# Societal values

`kaal:entity:societal-values`

**Status.** derived

This node is assembled mechanically from the 2 claims that carry the concept tag `societal-values`. 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 1 works, 2024 to 2024.

**2024**

- [4941807-015](https://wulfkaal.github.io/claims/4941807-015) [failure/evidenced] *(failure mode)* -- A critical unsolved challenge for AI governance is bias mitigation, because biases enter inadvertently when algorithms incorporate discriminatory practices carried in the data used for training.
  > AI governance does encounter a critical challenge in mitigating biases within AI systems, where biases can inadvertently arise through algorithms incorporating discriminatory practices due to data used in training.
  Wulf A. Kaal, AI Governance Via Web3 Reputation System (2024). SSRN: https://ssrn.com/abstract=4941807
- [4941807-036](https://wulfkaal.github.io/claims/4941807-036) [mechanism/argued] -- Unlike traditional governance models that depend on periodic reviews and updates, the proposed WDAG system draws on a continuous stream of data from a wide range of stakeholders, which is what makes its ethical frameworks track current societal values in real time.
  > Unlike traditional governance models that rely on periodic reviews and updates, WDAG can tap into a continuous stream of data from a wide range of stakeholders.
  Wulf A. Kaal, AI Governance Via Web3 Reputation System (2024). SSRN: https://ssrn.com/abstract=4941807

## 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/societal-values.md | sha256sum

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