LLM-based agent systems: a systematic literature review and position on hybrid architectures and evaluation frameworks

A PRISMA-based systematic literature review of recent developments in AI agent technologies, with a particular focus on large language model (LLM)-based agents, positions hybrid architectures and standardized evaluation as essential foundations for advancing LLM-based agents from isolated demonstrations toward reliable real-world applications.