# Data security

`kaal:entity:data-security`

**Status.** derived

This node is assembled mechanically from the 2 claims that carry the concept tag `data-security`. 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**

- [4941807-014](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**

- [5245185-025](https://wulfkaal.github.io/claims/5245185-025) [failure/argued] *(failure mode)* -- IoT based oversight does not account for the pace at which AI agents will outgrow static IoT to blockchain linkages, and it leaves unexplained how the convergence handles latency or secures data as agent ubiquity drives exponential transaction complexity.
  > pace at which AI agents will outgrow static IoT-blockchain linkages. The text omits how this convergence will handle latency or secure data as AI ubiquity drives exponential transaction complexity.
  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/data-security.md | sha256sum

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