# kaal:position:2026-07-31-7724

**Affirmed position.** Searching for fair joint gains in agent-based negotiation presents the following source proposition: However, empirical evidence suggests that they often fail to search for joint gains and end up with inefficient results. This proposition is pertinent to Kaal's source-bound claim that The share of advisers reporting that they changed their communications with investors nearly doubled from 25 percent in 2012 to 47 percent in 2015, a shift the author attributes to advisers increasing investor communications on advice of counsel. The proposed response is a qualification: 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: 0.4166.
- The source-to-claim mapping remains explicitly ambiguous and is published with that limitation.

**Current debate.** Searching for fair joint gains in agent-based negotiation: https://doi.org/10.65109/otdy6468

**Extends.** kaal:claim:2739479-021: https://wulfkaal.github.io/claims/2739479-021

**Scholarly basis.** Wulf A. Kaal, The Post Dodd-Frank Act Evolution of the Private Fund Industry Comparative Evidence from 2012 and 2 (2016). SSRN: https://ssrn.com/abstract=2739479

**Source PDF sha256.** `b2e7b81a16ab01c73478b62e85068f9dadc5cdd18427241e8bc5e8216a967730`

**Evidence level.** abstract indexed

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

**Mapping confidence.** 0.4166  **Mapping ambiguous.** true

**Topics.** compliance, empirical-evidence, private-funds, historical-response, scholarly-literature, crossref

**Provenance.** Affirmed in kaal-review:2026-07-31:streaming-etl-0010 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.