Overview
Technical skills
Timeline
Roles

Overview

Senior AI architect and hands-on AI engineer delivering enterprise production AI agents and LLM/RAG systems from discovery and prototyping through deployment and production operations. Experience integrating Model Context Protocol (MCP), building evaluation and reliability workflows, and implementing AI-assisted DevSecOps automation for controlled releases. Works across backend and data engineering with FastAPI/Spring Boot, PostgreSQL and Kafka, and cloud-native deployment on Azure/AWS and Kubernetes.
Phone

Technical skills

Languages
7
Python
Java
C#
Go
SQL
JavaScript
TypeScript
DevOps
13
AWS
Azure
Kubernetes
Docker
Git
Rest API
GitLab
CI/CD
Terraform
Jenkins
Vector
ArgoCD
Argo Workflows
Databases
4
PostgreSQL
Redis
Apache Kafka
Azure Cosmos DB
AI/ML
12
Hadoop
PyTorch
Scikit-learn
Transformers
Claude
MLFlow
LLM
RAG
Model Context Protocol
Structured Outputs
LangGraph
LangChain
Other
17
Spring Boot
FastAPI
React.js
SQLAlchemy
Pydantic AI
GitHub
Hugging Face
OpenAI
GitLab CI
gRPC
AI Agents
Embeddings
Prompt Engineering
Human-in-the-Loop
LLM Guardrails
Context Engineering
Reranking

Timeline

Senior AI Architect • Lead
Inkplain LLC • Full-Time
Feb 2026 to Present 8 Months Wyoming Partially remote
Owned an enterprise AI platform end to end, from discovery and architecture through hands-on development, integration, deployment, and ongoing production improvements. Built an AI assessment agent that analyzes submissions to produce evidence-based assessment reports using RAG and MCP-based workflows. Implemented an AI-assisted DevSecOps pipeline that analyzes production error logs, proposes fixes, and routes changes through automated testing, security checks, and CI/CD with production observability.
Python
FastAPI
Java
Spring Boot
React.js
TypeScript
PostgreSQL
Redis
AWS
Docker
Kubernetes
GitHub
Rest API
LLM
Claude
Model Context Protocol
RAG
Embeddings
Vector
Structured Outputs
Prompt Engineering
AI Agents
Context Engineering
Agentic AI Engineer • Middle
Perceptive Inc • Full-Time
May 2024 to Jan 2026 1 Year 8 Months In office
Delivered production AI systems for regulated medical-imaging workflows with a focus on reliability, traceability, and explainability. Built LLM-powered agent and RAG-enabled pipelines, added rigorous evaluation and monitoring, and implemented data validation and protocol compliance steps. Integrated agent tooling via MCP to enable secure, structured interactions with enterprise services.
Python
FastAPI
Spring Boot
LLM
Claude
Model Context Protocol
RAG
Structured Outputs
PostgreSQL
Redis
AWS
Docker
Kubernetes
Git
CI/CD
GitLab
ArgoCD
Argo Workflows
Terraform
Senior AI Engineer • Senior
Samsung Electronics • Full-Time
Jun 2022 to Mar 2024 1 Year 9 Months Partially remote
Automated large sets of business processes by translating ambiguous ERP needs into architectures, prototypes, and production integrations. Built AI requirements-engineering pipelines using RAG and structured retrieval workflows, then deployed selected services on Azure with vector-search capabilities. Owned rollout reliability, troubleshooting, and iterative improvements based on user feedback across global partners.
Python
PyTorch
Scikit-learn
Transformers
FastAPI
RAG
Structured Outputs
Spring Boot
PostgreSQL
Redis
Apache Kafka
Azure
Azure Cosmos DB
Vector
AWS
Docker
Kubernetes
MLFlow
Jenkins
Git
CI/CD
GitLab
Terraform
Senior AI Engineer • Senior
Booking.com • Full-Time
Nov 2020 to Apr 2022 1 Year 5 Months Partially remote
Improved AI-supported product and delivery workflows for the Rent a Car module by shaping requirements, scope, and technical designs with stakeholders. Owned backend development and integration with existing production systems, supporting rollout while incorporating feedback. Resolved technical issues during delivery to maintain stable operations for the workflow.
Python
Java
Spring Boot
Rest API
PostgreSQL
Redis
Apache Kafka
AWS
Docker
Kubernetes
Git
CI/CD
Senior AI Engineer • Senior
Megafon • Full-Time
Aug 2018 to May 2020 1 Year 9 Months Partially remote
Launched AI-based digital services with measurable business outcomes, including reduced customer acquisition costs and faster release cycles. Developed and integrated backend services using Go and Python, supporting data processing and scalable deployment patterns. Worked with Hadoop and cloud infrastructure to deliver and operate AI service components using Kubernetes.
Go
Python
Spring Boot
Hadoop
C#
AWS
Kubernetes
AI Engineer - AI-Based Research Analysis • Middle
University of Leeds • Full-Time
Jun 2015 to Nov 2017 2 Years 5 Months Leeds Partially remote
Automated research-data classification and accelerated simulation-based data validation for postgraduate research projects. Implemented data-processing and backend workflows using Python, Java, and Hadoop, integrating cloud and containerized deployment approaches. Contributed to reducing manual analysis effort through streamlined pipelines and repeatable evaluation within a research operations context.
Python
Java
Hadoop
Azure
Docker
Git
Seoul National University
Master's Degree • Telecommunication Management
2011 Seoul, South Korea