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sultanakona/README.md

👋 Hi, I'm Sultana Parvin Kona

Sultana Parvin Kona

Hi, I'm Sultana Parvin Kona 👋

Backend Engineer | AI/LLM Developer

I’m a Backend & AI Developer passionate about building scalable backend systems and intelligent, AI-powered applications.

My primary focus is Python, Django, Django REST Framework, LLM applications, RAG, AI-driven systems, API development, and backend architecture.

I enjoy transforming complex requirements into reliable, scalable, maintainable, and production-ready software solutions.


👩‍💻 About Me

  • 💻 Backend & AI Developer at Betopia Group
  • 🎓 B.Sc. in Computer Science & Engineering — BUBT
  • 🐍 Strong experience with Python & Django
  • 🔌 Building scalable REST APIs & backend systems
  • 🤖 Working with LLMs, RAG & AI-powered applications
  • 🧠 Experience with AI memory, recommendation & decision systems
  • ⚡ Building real-time features with WebSockets & Django Channels
  • 🗄️ Working with relational databases, caching & background processing
  • 🐳 Familiar with containerization and production-oriented deployment
  • 🚀 Passionate about combining Backend Engineering + Applied AI

🛠️ Tech Stack & Skills

🐍 Programming & Backend

Python Django Django REST REST API JWT

Python • Django • Django REST Framework • REST APIs • JWT • Authentication & Authorization • RBAC


🤖 AI / LLM / RAG

OpenAI RAG AI Agents Embeddings Vector Search

LLM Applications • RAG • Prompt Engineering • AI Agents • AI Chatbots • Embeddings • Semantic Search • Vector Search • AI Recommendations • AI Decision Systems • Memory Architecture


🗄️ Database & Data

PostgreSQL MySQL Redis pgvector

PostgreSQL • MySQL • Redis • pgvector • Database Design • Query Optimization • Vector Databases


⚡ Async & Real-Time Systems

Celery WebSocket Channels

Celery • Redis • Django Channels • WebSockets • Background Tasks • Real-Time Communication


🐳 DevOps & Deployment

Docker Nginx Gunicorn Git GitHub

Docker • Nginx • Gunicorn • Git • GitHub • API Deployment • Environment Configuration


🔧 Tools & Development

Postman VS Code

Postman • VS Code • API Testing • Debugging • Git Workflow • Code Review


💼 Professional Experience

Backend & AI Developer — Betopia Group

Working across backend engineering and AI-powered application development, combining Django-based backend systems with modern LLM and RAG architectures.

Key Responsibilities

  • Developing scalable APIs using Django & Django REST Framework
  • Designing authentication, authorization and role-based access systems
  • Building AI-powered features and conversational systems
  • Integrating LLMs into backend workflows
  • Implementing RAG-based knowledge and recommendation systems
  • Designing persistent and session-based AI memory
  • Building deterministic backend decision logic around AI-generated signals
  • Working with PostgreSQL, Redis & Celery
  • Developing real-time communication using Django Channels & WebSockets
  • Integrating third-party APIs and external services
  • Debugging, optimizing and improving backend architecture

🚀 Featured Projects

🧠 D4AX — AI-Powered Conversational Diagnostic System

An intelligent conversational system designed around:

Onboarding → Cold Start → Conversation → Diagnosis → Prescription

Highlights

  • LLM-based conversational signal detection
  • Persistent user memory
  • Rolling structured conversation summaries
  • Confidence-based diagnosis
  • Deterministic decision engine
  • RAG-based recommendations
  • Django REST API integration
  • PostgreSQL-backed architecture

Core Architecture:

LLM → Signal Detection → Memory → Decision Engine → RAG → Recommendation


📄 AI Document Assistant

An AI-powered document processing and validation platform.

Highlights

  • LLM-powered content generation
  • JSON schema generation
  • Content template generation
  • Base content generation
  • Schema/content synchronization
  • AI review workflow
  • RAG-based knowledge processing
  • AST parsing
  • Embeddings & vector search
  • pgvector integration

🦴 AI-Powered MSK Assistant

A conversational AI assistant designed to understand musculoskeletal concerns and provide relevant exercise recommendations.

Highlights

  • Natural-language understanding
  • Body-part detection
  • AI-powered exercise recommendations
  • Structured exercise dataset
  • Exercise metadata & instructions
  • GIF-based exercise demonstrations
  • Django REST API integration

AI Flow:

User Message → Body-Part Detection → Exercise Matching → Recommendation → GIF


📚 AI-Powered Math Exam Preparation Platform

A Django REST-based educational platform supporting students, teachers and academic organizations.

Features

  • AI-based weak-topic detection
  • Student performance analytics
  • Quiz & practice systems
  • AI-generated questions
  • Cohort & batch management
  • Role-based access control
  • Teacher & student dashboards
  • Exam management
  • Subscription management

🏗️ Engineering Approach

I believe great software is built by combining strong engineering fundamentals with intelligent technology.

My approach focuses on:

Clean Architecture
       ↓
Scalable Backend
       ↓
Reliable APIs
       ↓
Structured Data
       ↓
AI / LLM Integration
       ↓
RAG & Intelligent Decision Systems
       ↓
Real-World Impact

For AI applications, I focus on combining:

LLM Intelligence + Structured Data + Deterministic Backend Logic + RAG

to build systems that are not only intelligent, but also reliable and maintainable.


📈 Currently Learning & Improving

  • Advanced Django & DRF Architecture
  • System Design & Scalable Backend Engineering
  • Advanced LLM Application Development
  • Agentic RAG
  • AI Memory Architecture
  • AI Recommendation Systems
  • WebSockets & Real-Time Applications
  • Docker & Production Deployment
  • Backend Performance Optimization

🎯 Career Focus

I’m interested in opportunities involving:

Backend Engineering • Python • Django • AI Engineering • LLM Applications • RAG • AI Agents • Intelligent Backend Systems

I’m especially interested in building products where backend engineering and AI work together to solve real-world problems.


📫 Contact / Contract

If you'd like to connect, collaborate, or discuss a contract, reach out:


💡 Why Me?

I combine smart work, consistency, and a strong desire to create meaningful impact.
Let’s build something valuable together 🚀

Thanks for visiting my profile!

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