its marginal value.
Reality
- Evidence35
- Adoption
- Not scored
- Hype gap+40
- Incentives45
- Confidence40