Not All AI Agents Are Equal: Characterizing Resource and Performance Dynamics.

arXiv:2609.19947v2 Announce Type: replace Abstract: LLM-based AI agents process user requests through iterative reasoning and tool execution, often involving the invocation of remote LLM APIs with local tool containers. This execution model can make the optimi