kaal:claim:5886442-008
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.
Source quote, verbatim
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, p. 8
https://ssrn.com/abstract=5886442 · source PDF
Cite as
Wulf A. Kaal, The AI-to-AI Economy and the Collapse of Anthropocentric Economic Theory (2025). SSRN: https://ssrn.com/abstract=5886442
Holds when
Classification
failuresupport: evidencedfailure: swarm coordination failurefamily: collective-action-and-coordination-failureai-and-agentsinstitutional-design
Verify
The quote above is an exact substring of the source PDF, whose sha256 is d2f6edebc562152f6ea706cc3ad944f7a1b81979931571e54cb782849839dfce. Extraction method: pdf-text-layer.
Attestation record: colloquium/attestations/fc610c66fd4ea7aa...json
Verify the binding yourself: curl -s https://wulfkaal.github.io/claims/5886442-008.md | sha256sum