Full-Stack Systems Architect & Edge AI Engineer

Kishorrekumar S

Full-Stack Developer and Edge AI Engineer with hands-on experience building enterprise applications, computer vision systems, and industrial IoT solutions. Experienced in Python, Django, Computer Vision, multi-database architectures, local LLM integration, and real-time AI inference.

Pursuing B.Tech in Artificial Intelligence & Data Science at Ramco Institute of Technology (Expected May 2027), with an academic foundation in Computer Science (Score: 81%) from SBOA Madurai. Proven experience developing production systems for academic administration and industrial safety monitoring.

Kishorrekumar S
Kishorrekumar SB.Tech Final Year
Full-Stack Systems Architect & Edge AI Engineer

Academic Background

Bridging bare-metal memory manipulation in C/C++ from SBOA Madurai with high-throughput distributed monoliths and edge AI research at Ramco Tech.

Expected May 2027Expected May 2027

Ramco Institute of Technology

Bachelor of Technology in Artificial Intelligence and Data Science

Specializing in high-throughput edge AI inference, deep learning quantization, multi-database routing topologies, and private local LLM orchestration.

Key Work & Innovations
Architected RIT ERP: 19 administrative modules with multi-database routing across 7 MySQL shards + 1 MS SQL Server cluster.
Engineered mission-critical COE examination system digitizing question-wise marks with ReportLab PDF pipelines.
Integrated zero-API-cost multimodal AI ecosystem using local LLMs (Ollama/DeepSeek) and LangChain.
Edge AIYOLOv8DjangoLangChainMySQLMS SQL ServerTensorRTReportLab
Score: 81% · May 2023Completed May 2023

SBOA Matriculation Higher Secondary School

Computer Science (Score: 81%) · Madurai, TN

Rigorous academic training in Computer Science, object-oriented concepts, algorithms, and applied mathematics in Madurai, TN.

Key Work & Innovations
Graduated with 81% overall score with distinction in Computer Science and Mathematics.
Strong conceptual foundation in memory management, pointer arithmetic, and algorithmic efficiency.
Solid mathematical foundation in calculus, linear algebra, and discrete mathematics for machine learning.
Computer ScienceAlgorithmsMathematicsPythonSQL

Featured Projects

Four production systems deployed across enterprise ERP, academic evaluation, industrial safety IoT, and real-time computer vision.

RIT ERP System
Experience · Enterprise ERP
View Details & Demo
01 · Enterprise ERP & AI

RIT ERP System

Full-Stack Developer & Systems Architect – RIT ERP

Monolithic VAPT-Hardened Institutional ERP & Multi-DB Architecture

PythonDjangoMySQL+5
View Project
RIT COE System
Experience · COE System
View Details & Demo
02 · Mission-Critical Systems

RIT COE System

Full-Stack Software Engineer – RIT COE System

Examination Management Platform & Dynamic PDF Pipelines

PythonDjangoReportLab+3
View Project
Industrial PPE Safety Monitoring System
Project · Industrial IoT
View Details & Demo
03 · Edge AI & IoT

Industrial PPE Safety Monitoring System

Computer Vision Engineer – Ramco Cements

Edge AI PPE Violation Detection & IoT Actuation System

PythonYOLOv8DeepSORT+8
View Project
5S Industrial Safety Monitoring System
Project · Computer Vision
View Details & Demo
04 · High-Throughput Vision

5S Industrial Safety Monitoring System

Edge AI & Embedded Systems Developer – Ramco Mills

Multi-threaded RTSP Camera Vision Pipeline & Canvas Interface

PythonOpenCVYOLOv8+4
View Project

Leadership & Event Management

Managing organizational finance, directing national hackathon logistics, and coordinating technical symposiums at Ramco Institute of Technology.

500+
Hackathon Developers Directed
19
Administrative ERP Modules
1.2M+
Exam Records Processed
60 FPS
Edge Vision Throughput
Executive Leadership2024 – 2026

Treasurer

Analytics Society of India (ASI) Student Chapter
Ramco Institute of Technology – AI & DS Department, Rajapalayam, TN

Managed chapter finances, budgets, and technical events while coordinating activities for the campus AI and Data Science community.

DomainVerified Appointment
Executive Leadership2023 – 2024

Main Team Coordinator

Hackfinity & Nexgen AI Symposium
Ramco Institute of Technology, Rajapalayam, TN

Coordinated planning, logistics, and execution of Hackfinity, a national-level hackathon, and the institute-wide Nexgen AI technical symposium. Led a cross-functional student team managing participant engagement, scheduling, coordination, and event operations.

DomainVerified Appointment

Technical Skills

Specialized in Python, Django, and Computer Vision — covering enterprise monoliths, real-time edge AI, multi-database routing, and hardware interlocks.

Python
Core / Advanced
SQL
Relational Queries & DDL
C++
Systems & Algorithms
Django
Enterprise Monoliths & VAPT
Flask
Microservices & Webhooks
FastAPI
Async High-Throughput APIs
REST APIs
Role-Based Workflows
Waitress WSGI
Production WSGI Serving
ReportLab
QR-Secured Dynamic PDFs
YOLOv8
Real-Time Object Detection
OpenCV
MOG2 Background Subtraction
DeepSORT
Multi-Object Tracking
LangChain
RAG & LLM Orchestration
Ollama
Local LLM Inference Cluster
TensorRT
FP16 Engine Optimization
PyTorch
Model Fine-Tuning & Weights
MySQL
Multi-Database Shards
MS SQL Server
Transactional Cluster
Git
Version Control & Branching
Docker
Containerized Deployment
Cloudflare Tunnels
Zero-Trust Edge Routing
NodeMCU ESP8266
Hardware-in-the-Loop UART
Arduino
Embedded Firmware & Actuation
RTSP
Real-Time Camera Feeds

Get in Touch

Available for full-time engineering roles, systems architecture consulting, and high-performance edge AI project collaborations.

Phone / WhatsApp
+91-7845312367
Location
Rajapalayam / Madurai, Tamil Nadu, India
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