Available for new projects

I build. ship. and make AI work.

Hello! Vanakkam! Welcome to my portfolio!
I'm Eswaramuthu M, a B.Tech CSE (AI & ML) student at SRMIST with a CGPA of 9.51. I've interned at Stratova.AI & Zeroeka (IIT Madras), and I'm an AWS Certified AI Practitioner & LeetCode Knight.

Contact Me

::AI/ML Engineer•Software Developer•LangGraph & RAG•AWS Certified

/ IDENTITY

The Developer

9.52/10

CGPA

10+ Built

Projects

~1906 Rating

LeetCode

Software Developer & AI/ML Engineer

I build at the intersection of intelligent systems and production software.

Pursuing B.Tech CSE (AI & ML) at SRMIST Vadapalani (CGPA: 9.52). From building multi-agent RAG pipelines to real-time collision detection — I ship AI that actually works in production.

AMBATTUR, CHENNAI, IN

Tech Arsenal

Languages

PythonJavaC/C++TypeScriptSQL

AI & ML

TensorFlowPyTorchScikit-learnOpenCVYOLOv8LangGraphRAG

Frameworks

FastAPIReactStreamlitFlaskNode.js

Cloud & Tools

AWSGoogle CloudDockerSupabaseChromaDBPineconeGit

/ TIMELINE

Experience

Stratova.AI

Apr. 2026 – Present

Remote

Software Engineering Intern

Building JANY, a production AI support agent using Claude API, LangGraph, and FastAPI.

Built JANY, a production AI support agent using Claude API, LangGraph, and FastAPI
Designed a multi-PDF RAG pipeline with ChromaDB and Gemini embeddings for document ingestion
Engineered TF-IDF fallback retrieval and hybrid search to improve low-resource query accuracy

Claude APILangGraphFastAPIChromaDBGemini

Zeroeka (Nirmaan, IIT Madras)

Oct. 2025 – Dec. 2025

Remote

AI/ML Intern

Worked on production ML pipelines and model optimization at IIT Madras incubated startup.

Generated synthetic datasets via data augmentation to resolve ML data scarcity in production
Quantized model parameters from 32-bit to 8-bit for deployment on resource-constrained devices
Fine-tuned classification models with iterative evaluation metrics and performance optimization
Performed structured data creation and analysis for production ML pipelines

PythonPyTorchScikit-learnModel QuantizationData Augmentation

/ SELECTED WORKS

Engineering Portfolio

Hybrid Ensemble

View Case Study

DemandIQ

Hybrid ensemble ML model for supply chain demand forecasting with time-series analytics.

PythonLSTMXGBoost

Real-Time Detection

View Case Study

CollisionGuard AI

Real-time collision detection using YOLOv8, MiDaS depth estimation, and 0–100 risk scoring.

YOLOv8MiDaSPyTorch

AI-Powered Planning

View Case Study

Syllabix

AI platform that extracts structured topics from PDF syllabuses and generates personalized study plans.

ReactGemini APISupabase

/ COMPETITIVE

Hackathons

Certified

AWS Certified AI Practitioner

AIF-C01

Certified by Amazon Web Services in AI Practitioner (AIF-C01), validating cloud AI & ML fundamentals.

Top 4.3%

LeetCode Knight

Rating ~1906

Global Rank 36,401 / 874,223. 179 submissions across 16 contests. Consistent top-tier performer.

2nd & 3rd Place

TECHNOZARRE'26 National Symposium

Python Puzzle Hunt + CP

Won 2nd Place in Python Puzzle Hunt and 3rd Place in Competitive Programming at national-level event.

Certified

NVIDIA Deep Learning Institute

AI Agents with Multimodal Models

Certified in Building AI Agents with Multimodal Models by NVIDIA Deep Learning Institute.

/ COMMUNITY & LEADERSHIP

Beyond Code

Microsoft Learn Student Ambassador

MLSA

Empowering students through Microsoft technology programs, workshops, and learning events as a certified Microsoft Learn Student Ambassador.

MicrosoftSRMIST

GSSoC 2026

PROJECT ADMIN & AI AGENTS TRACK LEAD

Serving as Project Admin, Mentor, and AI Agents Track Lead at GirlScript Summer of Code 2026 — guiding contributors building real-world AI projects.

Open SourceGirlScript

Exadata Club, SRMIST

JOINT TECHNICAL HEAD

Led technical initiatives at Exadata Club and organized RetroFest'26 Explorers Thesis — flagship Paper Presentation event at SRMIST Vadapalani.

LeadershipSRMIST VP

LeetCode Knight

TOP 4.3% GLOBALLY

Achieved LeetCode Knight badge with a rating of ~1906. Ranked 36,401 out of 874,223 globally. 179 submissions across 16 active contests.

Competitiveleetcode.com/meswaramuthu

/ THOUGHTS & INSIGHTS

Engineering Blog

Building Production RAG Pipelines with ChromaDB & Gemini Embeddings

RAG

May 2026 7 min read

Building Production RAG Pipelines with ChromaDB & Gemini Embeddings

How I built a multi-PDF RAG pipeline with TF-IDF hybrid fallback retrieval for low-resource query accuracy at Stratova.AI.

Read Article

YOLOv8

Apr 2026 9 min read

Real-Time Collision Detection with YOLOv8, MiDaS & IoU Tracking

How I built CollisionGuard AI — a 0–100 risk scoring engine combining YOLOv8 object detection and MiDaS depth estimation.

Read Article

Quantizing ML Models from 32-bit to 8-bit for Edge Deployment

Model Optimization

Dec 2025 6 min read

Quantizing ML Models from 32-bit to 8-bit for Edge Deployment

Lessons from quantizing production classification models at Zeroeka (IIT Madras) to run on resource-constrained devices.

Read Article

/ GET IN TOUCH

Let's Build Something

Let's talk.

I'm currently available for freelance projects and full-time roles.

Whether you need a high-performance web app, an AI integration, or just want to discuss the future of tech — my inbox is open.

Based inAmbattur, Chennai, India