Chukwuemeka Christiantus Ndubuisi

LLM-Based Autonomous Agents: A Systematic Review and Critical Synthesis of Architectural Paradigms, Memory Models, Planning Strategies, And Operational Limitations

A consolidated analytical framework is proposed that maps common structural elements and trade-offs across reviewed systems, and outlines a research agenda directed toward formalised agent architectures, memory consistency guarantees, verified planning algorithms, standardised reliability metrics, and benchmark framewo...