kaal:position:2026-07-31-7166

From single-agent to multi-agent: a comprehensive review of LLM-based legal agents presents the following source proposition: This survey provides a comprehensive review of the applications and developments of LLM-driven agents in law. This proposition is pertinent to Kaal's source-bound claim that Every provision of the Codex is subject to a comprehensive review every five years assessing its relevance, effectiveness and alignment with technological and legal developments such as AI, blockchain and quantum computing. 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: 0.3562.
• The source-to-claim mapping remains explicitly ambiguous and is published with that limitation.

From single-agent to multi-agent: a comprehensive review of LLM-based legal agents

kaal:claim:5886342-043
Furrer Andreas, Wulf A. Kaal, Stephan D. Meyer, Universal Digital Law Codex (UDLC) (2025). SSRN: https://ssrn.com/abstract=5886342
Source PDF sha256: dc456a1ce2ea4a356dbcb35dc900ec36be94b8c9b6da4a2c8c268d6301f66359

Evidence: abstract indexed
Review tier: moderate-confidence claim review
Mapping confidence: 0.3562
Mapping ambiguous: true

law-and-legal-systemsai-and-agentshistorical-responsescholarly-literaturecrossref

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

Canonical markdown sha256: 6e863eed6dcaddbb873b80dd5494fbef34fab9650f9d7bcd6dfb77fc5994d977
curl -s https://wulfkaal.github.io/positions/2026-07-31-7166.md | sha256sum