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INTERNATIONAL JOURNAL OF CREATIVE RESEARCH THOUGHTS - IJCRT (IJCRT.ORG)

International Peer Reviewed & Refereed Journals, Open Access Journal

IJCRT Peer-Reviewed (Refereed) Journal as Per New UGC Rules.

ISSN Approved Journal No: 2320-2882 | Impact factor: 7.97 | ESTD Year: 2013

Call For Paper - Volume 14 | Issue 7 | Month- July 2026

Scholarly open access journals, Peer-reviewed, and Refereed Journals, Impact factor 7.97 (Calculate by google scholar and Semantic Scholar | AI-Powered Research Tool) , Multidisciplinary, Monthly, Indexing in all major database & Metadata, Citation Generator, Digital Object Identifier(CrossRef DOI)

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  Published Paper Details:

  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.

  IJCRT's Publication Details

  Unique Identification Number - IJCRTBG02004

  Paper ID - 294073

  Page Number(s) - 35-40

  Pubished in - Volume 13 | Issue 9 | September 2025

  DOI (Digital Object Identifier) -   

  Publisher Name - IJCRT | www.ijcrt.org | ISSN : 2320-2882

  E-ISSN Number - 2320-2882

  Cite this article

  Arivoli A.,  B. Satwika,  Kadam Krishna,   "AI-Augmented DevOps for Real-Time Cognitive-Aware Automation", International Journal of Creative Research Thoughts (IJCRT), ISSN:2320-2882, Volume.13, Issue 9, pp.35-40, September 2025, Available at :http://www.ijcrt.org/papers/IJCRTBG02004.pdf

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Call For Paper July 2026
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ISSN and 7.97 Impact Factor Details


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ISSN: 2320-2882
Impact Factor: 7.97 and ISSN APPROVED
Journal Starting Year (ESTD) : 2013
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ISSN and 7.97 Impact Factor Details


ISSN
ISSN
ISSN: 2320-2882
Impact Factor: 7.97 and ISSN APPROVED
Journal Starting Year (ESTD) : 2013
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