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PreprintCC BY 4.0Zenodo

Agentic AI: A Comprehensive Review of Autonomous Agents, Architectures, and Democratized Implementation for Easy Agent Creation

  • Nullwala Mustafa
  • Qureshi Sahil
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Abstract

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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Cite

BibTeXRIS
BibTeX
@misc{mustafa2026agentic,
  title = {{Agentic AI: A Comprehensive Review of Autonomous Agents, Architectures, and Democratized Implementation for Easy Agent Creation}},
  author = {Nullwala Mustafa and Qureshi Sahil},
  howpublished = {Zenodo},
  year = {2026},
  month = oct,
  doi = {10.5281/zenodo.23508695},
  url = {https://zenodo.org/records/23508695},
  note = {CC BY 4.0},
}
RIS
TY  - UNPB
TI  - Agentic AI: A Comprehensive Review of Autonomous Agents, Architectures, and Democratized Implementation for Easy Agent Creation
AU  - Nullwala Mustafa
AU  - Qureshi Sahil
PY  - 2026
DA  - 2026/10/20
PB  - Zenodo
DO  - 10.5281/zenodo.23508695
UR  - https://zenodo.org/records/23508695
AB  - 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.
ER  -