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Ashwini Kumar

Senior AI/ML Engineer · Architecting Agentic Workflows using LangChain & RAG · AWS, Python, MLOps

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As a Senior AI/ML Engineer, I specialize in bridging the gap between traditional robust software architecture and the rapidly evolving world of Generative AI. With over 10 years of experience, I architect and build scalable, cloud-native applications that leverage cutting-edge machine learning capabilities to solve concrete business problems.

Within Qualcomm, a leader in applied AI, I am actively driving the adoption of Generative AI. My work focuses on spearheading initiatives to prototype and architect next-generation solutions using LangChain and RAG. My focus is on the complete MLOps lifecycle, from system design and data pipeline construction to model deployment and optimization on AWS.

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  • Oct 2025presentBengaluru, Karnataka, India

    Lead Software Developer @ Qualcomm

  • Jun 2022Sep 2025Bengaluru, Karnataka, India

    Senior Software Developer @ Qualcomm

    • Spearheaded the integration of Generative AI into the development lifecycle, designing and building proof-of-concepts with RAG and LangChain that demonstrated potential for significant workflow automation.
    • Architected and developed full-stack features for multiple internal tools using Java, Spring Boot, and Python, running on a scalable AWS infrastructure.
    • Championed and implemented MLOps best practices by creating automated CI/CD pipelines for Python-based services, reducing manual deployment efforts by over 65%.
  • Apr 2021Jun 2022Pune, Maharashtra, India

    IT Analyst @ Tata Consultancy Services

    • Architected and delivered a custom ETL pipeline from scratch using Spring Boot, integrating three disparate enterprise systems (AMFG, PLM, SAP) to create a single source of truth for manufacturing data.
  • Nov 2018Apr 2021Pune Area, India

    Assistant Manager - Mfg IT @ Mahindra and Mahindra Limited

    • Engineered a real-time data streaming solution in Python to capture and process high-volume sensor data from shop-floor machinery, laying the groundwork for predictive analytics.
    • Led and mentored a team of support engineers, improving key operational metrics and acting as the primary technical point of contact for business stakeholders.
  • Jul 2016Oct 2018Jamshedpur Area, India

    Solution Developer @ Tata Technologies

    • Played a key role in the end-to-end implementation of a large-scale Manufacturing Execution System (MES) for a leading automotive client, Tata Motors.
    • Engineered and delivered core backend modules in Java, including a critical ERP-MES integration interface to ensure seamless data flow between enterprise systems.
    • Developed and optimized complex SQL-based reports, providing key production and quality insights to business stakeholders.
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