Open to Opportunities

Hi, I'm Karthik
Full Stack LLM
Engineer

Building intelligent systems at the intersection of Generative AI, RAG pipelines, and agentic workflows. Currently engineering enterprise-grade AI solutions at Montra Electric (Murugappa Group).

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Projects
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V.S. Karthik Manikandan — Full Stack LLM Engineer
🤖 LangChain
🧠 RAG Expert
⚡ FastAPI

The Engineer Behind
the Intelligence

Karthik Manikandan — AI Engineer & Researcher

B.Tech CSE — VIT Vellore

Class of 2025 · School of Computer Science & Engineering

I'm V.S. Karthik Manikandan, a Full Stack LLM Engineer from Chennai with a relentless passion for building AI systems that solve real-world problems. My journey started at Vellore Institute of Technology (VIT), where I graduated with a B.Tech in Computer Science in 2025 — and I haven't stopped shipping since.

Currently at Montra Electric (Murugappa Group), I architect the AIRA platform — an enterprise-grade GenAI chatbot powered by RAG, LLM, MCP, LangGraph, LangChain, and LangSmith. I integrate 6+ data sources, optimize vector search pipelines, and deploy agentic AI workflows that have boosted data accessibility by 70% and cut retrieval time by 95%.

What makes me different? I don't just build models — I build products. From a Voice-Enabled Sign Language Recognition system achieving 95% accuracy to an iOS Watch App built with Cursor AI (a first-of-its-kind AI+Human collaboration in India at the time), I push boundaries where AI meets human impact.

I'm also a content creator who completed 200 consecutive daily coding challenge videos on YouTube (2025–2026), covering Data Structures, Algorithms, ML, and AI — proving that consistency compounds. My research paper on Neural Summarization for Low-Resource Indic Languages is currently awaiting publication.

Beyond code, I've held an Elite World Record (2019), coordinated sponsor teams for Riviera 2025 (VIT's world-renowned cultural fest), and sharpened my public speaking at Toastmasters (2024–2025). I believe the best engineers are also great communicators.

🏆

Elite World Record

Achieved in 2019 during school years

📑

Research Paper

Neural Summarization for Indic Languages — awaiting publication

🎬

200 YouTube Videos

Daily coding challenges, 2025–2026

🎤

Toastmasters & Riviera

Public speaking & event coordination at VIT

Where I've Made Impact

From enterprise AI platforms to banking systems — building production-grade software.

Data Scientist / LLM Engineer
Montra Electric — Murugappa Group
Jan 2026 – Present
  • Architected AIRA — a GenAI full-stack chatbot platform using RAG, LLM, MCP, LangGraph, LangChain, and LangSmith, integrating 6+ enterprise data sources and boosting data accessibility by 70%.
  • Built an end-to-end RAG system reducing data retrieval time by 95% with optimized vector search and prompt engineering.
  • Designed and deployed agentic AI workflows with FastAPI back-end services, improving operational efficiency by 15% and cutting infrastructure costs.
  • Developed GenAI solution integrated with enterprise analytics pipeline, improving data insight quality by 40%.
  • Applied ML-based predictive modeling for maintenance scheduling, reducing equipment downtime by 20%.
Generative & Agentic AI Intern
Technobytes — IITM Research Park
Dec 2025
  • Completed intensive internship on Generative AI and Agentic AI systems at the prestigious IIT Madras Research Park.
  • Gained hands-on experience building agentic pipelines and advanced prompt engineering techniques.
Software Development Intern
Intellect Design Arena
Aug 2023 – Oct 2023
  • Developed 3+ full-stack features on the CBX banking platform for Boubyan Bank, accelerating transaction processing speeds by 15%.
  • Engineered scalable RESTful APIs handling 10K+ daily requests at 99.9% uptime, following DevOps best practices.
  • Improved code quality through structured reviews, reducing merge conflicts and boosting team delivery efficiency by 10%.

What I've Built

From research papers to production AI systems — every project tells a story of solving real problems.

💜

MCP Heart Count — Music App

AI-powered music app feature using Model Context Protocol (MCP). Built with 80% Cursor AI and 20% human interaction — demonstrating the power of AI+Human collaborative development.

MCP Cursor AI AI+Human
Apr 2026
💎

Gemini Fullstack LangGraph Quickstart

Full-stack application built with Google Gemini and LangGraph, demonstrating end-to-end GenAI application architecture with modern frameworks.

Gemini LangGraph Full Stack
Feb 2026
📰

AI Fake News Detection with RAG Pipeline

Full-stack RAG pipeline using LangChain and Llama 3.2 for real-time fake news detection. Integrated FAISS vector database with HuggingFace embeddings, achieving 20% accuracy improvement and 15% reduced query latency.

Llama 3.2 FAISS LangChain RAG
Jan 2026
🛣️

Pothole Image Detection

Image classification system for road pothole detection using CNN, ResNet & EfficientNet models. Comparative analysis of deep learning architectures for real-world infrastructure monitoring.

CNN ResNet EfficientNet
Nov 2025
🦙

Llama 3 Streamlit Chatbot

Interactive AI chatbot built with Meta's Llama 3 and Streamlit framework. Clean UI for conversational AI with streaming responses and context management.

Llama 3 Streamlit Chatbot
Oct 2025

Kurung — iOS Watch App for Reels

Innovative Apple Watch app to browse and watch reels on iWatch. Built using Cursor AI — one of the first AI+Human collaborative iOS projects in India, pioneering a new development paradigm.

iOS WatchOS Cursor AI
Aug 2025
🤟

Voice-Enabled Sign Language Recognition

Achieved 95% gesture detection accuracy using CNN-based deep learning model with voice output via gTTS. Enhances accessibility for hearing-impaired users with a 30% optimized recognition pipeline.

OpenCV TensorFlow CNN gTTS
Jan 2025
🔬

Multiple Skin Diseases Detection — CNN

Deep learning model for classifying multiple skin disease categories from dermatological images using Convolutional Neural Networks. Aimed at assisting early diagnosis and dermatological screening.

CNN Medical AI Image Classification
2025
🧩

Autism Detection in Children

Machine learning system using Random Forest Trees for early detection of autism in children. Focused on feature engineering and model interpretability for sensitive healthcare applications.

Random Forest Healthcare ML
2023
📊

EDA & ML Projects Portfolio — SLA Institute

Comprehensive collection of Machine Learning projects covering supervised and unsupervised learning, deep learning, and GenAI. Proficient in Exploratory Data Analysis (EDA), classification, regression, clustering, and neural network architectures.

EDA Supervised Unsupervised DL GenAI
Aug 2025 – Feb 2026

My Tech Stack

The tools and technologies I use to build intelligent systems.

🧠

AI / ML / GenAI

LLMs RAG Prompt Engineering Agentic AI LangGraph LangChain LangSmith MCP Transformers FAISS HuggingFace
💻

Languages & Frameworks

Python SQL FastAPI RESTful APIs ASP.NET Streamlit
📊

Data Science & ML

Deep Learning CNN Neural Networks TensorFlow OpenCV Supervised Learning Unsupervised Learning Predictive Modeling EDA
🗄️

Data & Databases

FAISS (Vector DB) MS SQL Server Data Structures Algorithms
🛠️

DevOps & Tools

Git Model Deployment API Integration CI/CD Cursor AI
🎯

Specializations

NLP Computer Vision Medical AI AI Safety Indic NLP Technical Writing

Credentials & Learning

Continuous learning is my unfair advantage.

🎓

B.Tech — Computer Science & Engineering

Vellore Institute of Technology (VIT), Vellore

2021 – 2025
🤖

Generative & Agentic AI

Technobytes — IITM Research Park

Dec 2025

AI Internship Program — Fast Track

Agnirva

Nov 2025
📊

Deep Learning, Machine Learning & GenAI

SLA Institute — Comprehensive EDA, Supervised & Unsupervised Learning, Neural Networks

Aug 2025 – Feb 2026

Beyond the Code

🏆

Elite World Record

Achieved an Elite World Record during school years — a testament to early ambition and excellence.

2019
🎪

Riviera 2025 — Sponsor Teams Coordinator

Coordinated sponsor teams for VIT's Riviera, one of the world's top cultural festivals, managing partnerships and logistics.

2025
🎤

Toastmasters International — VIT

Active member honing public speaking, leadership, and communication skills through regular speaking engagements.

2024 – 2025
💻

DigitSquad Club — VIT

Participated in tech talks and discussions at VIT's technology-focused club, sharing knowledge on emerging tech trends.

2022

200 Days of Code

🎬

200 Daily Coding Challenge Videos

Completed 200 consecutive daily challenge videos on YouTube covering Data Structures, Algorithms, Machine Learning, and AI concepts — a testament to consistency, discipline, and deep technical knowledge. Each video breaks down complex coding problems into digestible, engaging content.

200+
Videos
2025
to 2026
Daily
Consistency
▶️ Watch on YouTube

Let's Build Together

Interested in collaborating on AI projects, discussing research, or just saying hi? I'd love to connect.

Send a Message