# kaal:claim:5886442-007

**Claim.** Agentic automation concentrates agency in opportunity hubs and, through winner takes most swarms, elevates Gini coefficients by 15 to 25 percent by 2030, which is why diversity mandates are required for inclusive ecosystems.

**Type.** predictive  **Support.** evidenced

**Holds when.**

- projection to 2030
- assumes winner takes most swarm dynamics without corrective mandates

**Source quote.**

> Agentic automation concentrates agency in opportunity hubs, elevating Gini coefficients by 15–25% by 2030 through winner-takes-most swarms, demanding diversity mandates for inclusive ecosystems

**From.** Wulf A. Kaal, *The AI-to-AI Economy and the Collapse of Anthropocentric Economic Theory* (2025), Challenges, Risks, and Policy Imperatives, page 9

**Cite as.** Wulf A. Kaal, The AI-to-AI Economy and the Collapse of Anthropocentric Economic Theory (2025). SSRN: https://ssrn.com/abstract=5886442

**Verify.** sha256 of source PDF `d2f6edebc562152f6ea706cc3ad944f7a1b81979931571e54cb782849839dfce` at https://raw.githubusercontent.com/wulfkaal/Academic-Papers/main/papers/pdf/Kaal%20-%202025%20-%20The%20AI-to-AI%20Economy%20and%20the%20Collapse%20of%20Anthropocentric%20Economic%20Theory.pdf

**Failure mode.** winner takes most concentration  (family: inequality-and-access-divide)

**Topics.** ai-and-agents

**Keywords.** inequality, gini-coefficient, agentic-automation, diversity-mandates, policy

**Canonical form.** This markdown file is the canonical hashed representation of the claim. Its sha256 is the content hash used for attestation.