# kaal:position:2026-07-31-7244

**Affirmed position.** The Fair Game: Auditing & debiasing AI algorithms over time presents the following source proposition: Often, the definitions of bias used in the literature are observational, i.e. This proposition is pertinent to Kaal's source-bound claim that A fair launch rewards protocol can measure ethical conduct by whether a user engages with the protocol consistently, invests, and votes over time, while users who merely use the network for yield farming may not qualify because they lack engagement. 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: 0.3536.
- The source-to-claim mapping remains explicitly ambiguous and is published with that limitation.

**Current debate.** The Fair Game: Auditing & debiasing AI algorithms over time: https://doi.org/10.1017/cfl.2025.8

**Extends.** kaal:claim:4015908-039: https://wulfkaal.github.io/claims/4015908-039

**Scholarly basis.** Wulf A. Kaal, Fair Token Launch (2022). SSRN: https://ssrn.com/abstract=4015908

**Source PDF sha256.** `e0925afde0c42a16cd5310983789fae3eb3d1f121e2954a72afa64191d00fe37`

**Evidence level.** abstract indexed

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

**Mapping confidence.** 0.3536  **Mapping ambiguous.** true

**Topics.** reputation, risk-and-incentives, defi, historical-response, scholarly-literature, crossref

**Provenance.** Affirmed in kaal-review:2026-07-31:streaming-etl-0008 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.