# kaal:position:2026-07-31-3970

**Affirmed position.** Reactive transport numerical modeling of CO2+O2 in-situ leaching in sandstone-type uranium ore should be assessed against Kaal's source-bound claim that Conventional governance methods that are reactive or fixed to ex-post solutions are insufficient for governing technologies whose behavior changes continuously after deployment. The current metadata indicates a plausible connection through dynamic regulation, but the defensible response is a qualification until the source text confirms agreement, scope, methods, and limitations.

**Status.** affirmed  **Published.** 2026-07-31

**Holds when.**

- applies to ex-post regulatory regimes
- holds for AI systems that continue to learn after release
- External evidence level: abstract indexed.
- Mapping review tier: ambiguity triage before claim review.
- The literature-to-claim mapping remains explicitly ambiguous and should not be treated as a settled equivalence.

**Current debate.** Reactive transport numerical modeling of CO2+O2 in-situ leaching in sandstone-type uranium ore: https://www.semanticscholar.org/paper/5709a7654a00d794dbce87180901866cbdcc67c8

**Extends.** kaal:claim:4796714-002: https://wulfkaal.github.io/claims/4796714-002

**Scholarly basis.** Wulf A. Kaal, AI Governance (2024). SSRN: https://ssrn.com/abstract=4796714

**Source PDF sha256.** `59fa63bae179e8f9b6b8efbdf90cee28400276512a1b04f9f579a48641305c93`

**Evidence level.** abstract indexed

**Mapping review tier.** ambiguity triage before claim review

**Mapping confidence.** 0.2232  **Mapping ambiguous.** true

**Topics.** governance-design, ai-and-agents, dynamic-regulation

**Provenance.** Affirmed in historical-backfill:2026-07-31:phase-0016 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.