# kaal:position:2026-07-31-7263

**Affirmed position.** Building Trustworthy AI: Transparency, Fairness, and Governance in the Digital Age presents the following source proposition: Our analysis reveals that achieving trustworthy AI requires not merely technical solutions but a comprehensive approach that combines technological innovation with robust social governance mechanisms. This proposition is pertinent to Kaal's source-bound claim that In early Silicon Valley the contractual mechanisms lawyers designed, together with the lawyer dominated market for reputation, reduced information asymmetries between entrepreneurs and investors and were necessary to bring the demand and supply sides of venture capital together effectively. 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: 0.372.
- The source-to-claim mapping remains explicitly ambiguous and is published with that limitation.

**Current debate.** Building Trustworthy AI: Transparency, Fairness, and Governance in the Digital Age: https://doi.org/10.63802/afs.v1.i1.80

**Extends.** kaal:claim:3227967-006: https://wulfkaal.github.io/claims/3227967-006

**Scholarly basis.** 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 level.** abstract indexed

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

**Mapping confidence.** 0.372  **Mapping ambiguous.** true

**Topics.** innovation, disclosure, securities-law, 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.