# Regulatory interpretation

`kaal:entity:regulatory-interpretation`

**Status.** derived

This node is assembled mechanically from the 2 claims that carry the concept tag `regulatory-interpretation`. 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, 2024 to 2025.

**2024**

- [4941807-024](https://wulfkaal.github.io/claims/4941807-024) [failure/argued] *(failure mode)* -- Enforcing AI regulation in a federated model is complex because different entities may interpret the same regulations differently and may show differing levels of commitment to compliance.
  > In a federated model, enforcing regulations and policies related to AI can be complex. In a decentralized setting, different entities may have varying interpretations of regulations or differing levels of commitment to compliance.
  Wulf A. Kaal, AI Governance Via Web3 Reputation System (2024). SSRN: https://ssrn.com/abstract=4941807

**2025**

- [5245185-029](https://wulfkaal.github.io/claims/5245185-029) [failure/argued] *(failure mode)* -- Claims that centralized AI ensures KYC and AML compliance are circular, because they rely on AI to interpret the very regulations that AI may itself violate.
  > the assertion that centralized AI ensures compliance with KYC and AML standards overlooks the circularity of relying on AI to interpret regulations it may itself violate.
  Wulf A. Kaal, How can we Best Monitor AI Agents (2025). SSRN: https://ssrn.com/abstract=5245185

## 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/regulatory-interpretation.md | sha256sum

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