# kaal:claim:5886442-008

**Claim.** Agent swarms are projected to deliver 20 to 30 percent productivity uplifts, but coordination failures loom in the absence of hybrid human and machine oversight.

**Type.** failure  **Support.** evidenced

**Holds when.**

- applies to swarm deployments lacking hybrid oversight arrangements

**Source quote.**

> Simulations herein project 20–30% productivity uplifts, though coordination failures loom without hybrid oversight

**From.** Wulf A. Kaal, *The AI-to-AI Economy and the Collapse of Anthropocentric Economic Theory* (2025), Operational Features of AI-to-AI Systems, page 8

**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.** swarm coordination failure  (family: collective-action-and-coordination-failure)

**Topics.** ai-and-agents, institutional-design

**Keywords.** agent-swarms, coordination-failure, oversight, productivity

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