Mountain sunset

Hi, I'm

Devgna Vyas

Systems-First Engineer

I build robust backend systems, think in networking fundamentals, live in Linux, explore cybersecurity, and use AI to accelerate — not replace — engineering depth.

Devgna Vyas

Building systems that think clearly.

I am a BCA student at CHARUSAT University with a systems-oriented approach to software engineering. My core strengths lie in backend development, networking fundamentals, Linux-based environments, and understanding how data and control flow through real systems.

I use AI tools and agents as productivity multipliers — to accelerate design, exploration, and iteration — while retaining full ownership of architecture, logic, and decision-making.

Cybersecurity is a serious area of interest for me, particularly where it intersects with backend systems, networking, automation, and infrastructure security. I actively practice ethical hacking, vulnerability research, and defensive thinking to build more robust systems.

Education BCA, Computer Science
CHARUSAT · 2023 – 2026
Location Nadiad, Gujarat, India
Focus Backend · Networking · Linux
Cybersecurity · AI Engineering
Certifications Crash Course on Python (Google)
Oracle Java Foundations
Introduction to Java
Tools of the Trade: Linux & SQL (Google)

Projects built with depth.

Featured Project

Same.Energy Android Client

An elegant, high-performance Flutter Android client for same.energy — the AI-powered visual search engine. Built with Glassmorphism design and Riverpod state management.

Challenge

Build a native-feeling Android experience for an AI-powered visual search engine that matches the premium quality of the web platform while handling complex image search workflows, offline support, and secure authentication.

What Was Built

A full-featured Flutter application with visual, text, and hybrid image search. Features include masonry grid layout, curated content feeds, collections & bookmarks, full-screen image viewer with download/share, deep linking, and adaptive theming — all wrapped in a stunning Glassmorphism UI.

Architecture

Clean Architecture with feature-first modules. Riverpod for predictable reactive state management, Dio for robust networking with interceptors and retry logic, GoRouter for declarative type-safe routing, encrypted token management, and clickstream telemetry.

Flutter Dart Riverpod GoRouter Dio Glassmorphism Clean Architecture
Research Project

HERMES

A hybrid AI/ML network security system designed and deployed on ARM clusters for resource-constrained edge environments.

Challenge

Existing intrusion detection systems rely on GPU-backed deep learning or signature-only approaches — both impractical for edge environments with strict power, memory, and compute budgets.

What Was Built

A two-stage hybrid detection pipeline combining signature filtering with a quantized 3-layer deep neural network. The system runs on ARM cluster nodes, enabling distributed monitoring and cooperative intelligence sharing across the edge.

94.7% Novel attack detection
4.2W Power per node
15 kpps Throughput
89.3% Adversarial robustness
Python Deep Learning ARM Edge Computing Network Security IDS

Published work.

HERMES: Design and Deployment of a Hybrid AI/ML Network Security System on ARM Clusters for Edge Environments

Arpankumar G. Raval & Devgna Vyas

7th International Conference on Soft Computing and Its Engineering Applications (icSoftComp 2025)

📅 December 9–11, 2025 📚 Published by Springer Nature 🏛️ CHARUSAT University

A hybrid intrusion detection system combining signature-based filtering with a quantized deep neural network, deployed on ARM-based edge clusters. Achieves 94.7% detection of novel attacks at just 4.2W per node with 89.3% adversarial robustness — 67% less energy than comparable x86 setups.

What I work with.

Languages

  • Java
  • Python
  • Dart
  • SQL
  • JavaScript
  • HTML / CSS
  • Bash

Backend & Systems

  • REST API Design
  • Object-Oriented Design
  • Clean Architecture
  • Database Design
  • Flask

Networking & Security

  • TCP/IP & Protocols
  • Ethical Hacking
  • Vulnerability Research
  • Intrusion Detection
  • Network Analysis
  • Defensive Architecture

Linux & DevOps

  • Linux Administration
  • Shell Scripting
  • Docker
  • Git & GitHub
  • CI/CD Workflows

AI & Applied ML

  • Deep Learning
  • Model Quantization
  • Edge AI Inference
  • AI-Assisted Dev

Mobile & Frontend

  • Flutter
  • Riverpod
  • Material Design
  • Responsive Web
  • UI/UX Sensibilities

"Being weak is nothing to be ashamed of… Staying weak is!"

— Fuegoleon Vermillion


I believe in thinking from first principles — understanding data flow, control paths, and failure modes before writing a single line of code. I value performance, clarity, and maintainability over novelty. Given sufficient time and access, I focus on understanding the problem deeply and then building reliable, maintainable solutions.

Through my lens.

Creatures I adore.

Things I draw.

Words I keep.

Let's connect.

I'm always open to discussing new projects, research collaborations, or engineering challenges.