@article{ART003383264},
author={SONG JAE HUN and KIM, JIN HONG},
title={Towards an Autonomous Agent-based Cloud Service Architecture},
journal={ Journal of Software Forensics},
issn={3092-541X},
year={2026},
volume={22},
number={3},
pages={177-186}
TY - JOUR
AU - SONG JAE HUN
AU - KIM, JIN HONG
TI - Towards an Autonomous Agent-based Cloud Service Architecture
JO - Journal of Software Forensics
PY - 2026
VL - 22
IS - 3
PB - Korea Software Assessment and Valuation Society
SP - 177
EP - 186
SN - 3092-541X
AB - The rapid advancement of large language models (LLMs) and multimodal artificial intelligence (AI) is transforming cloud computing and web services from traditional, manually controlled environments into proactive, collaborative ecosystems driven by autonomous agents. This paper introduces an Agentic Cloud Architecture—an autonomous agent-based framework tailored for web-based cloud service environments.
The proposed architecture empowers agents to interpret complex user intents in natural language and autonomously execute end-to-end cloud operations, including resource management, web application deployment, and system recovery. To achieve full operational autonomy, the architecture implements a four-stage cyclic framework comprising perception, reasoning and planning, execution, and validation.
Through continuous iteration across these stages, this architecture significantly enhances the autonomy, adaptability, and operational efficiency of cloud services. Finally, we present the comprehensive architectural design, identify key technical challenges in agentic cloud computing, and outline potential directions for future research.
KW - Autonomous Agents;Agentic Cloud Computing;Large Language Models (LLMs);Cloud Service Automation;Multimodal AI
DO -
UR -
ER -
SONG JAE HUN and KIM, JIN HONG. (2026). Towards an Autonomous Agent-based Cloud Service Architecture. Journal of Software Forensics, 22(3), 177-186.
SONG JAE HUN and KIM, JIN HONG. 2026, "Towards an Autonomous Agent-based Cloud Service Architecture", Journal of Software Forensics, vol.22, no.3 pp.177-186.
SONG JAE HUN, KIM, JIN HONG "Towards an Autonomous Agent-based Cloud Service Architecture" Journal of Software Forensics 22.3 pp.177-186 (2026) : 177.
SONG JAE HUN, KIM, JIN HONG. Towards an Autonomous Agent-based Cloud Service Architecture. 2026; 22(3), 177-186.
SONG JAE HUN and KIM, JIN HONG. "Towards an Autonomous Agent-based Cloud Service Architecture" Journal of Software Forensics 22, no.3 (2026) : 177-186.
SONG JAE HUN; KIM, JIN HONG. Towards an Autonomous Agent-based Cloud Service Architecture. Journal of Software Forensics, 22(3), 177-186.
SONG JAE HUN; KIM, JIN HONG. Towards an Autonomous Agent-based Cloud Service Architecture. Journal of Software Forensics. 2026; 22(3) 177-186.
SONG JAE HUN, KIM, JIN HONG. Towards an Autonomous Agent-based Cloud Service Architecture. 2026; 22(3), 177-186.
SONG JAE HUN and KIM, JIN HONG. "Towards an Autonomous Agent-based Cloud Service Architecture" Journal of Software Forensics 22, no.3 (2026) : 177-186.
