Résumé: Jeayoung Jeon

AI Platform Engineer (Updated at 2026-07-24)

I build domain-specific AI environments from infrastructure to workloads. As an AI Platform Engineer, I design Agentic AI systems, the Kubernetes/GPU/LLMOps platforms that run them, and the AIOps practices that keep them operable. I now lead architecture and development for a vehicle SW verification Agentic AI platform.

• 🤖 Agentic AI Systems: Can integrate agent harnesses, workflows, MCP, and domain tools; build evaluation environments.
• ☁️ AI Platform & AIOps: Can connect hybrid Kubernetes, GPUs, LLMOps, observability, and automation to keep domain workloads operable.
• 🧭 Architecture & Technical Leadership: As a development-group tech lead, can embed SecOps (vulnerability, network, identity, AI guardrails) and FinOps (token, infrastructure efficiency) into early design and implementation.

My career connects automotive and computer vision research, MLOps platform engineering, and Agentic AI development. See my portfolio for evidence and implementation details.

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Location

Seoul, South Korea

Email

jyjeon@outlook.com

Website

https://jyje.online

LinkedIn

LinkedIn

GitHub

Github

Work

Feb 2025 – present (1 Year 6 Months)

🧑‍💻 Lead AI Platform Engineer · Hyundai AutoEver

Roles

• AI/LLM Platform — Lead Agentic AI integration and evaluation for in-house toolchains
• Cloud-Native AI — Build Kubernetes-based LLMOps/AIOps for private LLM workloads

Jan 2021 – Oct 2024 (3 Years 10 Months)

🧑‍🔬 Lead MLOps & DevOps Engineer · MAXST

Roles

• MLOps — Built and operated Kubeflow research environments; supported a digital twin launch
• DevOps — Introduced hybrid Kubernetes, onboarded teams, and provided development environments

Projects

Apr 2026 – present (5 Months)

🚙 Agentic AI Platform for Vehicle SW Verification · Hyundai AutoEver

Role Platform Architect · Tech Lead

Results Platform Architecture — Led Deep Agents integration, tool execution, and evaluation design

Feb 2025 – Nov 2025 (10 Months)

🤖 Codebeamer AI Assistant · Hyundai AutoEver

Role Agentic AI Tech Lead

Results Domain Agent — Built a RAG/MCP assistant and validated in-house toolchain execution

Jan 2024 – Jun 2024 (6 Months)

🧑‍🔬 On-Premise MLOps Platform · MAXST

Role MLOps Platform Architect · Tech Lead [90% contribution]

Results

• 3x GPU Utilization — Unified idle GPUs with hybrid Kubernetes for a 24/7 research environment
• Product Delivery — Supported a digital twin launch with Kubeflow training environments

Education

Mar 2012 – Aug 2020 (8 Years 6 Months)

🎓 Master's Degree (Integrated Program) · POSTECH · 3.2/4.3

Field Electrical Engineering · Computer Vision & Signal Processing (Virtual Visual-SLAM, 2020)

Keywords Edge Computer Vision · Digital Twins · SLAM · ADAS

Mar 2008 – Feb 2012 (4 Years)

🎓 Bachelor's Degree · kit · 4.3/4.5

Field Electronics & Communications (Underwater LED VLC, 2011)

Keywords Digital Signal Processing · Electronic Communication · Visible Light Communication · FPGA

Other Activities

Aug 2024 – present (2 Years)

Open Source AI Platform & AIOps · GitHub

Highlights

jyje/cluster — Run GitOps, LLMOps, and Agentic AI on Raspberry Pi Kubernetes

jyje/hermes-agent-helm — Helm chart for self-hosted AI agent teams

Mar 2026 – Mar 2026 (1 Month)

AI Agent Development Book · Beta Reader · Hanbit N · Hanbit Media

Highlights

AI Agent Book — Technical review and endorsement

Skills

AI Tooling & Workflow

Keywords:

• Claude Code
• Hermes Agent
• Codex
• GitHub Copilot

Agentic AI Systems

Keywords:

• Python/FastAPI
• LangGraph/Deep Agents
• RAG/MCP
• Agent Protocol/A2A
• Agent Evaluation

AI Platform & AIOps

Keywords:

• Public/Private LLM
• AIOps/LLMOps
• LangSmith
• Langfuse
• LGTM Observability
• vLLM
• Kubeflow
• Run:ai
• Milvus/Qdrant/pgvector

Cloud-Native Infrastructure

Keywords:

• Kubernetes
• Hybrid Clusters
• AWS EKS/On-Prem
• Argo Projects/GitOps
• IaC

SecOps

Keywords:

• Istio
• OIDC/RBAC
• Network Policy
• AI Guardrails
• Vulnerability Response

FinOps

Keywords:

• LiteLLM
• Karpenter
• Hybrid GPU/Cloud
• Cost Optimization

AI Research Foundation

Keywords:

• Computer Vision/SLAM
• PyTorch/OpenCV
• Digital Twins
• GPU Optimization
• Vehicle SW

Certifications

Oct 2025 (Expired in Oct 2027)

KCSA from CNCF

Oct 2025 (Expired in Oct 2027)

KCNA from CNCF

Sep 2024 (Expired in Sep 2026)

CAPA from CNCF

Jun 2024 (Expired in Jun 2026)

CKAD from CNCF

Mar 2024 (Expired in Mar 2027)

CKA from CNCF

Languages

• Korean: Fluency: Native
• English: Fluency: Working Proficiency