# kaal:position:2026-07-31-7297

**Affirmed position.** The Future Governance of AI in Agriculture presents the following source proposition: Critically engaging with the framework of responsible innovation, this article evaluates whether the integration of justice principles can improve governance outcomes in the spheres of data-based technologies and AI in agriculture. This proposition is pertinent to Kaal's source-bound claim that Critics who dismiss artificial intelligence on boards as science fiction not worth engaging are wrong: AI on boards is a real prospect, and technologies such as blockchain-based smart contracts will both disrupt corporate governance and supply solutions to it. 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: 0.4136.
- The source-to-claim mapping remains explicitly ambiguous and is published with that limitation.

**Current debate.** The Future Governance of AI in Agriculture: https://doi.org/10.1093/9780198945215.003.0022

**Extends.** kaal:claim:2922176-034: https://wulfkaal.github.io/claims/2922176-034

**Scholarly basis.** Mark Fenwick, Wulf A. Kaal, Erik P. M. Vermeulen, The ‘Unmediated’ and ‘Tech-Driven’ Corporate Governance of Today's Winning Companies (2017). SSRN: https://ssrn.com/abstract=2922176

**Source PDF sha256.** `fa4e986917d437cb1504281e7b986be2698e9507d8feaf426c9d7d1754ca882c`

**Evidence level.** abstract indexed

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

**Mapping confidence.** 0.4136  **Mapping ambiguous.** true

**Topics.** ai-and-agents, blockchain, governance-design, corporate-governance, innovation, 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.