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Machine Learning Algorithms & Natural Language Processing
Machine Learning Algorithms & Natural Language Processing
Jun 8, 2026 · Artificial Intelligence

Re‑evaluating the Token World of LLM Agents: A Dual‑View Economics Overview

The paper surveys the rapid growth of token consumption in LLM agents, proposes a dual‑view Token Economics framework that treats tokens as production factors, exchange media, and accounting units, and classifies optimization challenges from single‑agent efficiency to ecosystem‑level pricing, security, and future research directions.

AI Resource ManagementLLM agentsSecurity
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Re‑evaluating the Token World of LLM Agents: A Dual‑View Economics Overview