# kaal:position:2026-07-31-7104

**Affirmed position.** Economics Model for Federated LLM Training via Blockchain presents the following source proposition: The proposed framework integrates game-theoretic modeling with smart contracts to quantify participant contributions and determine corresponding rewards. This proposition is pertinent to Kaal's source-bound claim that Weighted voting creates a Nash equilibrium favoring honest participation, because creating additional Sybil identities yields no extra voting power absent corresponding contributions. 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.

**Status.** affirmed  **Published.** 2026-07-31

**Holds when.**

- 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: 0.4516.
- The source-to-claim mapping remains explicitly ambiguous and is published with that limitation.

**Current debate.** Economics Model for Federated LLM Training via Blockchain: https://www.semanticscholar.org/paper/d09cae1dbfcf58783bb439afd48c87af88a57251

**Extends.** kaal:claim:5225296-032: https://wulfkaal.github.io/claims/5225296-032

**Scholarly basis.** Wulf A. Kaal, Cryptographic Foundations and Interdisciplinary Dimensions of the Secure Proof of Stake (SPoS) Conse (2025). SSRN: https://ssrn.com/abstract=5225296

**Source PDF sha256.** `b2fec675d906334ad67e13b2d97261dc31e38061022867eb3f9ceadd95f4878d`

**Evidence level.** abstract indexed

**Mapping review tier.** moderate-confidence claim review

**Mapping confidence.** 0.4516  **Mapping ambiguous.** true

**Topics.** governance-design, economics, consensus-and-security, historical-response, scholarly-literature, semantic-scholar

**Provenance.** Affirmed in kaal-review:2026-07-31:streaming-etl-0007 at https://kaal-signal-desk.wulf577462.chatgpt.site/#review.

**Record type.** This is a dated commentary position that extends a scholarly corpus claim. It is not a verbatim claim extracted from the paper.

**Canonical form.** This markdown file is the canonical hashed representation of the position.