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Mordris/README.md

Yunus Emre Gültepe - AI & Software Engineer Banner

Hi, I'm Yunus Emre Gültepe 👋

AI Engineer building autonomous multi-agent systems and the production platforms that run them, with hands-on experience across the Model Context Protocol (MCP), RAG, and LLM orchestration. Outside of work, I'm independently building a real-time multiplayer mobile game. My work sits at the intersection of AI, backend architecture, and full-stack product engineering.

LinkedIn Portfolio

🚀 Featured Projects

Here is a showcase of my work, from autonomous AI agents and real-time data pipelines to full-stack applications.

Project Core Technologies
Next-Gen Support Agent Blueprint
An end-to-end, self-correcting customer support agent that uses a reasoning loop (LangGraph), RAG, and intelligent tools to handle complex user queries. 		LangGraph FastAPI Docker Streamlit
AIDA - Autonomous Incident Diagnostic Agent
An end-to-end MLOps system for an autonomous SRE agent that diagnoses production alerts, learns from feedback, and improves over time via a fine-tuning pipeline. 		LangChain MLflow Docker Hugging Face
Nebula - Real-Time Recommendation Engine
A real-time recommendation engine that reacts to user interactions in seconds, using a stateful stream processor (Bytewax) and a large-scale vector database (Milvus). 		Bytewax Milvus Redpanda Python
CodeScribe - AI Code Review Agent
An autonomous AI agent that integrates with GitHub to provide intelligent, RAG-powered code reviews and interactive refactoring suggestions on Pull Requests. 		LangChain Python FastAPI GitHub Apps
Real-Time Fraud Detection System
An end-to-end streaming data pipeline that uses Apache Flink and a stateful ML model to detect fraudulent transactions in real-time. 		Apache Flink Redpanda Docker Scikit-learn
GitOps CI/CD Pipeline for Kubernetes
A complete GitOps workflow using Argo CD to manage the deployment of a microservices application onto Kubernetes with a multi-environment promotion strategy. 		Kubernetes Argo CD GitHub Actions Trivy
AI-Powered Automated Attendance System (AttendAI)
A high-performance, distributed AI system for real-time facial recognition, featuring a full-stack observability dashboard. 		FastAPI Celery React TensorFlow
Sakarya University AI Chatbot (RAG System)
A research-oriented RAG chatbot built to provide accurate answers from a large, domain-specific knowledge base. 		Python RAG FAISS Hugging Face
LanDrop - Local Network File Transfer
A cross-platform desktop application for seamless file transfer over a LAN using Python sockets and Zeroconf for automatic device discovery. 		Python Tkinter Sockets Zeroconf

🛠️ My Core Tech Stack

  • AI & Agents: LangChain / LangGraph, Model Context Protocol (MCP), Microsoft Agent Framework, Microsoft Foundry, RAG, Vector Databases (Qdrant, FAISS), Local LLMs (Ollama, llama.cpp, vLLM)
  • Backend: Python (FastAPI), .NET (ABP Framework), Node.js (Fastify), PostgreSQL, Redis, ClickHouse
  • Frontend & Mobile: TypeScript, React.js, Next.js, React Native (Expo)
  • DevOps & Cloud: Docker, CI/CD (GitHub Actions), Prometheus / Grafana, Azure (Azure OpenAI), Cloudflare

Pinned Loading

  1. AI-Powered-Automated-Attendance-System AI-Powered-Automated-Attendance-System Public

    Architected and developed a high-performance, distributed AI attendance system designed for scalability and real-time performance. This full-stack project features a React/TSX admin panel and a rob…

    6

  2. real-time-recommendation-engine real-time-recommendation-engine Public

    An end-to-end real-time recommendation engine built with Python, Bytewax, FastAPI, and a Vector Database (Milvus). This system ingests user interactions and updates recommendations in seconds.

    Python 4

  3. ai-chatbot-university-Thalassa ai-chatbot-university-Thalassa Public

    Sakarya University AI Chatbot (RAG System). Developed and systematically evaluated a research-oriented Retrieval-Augmented Generation (RAG) chatbot to provide accurate, multilingual answers from a …

    Python 4

  4. fraud-detection-system fraud-detection-system Public

    This project demonstrates a complete, end-to-end real-time fraud detection system built with a modern streaming data stack. It simulates a stream of financial transactions, processes them using a s…

    Jupyter Notebook 3

  5. autonomous-sre-agent autonomous-sre-agent Public

    An autonomous AI agent that acts as a junior SRE to diagnose production alerts using LangChain, MLflow, and a RAG knowledge base.

    Jupyter Notebook 4

  6. CodeScribe-AI-Agent CodeScribe-AI-Agent Public

    A fully automated, AI-powered agent for GitHub code reviews, featuring RAG, function calling, and interactive chat.

    Python 4