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Abhay D Pawar

I build AI-driven automation platforms that bridge GenAI, mobile validation, and system design. At Motorola Mobility, I developed the LAM Validation Suite from scratch — integrating prompt engineering, GenAI pipelines, and large-scale Android automation to make validation smarter, faster, and more resilient.

My expertise spans prompt engineering (zero/few-shot, CoT, LoRA, PEFT), GenAI model tuning (Gemini 2.5 Flash), Python automation, and framework design. I love taking messy validation problems and turning them into scalable, intelligent platforms that teams actually want to use.

I’ve also contributed to open source (DroidRun, Gradio, Gatsby) and continue to explore how LLMs + automation can redefine the future of testing and reliability.

  • Role

    Generative AI Engineer

  • Years of Experience

    10.1 years

  • Professional Portfolio

    View here

Skillsets

  • XML
  • MongoDB
  • NoSQL
  • OpenAI API
  • Pinecone
  • PostgreSQL
  • Python
  • PyTorch
  • Sentence transformers
  • TensorFlow
  • Uiautomator2
  • Microsoft autogen
  • Droidrun
  • Graph RAG
  • Hugging Face
  • chunking
  • Context window
  • Deepseek chimera r1
  • Gemini 2.5 pro
  • VectorDB
  • XPath
  • FastAPI
  • Appium
  • Bash
  • Bat scripting
  • Chroma
  • Cosine Similarity
  • crewAI
  • Docker
  • embeddings
  • ETL
  • FAISS
  • Anthropic claude api
  • Flask
  • GCP
  • Gradio
  • Jenkins
  • JSON
  • LangChain
  • LangGraph
  • Linux
  • LlamaIndex

Professional Summary

10.1Years

  • Senior Software Developer - GenAI

  • Dec, 2024 - Nov, 2025 11 months

    Software Developer - GenAI

    Integra Micro Software Services
  • Jul, 2024 - Dec, 2024 5 months

    Test Automation Engineer

    Integra Micro Software Services
  • Sep, 2022 - Feb, 2023 5 months

    Automation Engineer

    L&T Technology Services
  • Feb, 2023 - Jul, 20241 yr 5 months

    Android SDET Engineer

    L&T Technology Services
  • Jul, 2024 - Nov, 20251 yr 4 months

    Software Engineer

    Motorola Mobility (a Lenovo Company)
  • Apr, 2022 - Jul, 20242 yr 3 months

    Software System Test Engineer

    Sony Mobile Communications
  • Sep, 2021 - Aug, 2022 11 months

    Associate Automation Engineer

    L&T Technology Services
  • Oct, 2020 - Jan, 2021 3 months

    Sanskrit Tagging Project NCC

    SRI
  • Jan, 2019 - Oct, 20201 yr 9 months

    Open Source Contributor

    Gatsby (A Netlify Company)

Work History

10.1Years

Senior Software Developer - GenAI

Software Developer - GenAI

Integra Micro Software Services
Dec, 2024 - Nov, 2025 11 months

Test Automation Engineer

Integra Micro Software Services
Jul, 2024 - Dec, 2024 5 months
    Designed modular automation frameworks with custom orchestration of scalable execution flows and robust debugging support. Tuned Gemini 2.5 Flash Model for higher contextual accuracy and reduced hallucinations. Developed low-code MCP Client and custom MCP Server with custom tools, crewai AI Agents as tools, leveraging AST-based Code Intelligence Graphs. Developed CrewAI agentic workflows, enhancing test intelligence and platform adaptability. Understanding of LangChain, LangGraph, LlamaIndex, CrewAI, Microsoft Autogen, and custom LLM framework development. Expertise in prompt engineering & fine-tuning. Built model benchmarking with cosine similarity metrics for cross-model validation and reliability scoring. Integrated DroidRun, Appium, and custom ADB utilities for large-scale Android automation developments. Engineered back-end with Python multithreading for centralized data pipelines, experienced in dataframe handling, Pandas, Numpy, Flask, FastAPI. Worked in Agile Methodology, Software Development and Testing Life Cycles, delivering automation features and architectural improvements to the target teams within the Lenovo Motorola Group.

Software Engineer

Motorola Mobility (a Lenovo Company)
Jul, 2024 - Nov, 20251 yr 4 months

Android SDET Engineer

L&T Technology Services
Feb, 2023 - Jul, 20241 yr 5 months

Automation Engineer

L&T Technology Services
Sep, 2022 - Feb, 2023 5 months

Software System Test Engineer

Sony Mobile Communications
Apr, 2022 - Jul, 20242 yr 3 months

Associate Automation Engineer

L&T Technology Services
Sep, 2021 - Aug, 2022 11 months
    Built Bash Automation, reducing regression & performance testing of Premium Products efforts by 85%. Expert in Python debugging, Linux scripting, and test execution (Smoke, Sanity, Functional, Non-Functional). Hands-on with JIRA, Confluence, Git, and ALM for seamless collaboration and documentation. Earned client recognition for automation excellence and testing efficiency.

Sanskrit Tagging Project NCC

SRI
Oct, 2020 - Jan, 2021 3 months
    Sanskrit Research Institute Worked with amazing group of Sanskrit Researchers, on a NCC Sanskrit Tagging Project involving abbreviation and headword classification into subject topic of concern and marking the text.

Open Source Contributor

Gatsby (A Netlify Company)
Jan, 2019 - Oct, 20201 yr 9 months
    GitHub - Technical Writing

Major Projects

1Projects

LLM Powered Postmortem Automation of the Site Reliability Engineering Teams

    Developed and refined an industry standard proof of concept project using Model Context Protocol LLM as sole decision maker for invoking crewAI-based agents added as custom tools to the external MCP Server. The platform automates root cause analysis, remediation planning, and incident report writing for Site Reliability Teams.

Education

  • MTech in Cloud Computing

    Birla Institute of Technology and Science Pilani (2025)

  • BTech in Electronics and Communication Engineering

    Vellore Institute of Technology (2021)