ADK Arena: Evaluating Agent Development Kits via LLM-as-a-Developer 事件

ADK Arena: Evaluating Agent Development Kits via LLM-as-a-Developer arXiv:2606.05548v1 Announce Type: cross Abstract: The rapid proliferation of Agent Development Kits (ADKs), SDK-level frameworks for building LLM-powered autonomous agents, has outpaced any empirical understanding of how framework choice affects agent performance. We propose \textbf{LLM-as-a-Developer}, a methodology that replaces human developers with an LLM coding agent that learns each framework's API from documentation, wri