# Decentralized platforms

`kaal:entity:decentralized-platforms`

**Status.** derived

This node is assembled mechanically from the 3 claims that carry the concept tag `decentralized-platforms`. 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

3 claims across 3 works, 2018 to 2025.

**2018**

- [3128900-034](https://wulfkaal.github.io/claims/3128900-034) [failure/argued] *(failure mode)* -- Existing decentralized gamification attempts for micro task workers fail because they are monodimensional and permit earning only by playing the game, whereas a multidimensional design gives players several ways to earn and builds stronger loyalty.
  > Unlike other decentralized gamification attempts for micro task workers that are monodimensional and only allow earning by playing the game, the Semada platform offers players multiple opportunities to earn by playing.
  Wulf A. Kaal, Decentralized Mechanical Turk Through Verified Reputation (2018). SSRN: https://ssrn.com/abstract=3128900

**2021**

- [3782201-038](https://wulfkaal.github.io/claims/3782201-038) [mechanism/argued] -- Interoperability, meaning the API economy, is most efficiently achieved in the long run on decentralized platforms, because negotiations on a level playing field are fairer, resolve quicker, and encourage more business.
  > Interoperability, the API economy, is most efficiently achieved, in the long run, on decentralized platforms. Negotiations made on a level playing field are fairer, resolve quicker, and encourage more business.
  Craig Calcaterra, Wulf A. Kaal, Future of Decentralization (2021). SSRN: https://ssrn.com/abstract=3782201

**2025**

- [5095633-031](https://wulfkaal.github.io/claims/5095633-031) [failure/argued] *(failure mode)* -- The reputation systems of SingularityNET, Fetch.ai, Ocean Protocol, Numeraire, and DcentAI are structurally insufficient for a fully decentralized Mechanical Turk model of large-scale AI dataset creation, offering only incremental innovation.
  > While these platforms offer incremental innovations in how contributors are evaluated and rewarded, they remain structurally insufficient for a fully decentralized "Mechanical Turk" model of large-scale AI dataset creation.
  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/decentralized-platforms.md | sha256sum

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