kaal:position:2026-07-31-7416

Corporate Involution in the Age of AI: The Governance and Cultural Drivers of Innovation presents the following source proposition: A one-standard-deviation increase in AI adoption raises the involution index by 10.5% of its standard deviation. This proposition is pertinent to Kaal's source-bound claim that Many new innovation driven firms that replaced hierarchy with a best-idea-wins culture have struggled to maintain that governance model and to fulfill their initial promise. 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: 0.4095.
• The source-to-claim mapping remains explicitly ambiguous and is published with that limitation.

Corporate Involution in the Age of AI: The Governance and Cultural Drivers of Innovation

kaal:claim:3227967-017
Mark Fenwick, Wulf A. Kaal, Erik P.M. Vermeulen, Legal Education in a Digital Age Why 'Coding for Lawyers' Matters (2018). SSRN: https://ssrn.com/abstract=3227967
Source PDF sha256: f6e13b956f864ab32ec3305d095a35a127770327d75b3688f785cefc437d369f

Evidence: abstract indexed
Review tier: moderate-confidence claim review
Mapping confidence: 0.4095
Mapping ambiguous: true

governance-designcorporate-governanceinstitutional-designinnovationhistorical-responsescholarly-literaturecrossref

Affirmed in kaal-review:2026-07-31:streaming-etl-0009 on 2026-07-31. Review record.

Canonical markdown sha256: 1dc63b623f6111e261962a52c00d8ce163c6b8184f20841951131f82b8983684
curl -s https://wulfkaal.github.io/positions/2026-07-31-7416.md | sha256sum