Cognitive DevOps: A framework for human-AI collaboration in autonomous cloud infrastructure management

Koganti, Venkata Krishna (2025) Cognitive DevOps: A framework for human-AI collaboration in autonomous cloud infrastructure management. World Journal of Advanced Research and Reviews, 26 (2). pp. 3315-3327. ISSN 2581-9615

This article introduces the emerging paradigm of Cognitive DevOps, which fundamentally transforms traditional cloud operations through orchestrated collaboration between human engineers and intelligent agent systems. The article presents a comprehensive framework for integrating multi-agent AI architectures with human supervision models to achieve autonomous yet transparent cloud infrastructure management. The article explores critical dimensions including intent-based provisioning mechanisms, natural language interfaces for infrastructure control, causal traceback systems for operational transparency, and real-time collaborative triage during incidents. The article analysis demonstrates how these approaches redistribute cognitive load between human and machine participants while preserving human agency in critical decision points. The article examines both theoretical foundations and practical implementation considerations for organizations transitioning toward hybrid intelligence systems in their DevOps practices. The article concludes by addressing ethical implications and proposing governance frameworks for responsible deployment of autonomous systems in mission-critical cloud environments, particularly focusing on explainability requirements and trust calibration methodologies that ensure productive human-AI partnerships in complex operational contexts.