Human-in-the-Loop Task Management Systems: A Technical Review

Himanshu Pandey

Human-in-the-Loop Task Management Systems: A Technical Review

Authors

Himanshu Pandey

Keywords:

Human-in-the-Loop Workflows, Task Management Systems, Event-Driven Architecture, Agent Orchestration, Service-Oriented Design

Abstract

Modern artificial intelligence systems increasingly require human oversight in automated workflows.Traditional task management solutions lack the flexibility needed for agent-based architectures. Theintegration of human feedback loops presents ongoing challenges in enterprise AI deployments. A scalable task management framework addresses

References

Saleema Amershi, et al., "Guidelines for Human-AI Interaction," arXiv, 2019. Available: https://dl.acm.org/doi/10.1145/3290605.3300233

D. Sculley, et al., "Hidden technical debt in Machine learning systems," arXiv, 2015. Available: https://dl.acm.org/doi/10.5555/2969442.2969519

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Published

2026-04-15

How to Cite

Himanshu Pandey. (2026). Human-in-the-Loop Task Management Systems: A Technical Review. Journal of Computational Analysis and Applications (JoCAAA), 35(4), 325–335. Retrieved from https://eudoxuspress.com/index.php/pub/article/view/5472