Correction: Emergence Explained with Examples
Corrected by Emir Baycan · Full-Stack Developer, Mobile App Builder and Web Platform Founder with expertise in SEO, automation, SaaS, AI visibility, DevOps and scalable digital products
Emir Baycan found something wrong, outdated, or unsupported on this page and proposed a fix. The publisher accepted the correction.
- Role
- Correction
- Publisher
- When Notes Fly
- Topic
- Concepts
- Status
- Accepted
- Date
- 28 July 2026
The exact change
The article stated a fixed 15% superlinear output gain, near-textbook Wikipedia accuracy, an abrupt jump to near-human LLM abilities (Wei), LLM behaviors appearing outside training encoding, and universal invariant urban scaling laws.
Scoped the scaling figure to an average exponent, qualified the Wikipedia accuracy with the 2005 Nature comparison, added the Schaeffer 2023 mirage critique, and framed urban scaling as statistical with exceptions.
Suggested change
See before/after.
Why this is better
The underlying research (Bettencourt/West scaling, the 2005 Nature Wikipedia study, Wei et al. 2022) is genuine but was overstated. Corrections scope the claims and add the relevant counter-evidence rather than adding unverified sources.
How this record is verified
- The contribution is tied to a real, identified contributor, not an anonymous byline.
- It counts only because the publisher, When Notes Fly, accepted it. Self-claimed work earns nothing.
- It is recorded against a specific page and cannot be bought or edited after the fact.