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Yunus Emre Gรผltepe - AI & Software Engineer Banner

Hi, I'm Yunus Emre Gรผltepe ๐Ÿ‘‹

A Software Engineer specializing in the architecture of autonomous AI agents and high-performance distributed systems. I'm passionate about building intelligent, cloud-native applications that solve complex, real-world problems. My work lives at the intersection of AI, DevOps, and real-time data engineering.

LinkedIn Portfolio

๐Ÿš€ 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
Enigma - The AI Wordsmith (Full-Stack LLM Game)
A full-stack, real-time multiplayer word-guessing game powered by a creative LLM, featuring multiple game modes and persistent user accounts.
TypeScript React WebSockets Redis
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

๐Ÿ› ๏ธ My Core Tech Stack

  • AI & MLOps: LangChain, LLM Fine-Tuning (LoRA), RAG, Vector Databases (ChromaDB), MLflow, PyTorch, TensorFlow, Scikit-learn
  • DevOps & Cloud: Kubernetes, Docker, GitOps (Argo CD), CI/CD (GitHub Actions), Prometheus, Grafana, Terraform (Basics), GCP, AWS
  • Data & Streaming: Apache Flink, Redpanda (Kafka-compatible), PostgreSQL, Redis, Celery
  • Backend & Languages: Python, FastAPI, TypeScript, Go (Learning), SQL

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