This paper reviews architectures and implementation approaches for Agentic AI, including reasoning and planning, memory, retrieval-augmented generation, tool use, reflection, and multi-agent coordination. It compares selected frameworks and proposes an enhanced IDEA→DELIVERY pipeline for making agent creation more accessible while incorporating evaluation, safety, and governance. The paper presents a literature-based synthesis and conceptual reference architecture rather than a controlled experimental evaluation.
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Mustafa et al. (2026) studied this question.
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