# Innovation tradeoff

`kaal:entity:innovation-tradeoff`

**Status.** derived

This node is assembled mechanically from the 2 claims that carry the concept tag `innovation-tradeoff`. 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, 2025 to 2025.

**2025**

- [5095633-016](https://wulfkaal.github.io/claims/5095633-016) [failure/argued] *(failure mode)* -- Data protection compliance carried out in a way that overly constrains researcher access converts a privacy gain into a net social loss, because the societal benefits of AI are offset by a stunted innovation ecosystem.
  > If compliance with data protection frameworks is conducted in a manner that overly constrains researchers' access to relevant data, the broader societal gains of AI risk being offset by a stunted innovation ecosystem.
  Wulf A. Kaal, Artificial Intelligence The Final Frontier (2025). SSRN: https://ssrn.com/abstract=5095633
- [5541658-026](https://wulfkaal.github.io/claims/5541658-026) [failure/argued] *(failure mode)* -- Regulation of legal AI faces a two sided failure: strict regimes such as the EU AI Act may stifle innovation, while lenient approaches such as the United States risk leaving biases unchecked.
  > Strict regulations, like the EU AI Act, may stifle innovation, while lenient approaches, like in the U.S., risk unchecked biases.
  Wulf A. Kaal, Morgan A. Gray, The Evolving Role of Artificial Intelligence in Law (2025). SSRN: https://ssrn.com/abstract=5541658

## 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/innovation-tradeoff.md | sha256sum

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