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AYON-ARYAN/README.md

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Ayon Aryan

AYON ARYAN

AI Systems Engineer · LLM · RAG · Backend Architect

Bangalore, India


LinkedIn Portfolio Email GitHub Views


I build production AI systems. LLM pipelines. RAG architectures. Scalable backends.
Not prototypes. Not notebooks. Systems that ship.




WHAT I DO

I architect intelligent systems — from autonomous AI agents with multi-service orchestration, to GAN-based image enhancement models, to legal domain LLMs with prompt injection defense. I also build Android applications currently live on the Play Store.

Previously: AI Intern @ Broadrange AI (Chicago) · Android Developer @ Techpuram (Madurai)
Education: B.Tech (Hons) CSE @ RV University · AI/ML Major · FinTech Minor · Class of 2027




STACK

Python Java C++ Kotlin C SQL

TensorFlow PyTorch Keras scikit-learn LangChain FAISS

Spring Boot Flask Jetpack Compose REST APIs Microservices

PostgreSQL MySQL SQLite pgvector Docker Git Linux Ollama




SYSTEMS I'VE BUILT


PROJECT DETAILS

◼ LLM SERVICE MCP — Autonomous AI Agent System

Microservice-based AI system with dynamic tool orchestration across RAG, Web Search, and Chat services. BERT-based intent classification handles real-time prompt routing and multi-step reasoning.

BERT RAG LLM Spring Boot Microservices Intent Classification

◼ GRAPH RAG — Knowledge Graph + Vector Search + LLM

Hybrid retrieval system combining NetworkX knowledge graphs with FAISS vector similarity and Groq LLM. Interactive D3.js graph visualization. Document upload with intelligent chunking.

NetworkX FAISS Groq D3.js Flask

◼ FACE SUPER RESOLUTION — Real-ESRGAN Enhancement

Fine-tuned Real-ESRGAN using transfer learning and custom loss balancing on paired HR-LR datasets.

PSNR SSIM
29.15 → 33.95 dB 0.8985

Real-ESRGAN PyTorch Transfer Learning GANs

◼ NL-TO-SQL — Offline AI Database Manager

Converts natural language into executable SQL using locally hosted Mistral via Ollama. Schema-aware prompting. SQL validation. Snapshot-based rollback. Human-in-the-loop execution.

Ollama Mistral SQLite NL-to-SQL

◼ LEGAL AI LLM — Built at Broadrange AI, Chicago

Legal domain LLM trained on curated datasets to minimize hallucination. Document ingestion with chunking. PromptGuard V2 for prompt injection defense. RAG architecture for contextual grounding.

LLM RAG PromptGuard V2 Document Ingestion

◼ BRAIN TUMOR SEGMENTATION — Medical Imaging

U-Net encoder-decoder architecture for semantic segmentation of brain tumors from MRI scans. Built for Kaggle competition.

U-Net TensorFlow Medical Imaging

◼ GEO GPS CAMERA — 100+ Play Store Downloads

Production Android app. Secure location-tagged image capture. Server-side validation against GPS spoofing. Real-time address overlay via Google Maps API.

Kotlin Jetpack Compose CameraX Google Maps API

◼ PERSONAL ASSISTANT — Fully Offline Voice AI

Siri-like voice assistant for macOS. No cloud dependency. Local speech recognition, local LLM, multi-turn conversations.

Speech Recognition Local LLM macOS Python


MORE PROJECTS
Project What It Does
INTELLI-CHAT-AI Smart Document & Web Assistant — RAG + LLM
TRAVEL-PLANNER-MCP AI Travel Planning System — MCP Architecture
Currency-Exchange Currency Exchange Application
Fake-News-Check Fake News Detection — ML + NLP
Movie_Reccomendation_System Moodix — TF-IDF + Cosine Similarity
Bank_Statement_Organizer Bank Statement Analysis — FinTech
Blackchain-Voting-System Blockchain Voting — Solidity
WEATHER_SONG_RECOMMENDATION Weather-Based Song Recommender
Print-Quality-Dataset-Generator Print Quality Dataset — Computer Vision



EXPERIENCE

Artificial Intelligence Intern — Broadrange AI · Chicago, Illinois
Jun 2025 — Aug 2025
Built Legal Domain LLM. RAG architecture. Document ingestion with chunking. PromptGuard V2 for prompt injection. Minimized hallucination through curated legal datasets.

Android Native App Developer — Techpuram Technology · Madurai, Tamil Nadu
Feb 2025 — Aug 2025
Built Geo GPS Camera App. 100+ Play Store downloads. Jetpack Compose + Kotlin + Google Maps API. Server-side validation against GPS spoofing.




EDUCATION

B.Tech (Hons) Computer Science — RV University, Bangalore 2023–2027
Major: AI & Machine Learning · Minor: FinTech
Best Project Award — Structured Innovation
NPTEL — Programming in Modern C++ (2024–2025)




METRICS

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CONTRIBUTION GRAPH

Activity Graph



🐍 Contribution Snake

Snake animation



I don't train models. I ship systems.

31 repositories · AI/ML · Backend · Android · FinTech


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