kaal:position:2026-07-31-7385

Scaling AI With Adaptive Governance presents the following source proposition: New and adaptive forms of governance must be put in place and systematically embedded across processes so that companies can gain the benefits of moving quickly with AI innovation without exposing themselves or stakeholders to harms. This proposition is pertinent to Kaal's source-bound claim that In companies that concentrate on established products, the executives who understand innovation and consumer experience, the very people responsible for the firm's initial success, are pushed to the margins of core decision making. 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: 0.3718.
• The source-to-claim mapping remains explicitly ambiguous and is published with that limitation.

Scaling AI With Adaptive Governance

kaal:claim:2922176-005
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: abstract indexed
Review tier: moderate-confidence claim review
Mapping confidence: 0.3718
Mapping ambiguous: true

innovationhistorical-responsescholarly-literaturecrossref

Affirmed in kaal-review:2026-07-31:streaming-etl-0008 on 2026-07-31. Review record.

Canonical markdown sha256: 581fa717ce937e3ac632f1bc60cb7b173774a56dea5ef14e870661f03b86de6d
curl -s https://wulfkaal.github.io/positions/2026-07-31-7385.md | sha256sum