AI training · Industrial AX/DX consulting · Agent software

We plan, build and run
AI training, AX/DX projects
and agent software.

For public officials, teachers, small business owners and manufacturers. You set the goal and the approval criteria. We diagnose, design, run a pilot and check the result.

Myeongseong Simjae (MSSJ), based in Yeongyang, North Gyeongsang Province, Korea

What we do

Choose by the result you need

Choose training if you want to learn and build things yourself. Choose industrial AX/DX consulting (AI transformation and digital transformation) if you need to set the order of change in your processes and work. Choose development if agents must carry out real work, one step after another. An agent is AI software that does tasks within rules that people set.

01Teachers · Public officials · Seniors · Small business owners

AI training

Participants do more than listen. Each person builds a working result during the course.

Course design · Hands-on practice · Finished results · Results record

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02Manufacturing · Energy · Institutions · Regional industry

Industrial AX/DX consulting

We measure where processes and office work get stuck. Then we plan which tasks to move to agentic MES, Smart Factory or work agents, and in what order to invest.

Value stream analysis · AX architecture · Agentic MES · Pilot

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03Organizations that need systems to carry out work

Agent software development

We build services that go past the plan document. Within the permissions people set, agents collect data, support decisions, enter data into systems and keep records.

Planning · Development · Permissions and audit · Deployment · Operation and improvement

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MES means manufacturing execution system: the software that tracks work on a factory floor.

MSSJ Research · Self-funded public-interest research

We study local problems
before anyone commissions the work.

MSSJ started both reports with its own money, without waiting for an outside contract. Some local problems, such as safety and the AI gap, leave fewer choices the later they are found. For these problems we first record decision criteria and records that others can check, before any final answer.

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Cover of MSSJ AI Academy Research Report 1: criteria for adopting fire detection technology at wooden national heritage sites

REPORT 01

Public edition (EPUB, in Korean)

Criteria for Adopting Detection Technology to Prevent Fire at Wooden National Heritage Sites

The report proposes five questions to ask before adoption. The questions help make sure that a technology that is not ready does not look ready.

  • ·Five questions to ask before you buy detection technology
  • ·Limit: no field test or product comparison was done
See the questions and limits of Report 1arrow_forward
Cover of MSSJ AX Lab Research Report 2: the AI divide in northern North Gyeongsang Province

REPORT 02

Public edition (PDF, in Korean)

Does AI Transformation Narrow or Widen the Gap?

The report looks at the AI divide in northern North Gyeongsang Province. It treats the divide as more than access: it also covers gaps in use, results and organizational capacity. It records early signals and criteria for small interventions.

  • ·Looks at gaps in access, use, results and organizational capacity
  • ·Early signals and criteria for small interventions
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Both reports are public. Publishing the files does not mean that an independent review of facts, methods, personal data or rights is complete.

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SimThink OS board of works from class 3 of the elementary AI game-making course Imagination to Reality

SimThink OS · Product & Field Evidence

SimThink OS in a four-week class
in Yeongyang

SimThink OS is an education platform. It links lesson plans, hands-on practice and checking in one flow. We do not make big claims from a product description. First we publish the record of a four-week course in Yeongyang, North Gyeongsang Province. In it, children made games, fixed them and tried each other's work.

4 weeks · 4 classes
AI game-making course for elementary school children
10 children
Took part, in Yeongyang, North Gyeongsang Province
45 pages
Final results report submitted to the commissioning agency

These numbers and results are the operating record of this one course. They do not mean that the same results will repeat in other regions or groups. Each new setting needs a new check that fits its conditions.

SIMTHINK INSIDE

SIMTHINK INSIDE: a certification mark for courses and outputs that run on SimThink OS.

How we work

What we do and what we decide with you

We set the goals and approval criteria together with you. MSSJ then carries out research, design, building, operation and checking against those criteria.

  1. 01

    We set goals and approval criteria

    Together we confirm the problem to solve, who will use the result, the conditions that must hold and what counts as done.

  2. 02

    We study the site and the data

    We look at current work, the place of use, the data you have and the limits. Then we set a scope that can really be done.

  3. 03

    We build and run it

    We make the training, roadmap or software at the size you need, and we use it on site.

  4. 04

    We check the results and hand over

    We check the results against the criteria we set. We hand over the records, a usage guide and the next tasks to improve.

Why it matters

Three changes that remain after the results

We use three words for changes that people can explain after they have made real results: delegation, imagination and inquiry.

Delegation

People give repeated work to AI. They spend more time on setting goals and making decisions.

Imagination

People turn ideas in their head into results they can see and check, such as text, video or tools.

Inquiry

People work through problems that have no fixed answer together with AI. They check the evidence and move on to the next question.

In the press

MSSJ in the news

We keep our own description separate from what the press reported. You can check the points below in the original articles, which are in Korean.

Field work
Planned, developed and ran AI classes for children and teens from vulnerable families
Advisory role
Policy advisor for AI and future industries, Yeongyang County
How to check
Outlet, reporter, date and the original article are shown
Field workKyeongin MaeilJuly 28, 2026Reporter Kim Sang-il

Yeongyang-eup Community Social Security Council runs AI creator classes for children and teens from vulnerable families

The article reports on 4 classes for 10 children and teens from vulnerable families. Council member Chihoon Shin planned the classes, developed the content and taught them as a volunteer.

Read the original article (in Korean)arrow_outward
Public advisory roleKyongbuk IlboJuly 24, 2026Reporter Jung Hyung-ki

Yeongyang County appoints the first policy advisors of its 9th elected administration to plan future strategy with experts

The article reports that Yeongyang County appointed CEO Chihoon Shin as policy advisor for AI and future industries. It is a non-standing, honorary position that gives advice on county affairs in general.

Read the original article (in Korean)arrow_outward

The articles confirm that the classes took place and that the appointment was made. They do not prove learning effects or policy results. The advisory role also does not mean that the county government endorses any specific project.

Who leads the work

Research and development experience, applied to industrial work

CEO Chihoon Shin has a Ph.D. in Computer Science. He carried out government R&D for 10 years at ETRI (Electronics and Telecommunications Research Institute, a Korean government research institute). He now leads industrial AX/DX assessments, agentic MES and Smart Factory pilots, AI training and agent software development, and links them together.

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How claims are handled

We show the evidence and the current status

Each number links to where you can check it. Each service is marked as in service, beta or in progress. We do not promise effects that we have not confirmed.

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Start a conversation

Tell us the job to be done and who will use the result.
We will choose the right starting point with you.

You can ask about AI training, industrial AX/DX consulting, agentic MES and Smart Factory pilots, and agent software development in one place.

Contact us about training, AX/DX or development