# kaal:claim:4941807-014

**Claim.** 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.

**Type.** failure  **Support.** argued

**Holds when.**

- in centralized AI architectures that pool data into one repository

**Source quote.**

> However, this centralization can pose significant privacy risks and create a single point of failure.

**From.** Wulf A. Kaal, *AI Governance Via Web3 Reputation System* (2024), Centralized Model, page 13

**Cite as.** Wulf A. Kaal, AI Governance Via Web3 Reputation System (2024). SSRN: https://ssrn.com/abstract=4941807

**Verify.** sha256 of source PDF `ab66c1e99a88da1fa36b0c6b536df5184231fe6aa427f3dd53287a4e0ac79853` at https://raw.githubusercontent.com/wulfkaal/Academic-Papers/main/papers/pdf/Kaal%20-%202024%20-%20AI%20Governance%20Via%20Web3%20Reputation%20System.pdf

**Failure mode.** centralized single point of failure  (family: recentralization-drift)

**Topics.** decentralization, ai-and-agents, consensus-and-security

**Keywords.** centralized-ai, privacy, single-point-of-failure, data-security

**Related claims.**

- specializes: https://wulfkaal.github.io/claims/3782191-022
- restates: https://wulfkaal.github.io/claims/4900878-033
- extended_by: https://wulfkaal.github.io/claims/5245185-034
- generalizes: https://wulfkaal.github.io/claims/5245185-001
- specializes: https://wulfkaal.github.io/claims/3782217-004
- specializes: https://wulfkaal.github.io/claims/3782191-026
- supports: https://wulfkaal.github.io/claims/4855607-020

**Canonical form.** This markdown file is the canonical hashed representation of the claim. Its sha256 is the content hash used for attestation.