# Scale limits

`kaal:entity:scale-limits`

**Status.** derived

This node is assembled mechanically from the 2 claims that carry the concept tag `scale-limits`. 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 2024.

**2021**

- [3782217-023](https://wulfkaal.github.io/claims/3782217-023) [failure/argued] *(failure mode)* -- The most obvious harm from news consolidation is that national and international centralized corporations do not devote the same degree of focus to the interests of the local communities they serve, because love does not scale.
  > The most obvious problem with news consolidation is that national or interna- tional centralized corporations do not devote the same degree of focus to the inter- ests of the local communities they serve.
  Craig Calcaterra, Wulf A. Kaal, The Importance of History In Decentralization (2021). SSRN: https://ssrn.com/abstract=3782217

**2024**

- [4755632-002](https://wulfkaal.github.io/claims/4755632-002) [failure/argued] *(failure mode)* -- Transformer neural network architecture removes the scale constraint on training data but not the quality constraint, so data quality continues to be a major unsolved issue for large language models even where internet scale corpora are available.
  > data quality continues to be a huge issue for LLMs
  Wulf A. Kaal, AI Learning - Decentralized Governance to Optimize Human Output Datasets for AI Learning (2024). SSRN: https://ssrn.com/abstract=4755632

## 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/scale-limits.md | sha256sum

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