Track record

SK innovation E&S

Energy·2026.05

with

Coached two business teams through a year-long AX transformation PBL built on AWS RAG practice

Year-long AX transformation program and mentoring

LNG AX Strategy & Power Business teams

• AX transformation PBL coaching for the LNG AX Strategy and Power Business teams
• RAG training built on AWS SageMaker and QuickSight

The Chosun Ilbo

Media·2026.05

with

Framed a generative AI usage strategy for a newsroom with leadership around hallucination and consistency

AX project-based learning for leadership

Leadership

• AX training on adopting generative AI in a media organisation
• Usage strategy framed around hallucination and consistency

Hansae

Fashion & manufacturing·2026.05

with

Mentored practitioners for a year on AX automation and LLM based Excel VBA work

Year-long AX program (intermediate)

Practitioners

• AI literacy training with AX/DX automation mentoring
• Replacing MS Excel VBA workflows with LLM-assisted practice

Sebang Global Battery

Manufacturing·2026.05

with

Taught newly promoted senior staff AX adoption strategy by organisation and LLM customisation

Training for newly promoted senior staff

Promoted staff

• AX adoption strategy by organisation for newly promoted senior staff
• Domain knowledge by job family, plus LLM operation and customisation

NCSOFT

Games·2025.11

with

Ran foundation and advanced data analysis tracks with MS Copilot through to per person PoC mentoring

Data analysis: foundation and advanced tracks

Practitioners (with individual PoC mentoring)

• Foundation track: data analysis with MS Copilot and generative AI for daily productivity
• Advanced track: building and visualising ML/DL models alongside MS Copilot
• Shared: per-person PoC mentoring and support for putting it into production

Mirae Asset Securities

Finance·2025.12

with

Taught new hires Python and SQL aimed at the in-house AIOps platform

Python + SQL for AI-assisted work

New hires

• Python and SQL for AI-assisted work, aimed at the in-house AIOps platform
• Hands-on practice with Pandas, Matplotlib and NumPy

Samsung Electronics

Electronics·2025.12

with

Authored the pre-course material for an internal certification track and taught advanced Python machine learning

Internal data science certification course

Korea HQ

• Authoring and distributing the pre-course data science material
• Advanced data science theory and Python-based machine learning models

Kumoh National Institute of Technology

Public & education·2025.12

with

Ran the GIDX Academy programme on generative AI architecture and building RAG

AI analysis automation through data thinking

GIDX Academy, Gyeongbuk Industrial DX Center

• Running the GIDX Academy AI programme at the Gyeongbuk Industrial DX Center
• Generative AI architecture and building retrieval-augmented generation

Treenod

Games·2025.11

with

Connected prompt and context engineering to agentic AI work pipelines for function leads

AI training for function leads

Function leads

• Structuring prompt engineering and context engineering
• Agentic AI and Gemini Gems applied to real work pipelines

iriver

Electronics·2025.11

with

Built company-wide online course content on Gemini and NotebookLM inside Google Workspace

Developing training content on Google Workspace

Company-wide

• Online course content on the Gemini integration inside Google Workspace
• Online course content on working with NotebookLM

Renault Korea

Automotive·2025.10

with

Carried computer vision training through to a custom YOLOv11 model applied as a PoC

Process automation PoC with YOLOv11 computer vision

Engineers

• Computer vision technology trends and data science fundamentals
• Developing a custom YOLOv11 model and applying it as a PoC

HD Hyundai Marine Solution

Shipbuilding & marine·2025.09

with

Coached experienced joiners from secure prompting and GPTs design through to Excel VBA workflows

Working with GPT-5

Experienced new joiners

• Prompt engineering, including secure prompting
• Designing and operating GPTs
• Connecting GPTs to MS Excel VBA for productivity gains

Samsung C&T

Construction·2024.05

Took a data science programme for construction division executives through to a staff workflow automation PoC

Executive data science program and workflow automation PoC

Construction division executives and staff

• Data science programme for construction division executives
• Workflow automation PoC for construction division staff

Aromatica

Cosmetics·2026.08

with

Ran a company-wide annual AX programme on Claude agent automation at beginner and intermediate levels

Company-wide AX program, run annually

Company-wide (beginner and intermediate)

• Beginner: working with Cowork Agent through Claude Artifacts, Design and Project
• Intermediate: automation strategy using Claude Cowork Agent and Code Agent

Sinjimoru

Manufacturing·2026.07

with

Shaped an LLM based agent strategy into a company-wide workflow automation shift

AX workflow automation program

Company-wide

• Deriving an agent strategy grounded in LLM capabilities
• Exploring automation through Claude Artifacts, Design and Project

Daedeok Software Meister High School

Public & education·2026.08

with

Guided teachers from hands-on Claude automation to PoC mini projects scoped per school level

Claude Master program for teachers

Middle and high school teachers in Daejeon

• Hands-on automation training across Claude Desktop, Code, Design and Artifacts
• Scoping and building PoC mini-projects that mirror each school's real workflows