ISSN2320-2882
Impact Factor9.17
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CrossRefDOI
ESTD2013
Peer ReviewTransparent
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Paper Title
AI-Augmented DevOps for Real-Time Cognitive-Aware Automation
Authors
Arivoli A. , B. Satwika , Kadam Krishna
Keywords
DevOps, Cognitive Monitoring, AI-Augmented Automation, Emotion Detection, Fatigue Detection, Computer Vision, CI/CD
Abstract
Modern DevOps pipelines prioritize speed, effi- ciency, and automation but often overlook the cognitive state of the human operators managing them. Prolonged deployment ses- sions and critical incident handling can lead to stress, fatigue, and distraction, increasing the likelihood of human-induced errors. This paper proposes an AI-Augmented DevOps framework that integrates real-time cognitive monitoring into CI/CD workflows. The system employs standard webcams for emotion recognition (DeepFace), eye aspect ratio-based fatigue detection (MediaPipe), and computer vision (OpenCV) to assess operator state. Based on detected cognitive strain, the framework can pause ongoing deployments or issue rest alerts via seamless integration with GitHub Actions. A Streamlit-based dashboard provides real- time visualization of cognitive metrics and operational status. Experimental evaluation in a simulated CI/CD environment demonstrated ?90% emotion detection accuracy, ?95% fatigue detection accuracy, and sub-2-second trigger latency, showing the potential of cognitive-aware DevOps systems in reducing operational risk and enhancing developer well-being.
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IJCRT — journal style
"AI-Augmented DevOps for Real-Time Cognitive-Aware Automation", IJCRT - International Journal of Creative Research Thoughts (www.ijcrt.org), ISSN:2320-2882, Vol.13, Issue 9, page no.35-40, September 2025, Available :https://ijcrt.org/papers/IJCRTBG02004.pdf
APA — 7th edition
A., A., Satwika, B., & Krishna, K. (2025). AI-Augmented DevOps for Real-Time Cognitive-Aware Automation. International Journal of Creative Research Thoughts, 13(9), 35-40. https://ijcrt.org/viewpaperforall.php?paper=IJCRTBG02004
MLA — 9th edition
A., Arivoli, et al. "AI-Augmented DevOps for Real-Time Cognitive-Aware Automation." International Journal of Creative Research Thoughts, vol. 13, no. 9, 2025, pp. 35-40, https://ijcrt.org/viewpaperforall.php?paper=IJCRTBG02004.
Chicago — 17th, bibliography
A., Arivoli, B. Satwika, and Kadam Krishna. "AI-Augmented DevOps for Real-Time Cognitive-Aware Automation." International Journal of Creative Research Thoughts 13, no. 9 (2025): 35-40. https://ijcrt.org/viewpaperforall.php?paper=IJCRTBG02004.
Harvard — author–date
A., A., Satwika, B. and Krishna, K. (2025) 'AI-Augmented DevOps for Real-Time Cognitive-Aware Automation', International Journal of Creative Research Thoughts, 13(9), pp. 35-40. Available at: https://ijcrt.org/viewpaperforall.php?paper=IJCRTBG02004
IEEE — numbered reference
A. A., B. Satwika and K. Krishna, "AI-Augmented DevOps for Real-Time Cognitive-Aware Automation," IJCRT, vol. 13, no. 9, pp. 35-40, Sep. 2025.
Vancouver — biomedical
A. A, Satwika B, Krishna K. AI-Augmented DevOps for Real-Time Cognitive-Aware Automation. IJCRT. 2025 Sep;13(9):35-40.
AMA — 11th edition
A. A, Satwika B, Krishna K. AI-Augmented DevOps for Real-Time Cognitive-Aware Automation. IJCRT. 2025;13(9):35-40. Accessed at https://ijcrt.org/viewpaperforall.php?paper=IJCRTBG02004
BibTeX — Zotero, Mendeley, LaTeX
@article{IJCRTBG02004,
author = {Arivoli A. and B. Satwika and Kadam Krishna},
title = {AI-Augmented DevOps for Real-Time Cognitive-Aware Automation},
journal = {International Journal of Creative Research Thoughts},
volume = {13},
number = {9},
pages = {35-40},
year = {2025},
month = {September},
issn = {2320-2882},
url = {https://ijcrt.org/viewpaperforall.php?paper=IJCRTBG02004}
}
RIS — EndNote, RefWorks
TY - JOUR
AU - A., Arivoli
AU - Satwika, B.
AU - Krishna, Kadam
TI - AI-Augmented DevOps for Real-Time Cognitive-Aware Automation
T2 - International Journal of Creative Research Thoughts
JA - IJCRT
VL - 13
IS - 9
PY - 2025
SN - 2320-2882
UR - https://ijcrt.org/viewpaperforall.php?paper=IJCRTBG02004
SP - 35
EP - 40
ER -
Issue
Volume 13 Issue 9,
September-2025
Pages : 35-40
Article Information
- Published In
- International Journal of Creative Research Thoughts — Volume 13, Issue 9, September 2025
- Pages
- 35-40
- Published
- September 2025
- Registration ID
- IJCRT_294073
- Published Paper ID
- IJCRTBG02004
- Research Area
- Science and Technology
- Author Type
- Indian Author
- Location
- India
- Peer Review
- Request Peer Review Report
- Licence
- CC BY 4.0 · Open Access
- ISSN & Impact Factor
- 2320-2882 · IF 9.17
- Downloads
- 409
- Permanent Link
- https://ijcrt.org/viewpaperforall.php?paper=IJCRTBG02004
- Published Paper PDF
- https://ijcrt.org/papers/IJCRTBG02004.pdf
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