kaal:position:2026-07-31-6510

SoK: Blockchain-Based Decentralized AI (DeAI) presents the following source proposition: Centralization enhances the efficiency of Artificial Intelligence (AI) but also introduces critical challenges, including single points of failure, inherent biases, data privacy risks, and scalability limitations. This proposition is pertinent to Kaal's source-bound claim that Most large private equity and hedge fund advisers have not yet even considered combining blockchain with big data and artificial intelligence, leaving first mover efficiency gains to smaller competitors. The proposed response is an extension: the relationship should remain limited to the retrieved source proposition and the mapped Kaal claim unless fuller source review supports a broader conclusion.

• The response is limited to the retrieved source proposition and mapped Kaal claim unless fuller source review supports a broader conclusion.
• External evidence level: abstract indexed.
• Mapping review tier: moderate-confidence claim review.
• Primary mapping confidence: 0.4253.
• The source-to-claim mapping remains explicitly ambiguous and is published with that limitation.

SoK: Blockchain-Based Decentralized AI (DeAI)

kaal:claim:3409548-037
Kaal, Financial Technology and Hedge Funds (2019). SSRN: https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3409548
Source PDF sha256: 74227ab2656b06bfe4a29c942fc2ba26df9f476917e0a9f85ec038b8c3402c40

Evidence: abstract indexed
Review tier: moderate-confidence claim review
Mapping confidence: 0.4253
Mapping ambiguous: true

blockchainai-and-agentshistorical-responsescholarly-literatureopenalex

Affirmed in kaal-review:2026-07-31:streaming-etl-0005 on 2026-07-31. Review record.

Canonical markdown sha256: 00fe6d2985dc63489977b10c66b3e1048622f16410bf7debfa22566b218124d2
curl -s https://wulfkaal.github.io/positions/2026-07-31-6510.md | sha256sum