# Centralized ai

`kaal:entity:centralized-ai`

**Status.** derived

This node is assembled mechanically from the 4 claims that carry the concept tag `centralized-ai`. 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

4 claims across 2 works, 2024 to 2025.

**2024**

- [4941807-014](https://wulfkaal.github.io/claims/4941807-014) [failure/argued] *(failure mode)* -- Centralizing data in a single repository, while it permits powerful computation and advanced algorithms, poses significant privacy risks and creates a single point of failure.
  > However, this centralization can pose significant privacy risks and create a single point of failure.
  Wulf A. Kaal, AI Governance Via Web3 Reputation System (2024). SSRN: https://ssrn.com/abstract=4941807

**2025**

- [5245185-026](https://wulfkaal.github.io/claims/5245185-026) [failure/argued] *(failure mode)* -- Centralized AI structures for monitoring AI agents create a self referential loop that is prone to systemic biases and blind spots, and their rigidity prevents adaptation to the dynamic nature of AI.
  > Centralized AI structures for AI agent monitoring create a self-referential loop prone to systemic biases and blind spots, while their rigidity fails to adapt to AI's dynamic nature.
  Wulf A. Kaal, How can we Best Monitor AI Agents (2025). SSRN: https://ssrn.com/abstract=5245185
- [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
- [5245185-032](https://wulfkaal.github.io/claims/5245185-032) [failure/evidenced] *(failure mode)* -- The adaptive learning touted as the strength of centralized AI monitoring is insufficient, because it relies on internal data loops that cannot match the external evolution of AI agents.
  > The centralized AI adaptive learning touted as a strength is insufficient, as it relies on internal data loops that cannot match AI agents' external evolution.
  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/centralized-ai.md | sha256sum

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