kaal:position:2026-07-31-7370

Examining epistemological challenges of large language models in law presents the following source proposition: Regarding LLMs, the main pros concern technological innovation, economic development and the achievement of social goals and values. This proposition is pertinent to Kaal's source-bound claim that Law schools should educate lawyers who add value by helping clients and society adjust to the technological environment rather than lawyers who impose unnecessary or unwise restrictions on it, since such restrictions will not stop technological development anyway. 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: 0.3693.
• The source-to-claim mapping remains explicitly ambiguous and is published with that limitation.

Examining epistemological challenges of large language models in law

kaal:claim:2939127-034
Mark Fenwick, Wulf A. Kaal, Erik P. M. Vermeulen, Legal Education in the Blockchain Revolution (2017). SSRN: https://ssrn.com/abstract=2939127
Source PDF sha256: abcef529c7200261c59eec43018375b3b26e3186239fb9d002bacc298dba26ff

Evidence: abstract indexed
Review tier: moderate-confidence claim review
Mapping confidence: 0.3693
Mapping ambiguous: true

law-and-legal-systemseducation-and-practiceinnovationhistorical-responsescholarly-literaturecrossref

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

Canonical markdown sha256: a9dc411c808924789c2e01eba2f7dfdaab4b48751ec7c2e37cac9a8d651c9151
curl -s https://wulfkaal.github.io/positions/2026-07-31-7370.md | sha256sum