# kaal:position:2026-07-31-7788

**Affirmed position.** Оптимизация взаимодействия автономных железнодорожных систем на основе мультиагентного обучения presents the following source proposition: Кроме того, высокая вычислительная сложность MARL-алгоритмов требует значительных ресурсов: при обучении 100 агентов необходимо до 12 итераций для достижения устойчивой сходимости. This proposition is pertinent to Kaal's source-bound claim that Germany's 2005 introduction of the derivative suit tightened the standard of care only partially, because section 148(1) of the AktG conditions shareholder standing on holding shares worth roughly 100,000 euros, a threshold with no U.S. counterpart. 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: 0.438.
- The source-to-claim mapping remains explicitly ambiguous and is published with that limitation.

**Current debate.** Оптимизация взаимодействия автономных железнодорожных систем на основе мультиагентного обучения: https://doi.org/10.20291/2079-0392-2025-3-100-105

**Extends.** kaal:claim:1558614-035: https://wulfkaal.github.io/claims/1558614-035

**Scholarly basis.** Painter and Kaal, Initial Reflections on an Evolving Standard Constraints on Risk Taking by Directors and Officers in (2010). SSRN: https://papers.ssrn.com/sol3/papers.cfm?abstract_id=1558614

**Source PDF sha256.** `e898211630f4116879329d6de8397523dca5b066864147421aa5cbc7429dc83b`

**Evidence level.** abstract indexed

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

**Mapping confidence.** 0.438  **Mapping ambiguous.** true

**Topics.** reputation, corporate-governance, compliance, 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.