# Singularitynet

`kaal:entity:singularitynet`

**Status.** derived

This node is assembled mechanically from the 2 claims that carry the concept tag `singularitynet`. 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, 2021 to 2025.

**2021**

- [3782210-027](https://wulfkaal.github.io/claims/3782210-027) [failure/evidenced] *(failure mode)* -- SingularityNet's reputation system, which tracks self-reported transaction quality, transaction value, duration of satisfaction, and prior reputation weights, will have its value eroded by the sockpuppet attack once the system becomes valuable enough to merit attack, because it does not implement the other necessities.
  > Without implementing the other necessities, the sockpuppet attack will eventually erode their value, once it becomes valuable enough to merit the attack.
  Craig Calcaterra, Wulf A. Kaal, The Importance of Reputation for the Evolution of Decentralization (2021). SSRN: https://ssrn.com/abstract=3782210

**2025**

- [5095633-034](https://wulfkaal.github.io/claims/5095633-034) [failure/argued] *(failure mode)* -- SingularityNET's service-level reputation metrics fail to capture the granular requirements of dataset creation, namely accuracy, consistency, and contextual relevance.
  > it places insufficient emphasis on the granular requirements of dataset creation—namely, accuracy, consistency, and contextual relevance.
  Wulf A. Kaal, Artificial Intelligence The Final Frontier (2025). SSRN: https://ssrn.com/abstract=5095633

## 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/singularitynet.md | sha256sum

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