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# Agentic AI Systems Should Be Designed as Marginal Token Allocators
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> A position paper arguing that agentic AI systems should be designed and evaluated as **marginal token allocation economies** rather than as text generators priced by the unit.
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**Author:** Siqi Zhu (University of Illinois Urbana-Champaign) — `siqizhu4@illinois.edu`
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📄 [**Read the paper (PDF)**](paper.pdf) · 🌐 [**Project page**](https://zhusq20.github.io/Agent_Token_Economics/)
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