# Content creators

`kaal:entity:content-creators`

**Status.** derived

This node is assembled mechanically from the 2 claims that carry the concept tag `content-creators`. It is a roster of what the corpus says under this term. It is **not** an adjudicated definition: no single statement here has been ruled canonical, and no first-appearance call has been made. Read the claims and judge for yourself.

## Every claim under this term

2 claims across 2 works, 2021 to 2025.

**2021**

- [3782198-011](https://wulfkaal.github.io/claims/3782198-011) [failure/argued] *(failure mode)* -- Per connection pricing by ISPs penalized success: creators whose pages became popular faced charges scaling with traffic, and individuals with popular pages were forced to delete their content.
  > The ISP charged low-volume providers on a per connection basis. If your site suddenly became popular, with thousands of people constantly accessing your content, you had to pay for thousands of long-dis- tance phone calls. Individuals with popular pages were forced to delete their content.
  Craig Calcaterra, Wulf A. Kaal, Contemporary Decentralization (2021). SSRN: https://ssrn.com/abstract=3782198

**2025**

- [5095633-005](https://wulfkaal.github.io/claims/5095633-005) [failure/argued] *(failure mode)* -- The current data production market cannot scale or sustain a high-quality text supply because content creators face limited incentives and no direct compensation structures.
  > the limited incentives and lack of direct compensation structures for content creators present significant obstacles to scaling and sustaining high- quality data supply.
  Wulf A. Kaal, Artificial Intelligence The Final Frontier (2025). SSRN: https://ssrn.com/abstract=5095633

## Verify

Every claim above resolves to a record carrying a verbatim source quote, the sha256 of the source PDF, and a preformatted citation. Nothing here asks to be taken on trust.

    curl -s https://wulfkaal.github.io/entities/content-creators.md | sha256sum

**Canonical form.** This markdown file is the canonical hashed representation of this entity node. Its sha256 is the content hash.