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Shrutik Kharkar

I build |

AI Engineer with 2.5+ years shipping real AI systems.
First Class MSc in AI, University of Galway.

2.5+ Years in AI
€500K Research funding
1:1 MSc grade
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Who I Am

I'm an AI Engineer at the University of Galway, where I've been building a multi-agent RAG chatbot and an IoT monitoring platform for agricultural research. The project secured €500K in Research Ireland funding.

Before that, I spent a year at Wipro working on a core banking system for ICICI Bank. Two engineers keeping a loan management platform running for the whole country. You learn quickly that "it works on my machine" is not good enough.

I finished my MSc in Artificial Intelligence at Galway with a first class. My thesis on LLM-based protein classification got me an invitation to present at the Microbiology Society Annual Conference in Liverpool.

I like building things that actually get used. Not just demos or notebooks, but software running in production that people depend on.

Shrutik Kharkar
Location
Galway, Ireland
Current Role
AI Engineer, University of Galway
Education
MSc AI, First Class (1:1)

What I Work With

Languages & Frameworks

Python FastAPI LangChain LangGraph JavaScript HuggingFace PyTorch TensorFlow scikit-learn

AI & ML

LLMs RAG Multi-Agent Systems vLLM NLP Deep Learning Prompt Engineering Sentence Transformers Reinforcement Learning

Databases & Storage

Milvus (Vector DB) MongoDB Redis Oracle SQL

Cloud & DevOps

AWS EC2 Docker Nginx CI/CD Git REST APIs

Where I've Worked

Nov 2024 to Present Current

AI Engineer

University of Galway, Ireland
  • Built and deployed a multi-agent RAG chatbot for agricultural advisory using LangChain, LangGraph, Milvus, and vLLM on AWS EC2. Live at chat.ryanagro.com.
  • Built a real-time IoT dashboard for greenhouse monitoring with FastAPI and JavaScript. Researchers use it to watch live sensor data from the farm. Live at dashboard.ryanagro.com.
  • Managed the cloud setup: 11 Docker containers covering the LLM server, vector DB, MongoDB, Redis, and Nginx on AWS, including GPU allocation and fixing production issues.
  • Added multilingual and voice input support so non-English speakers could use the chatbot.
  • Helped write the grant application that secured €500K in Research Ireland funding. Co-authored a paper in Frontiers in Sustainable Food Systems.
LangChainLangGraphvLLMMilvus FastAPIAWSDockerIoT
May 2022 to May 2023

Application Engineer & Business Analyst

Wipro Ltd. (Client: ICICI Bank), Mumbai, India
  • One of two engineers responsible for FinnOne Neo, a loan management system used by ICICI Bank across India. If it broke, it was our problem to fix.
  • Handled incidents and root cause analysis using Oracle WebLogic, SQL, and log files. Wrote SOPs to stop the same issues coming back.
  • Was the main point of contact between the business team, operations, and vendors when something went wrong or needed to change.
  • Ran UAT cycles and production deployments, making sure changes were tested and signed off before going live.
  • Made calls during outages to get the system back up quickly.
Oracle SQLWebLogicIncident Management UATBanking

What I've Built

MSc Thesis

LLM-Based Protein Classification

My MSc thesis. I fine-tuned transformer models on peptide sequences to classify proteins, and got a solid accuracy improvement over the baseline. Was invited to present the work at the Microbiology Society Annual Conference in Liverpool.

PyTorchHuggingFaceTransformers scikit-learnPython
More on GitHub

Other Projects

More work on GitHub covering NLP, deep learning, knowledge graphs, computer vision, and multi-agent systems from my MSc and personal projects.

PythonPyTorchNLP Knowledge GraphsMulti-Agent

Research & Recognition

Publication

Digital Technologies to Accelerate Climate-Smart Agriculture

Frontiers in Sustainable Food Systems, 2025

Kharkar, S. et al.

doi:10.3389/fsufs.2025.1462328
Invited Talk

LLM-Based Protein Classification

Microbiology Society Annual Conference, Ireland 2025

Presented transformer fine-tuning methodology and benchmarking results to an international audience. Also presented at the Society's Annual Meeting in Ireland.

Award

President's Award for Volunteering

University of Galway, 2024

Awarded for co-founding the AI Society at University of Galway.

Academic Background

Sep 2023 to Nov 2024 First Class (1:1)

MSc in Computer Science (Artificial Intelligence)

University of Galway, Ireland
Key Modules
Advanced NLP Research Topics in AI Knowledge Graphs Machine Learning Deep Learning Multi-Agent Systems Reinforcement Learning AI & Ethics
Aug 2018 to May 2022 First Class (1:1)

Bachelor of Engineering (Information Technology)

University of Mumbai, India
Key Modules
Artificial Intelligence Data Mining & BI IoT Big Data Analytics Cloud Computing DBMS R Programming

Get In Touch

I'm looking for roles in applied AI, ML engineering, or AI product.
If you're building something and think I'd be a good fit, I'd like to hear about it.

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