Projects

Welcome to my project showcase! Here you'll find a collection of my work in AI engineering, cloud architecture, and multi-agent systems.

Featured Projects

Yoga Assistant Knowledge RAG

An end-to-end retrieval-augmented generation system for yoga knowledge. Achieved 23% MRR improvement through hybrid retrieval and benchmarked multiple LLMs for optimal performance.

Technologies: Python, BM25, sentence-transformers, DeepSeek-V3, Docker, Grafana

HagXwon AI Learning Platform

MBA + AI enterprise architecture for Korea's $20B+ hagwon industry. Designed business strategy and built 8 working AI prototypes using local models (Ollama).

Technologies: TOGAF, Ollama, RAG, TTS, ASR, Computer Vision, Multi-Agent Systems

EdgeMind 5G-MEC Orchestration

Real-time AI orchestration at telecom edge with Strands agent swarms. Sub-100ms decision making for 5G Multi-access Edge Computing sites.

Technologies: Strands, Claude 3.5, MCP, Docker/Kubernetes, Streamlit

More Projects

Cloud Resume Challenge

A multi-cloud resume website deployed across AWS, Azure, and Google Cloud Platform. Features include visitor counters, AI-powered Q&A, and semantic search - all managed with Terraform and CI/CD pipelines.

Technologies: AWS, Azure, GCP, Terraform, Python, JavaScript, MkDocs

MCP Albumentations

MCP-compliant image augmentation server with VLM integration. Enables reproducible computer vision experiments through structured JSON tools.

Technologies: Python, Albumentations, MCP, Gemini 2.5 Flash, PyPI

Dynamic Knowledge Graph Agents

Multi-agent system that transforms unstructured text into structured, visual knowledge graphs using Google ADK and code execution.

Technologies: Google ADK, Gemini 2.5, NetworkX, Matplotlib, FastAPI

Discord MCP Server

Alpha-stage MCP server for Discord with intelligent workflows. Features campaign management, natural language discovery, and swarm coordination.

Technologies: Python, Discord.py, MCP, Strands, SQLite, Jinja2

Korean Learning MUD Game

Interactive Korean language learning through AI-powered family members in a retro MUD-style game. Live on Hugging Face Spaces.

Technologies: CrewAI, OpenAI GPT, FastAPI, Docker

Check out my GitHub profile for more projects and contributions!