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Lakshmi Prayuktha UserLU
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Lakshmi Prayuktha User

@lakshmiprayukthauser

AI Engineer at Verizon who built a LangChain RunOps agent to troubleshoot production data pipelines.

United States
Message

At Verizon, I built a production LangChain-based AI RunOps agent to monitor and troubleshoot enterprise data pipelines. It analyzed pipeline failures and generated root-cause analysis and remediation recommendations.

I developed RAG pipelines that searched more than 10,000 historical incident logs and operational documents using vector embeddings and semantic retrieval. I also integrated agent workflows with Azure Monitor, Jira, Microsoft Teams, and Databricks to support automated incident triage.

At Infosys, I implemented machine learning pipelines for telecom subscriber churn prediction for client Telstra Group Limited. I improved model ROC-AUC from 0.71 to 0.86 through feature selection and hyperparameter tuning, and automated retraining workflows that reduced model drift by 22%.

At EXTRA SPACE STORAGE, I develop and support data and AI solutions across customer and operational datasets, including ETL/ELT pipelines and machine learning and Generative AI workflows. My projects include an AI resume-matching platform and a healthcare symptom assistance chatbot using RAG.

Experience

Work history, roles, and key accomplishments

VE

AI Engineer

Jul 2024 - Dec 2025 (1 year 5 months)

Built a production LangChain-based AI RunOps agent to monitor and troubleshoot enterprise data pipelines across Azure Data Factory and Databricks. Designed agent workflows for automated root-cause analysis and remediation, and developed RAG pipelines using vector embeddings and semantic retrieval.

Education

Degrees, certifications, and relevant coursework

University of North Carolina at Charlotte logoUC

University of North Carolina at Charlotte

Master of Science, Computer Science

Grade: 3.8/4.0

Master of Science in Computer Science with a GPA of 3.8/4.0, completed in May 2025.

ST

Srinidhi Institute of Sciences & Technology

Bachelor of Technology, Information Technology

Bachelor of Technology in Information Technology, completed in July 2021.

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