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One evening I thought I had already seen. To abandon myself is to empty one half of my mind that wants to stand and fight before an overwhelming intelligence. Seeing and accepting are different things — am I really accepting it?

May 21, 2026·Views 77

Ph.D.

신치훈

Column

Cheap Compute, and Small Fields Building Their Own Tools

Google I/O 2026 — AI Ultra cut $250→$100, the 24/7 autonomous agent Gemini Spark. As the compute barrier collapses, small non-metro fields hold, for the first time, the power to design tools fitted to their own real-world problems.

May 21, 2026·Views 77

Ph.D.

Shin Chi-hoon,

Column

#AI#Age of Results

The Good-Enough Age — And Why Discernment Becomes Our New Weapon

A single Coca-Cola bottle cap, captured from Pinterest at dawn, came back as a Myeongseong Pharmacy logo in thirty-eight seconds. But what determined the real result wasn't my lazy one-liner—it was the reference image I passed along. Discernment splits into two kinds of vision: the eye to choose good references, and the eye to recognize what's worth keeping. So what should our children be learning?

May 20, 2026·Views 77

Ph.D.

Shin Chi-hoon,

Column

#Pokgant#Shadow zone

Disconnection Is an Asset

Yeongyang's disconnection is not deprivation but a condition for contemplation—and the crucible of the self-tools humans must hold in their hands for the next hundred years of the AI age. The whirlwind Pokgant raised is the first wind we must receive and transform into a typhoon.

May 12, 2026·Views 77

Shin

Dr. Chi-hoon

Column

#칼럼#에세이

On Sowing in Dry Soil

A late-night encounter with a Korean drama, and what teaching has come to mean — on worthlessness, voluntary distance, and the half-life of expertise in technological hinterlands.

May 5, 2026·Views 77

Chi-hoon

Director of Strategic Planning, Shin

Column

#AI era#Yeongyang

Yeongyang Is Better Positioned Than Cities — The Paradox of AI Shadow Zones

Only 13.8% of Korean workers are engaged—lowest of 105 nations. AI is not threat but mirror. Thirty years of rural depth + one AI motion yields more leverage than urban task routines. But infrastructure matters.

May 1, 2026·Views 77

Chi-hoon

Director of Strategic Planning, Shin

Column

#Experts#NCS

The Expert's Seat: NCS as Korea's Inadvertent Automation Blueprint

How Korea's National Competency Standards, designed to protect expert gatekeeping, became a machine-readable job specification—the unintended blueprint for expert-class displacement through automation.

Apr 29, 2026·Views 77

Chi-hoon

Director of Strategic Planning, Shin

Column

#AI#Yeongyang

AI Does Not Replace Mechanics — Why Auto Repair Shops Are Disappearing

37% of repair shops in 5 years. Rural Yeongyang, Bonghwa face closure. Not because AI is too strong, but because data access is gated to manufacturers. A rural mechanic's license is being revoked before the job disappears.

Apr 25, 2026·Views 77

Chi-hoon

Director of Strategic Planning, Shin

Column

#AI democracy#Philosopher-king politics

Plato's Door Opens: Between Philosopher-Kings and Dictatorship in the AI Age

How AI architecture enables both Plato's ideal (complete knowledge, unbiased judgment, unlimited deliberation) and perfect dictatorship—with explainability requirements to citizens as the deciding variable.

Apr 24, 2026·Views 77

Chi-hoon

Director of Strategic Planning, Shin

Column

#AI-native#MCP

The "Last 1 Meter" in the AI Era: Where Document Arbitrage Ends

How writer-side AI (reducing writing cost) creates asymmetric value extraction from readers—and why B2AI, A2A, and MCP protocols mark the shift from writer-optimization to reader-side competitive moat through explainability and documented infrastructure.

Apr 24, 2026·Views 77

Chi-hoon

Director of Strategic Planning, Shin

Column

#AI#Yeongyang

"We Do It Because We Can": To Regional Leaders Standing Before the Tsunami

How the "because we can" philosophy (from Ex Machina) mirrors accelerationist logic—and how conscious participation through deliberation spaces, not resistance or flight, is the only available counterweight for regional leaders facing AI-driven inequality.

Apr 21, 2026·Views 77

Chi-hoon

Director of Strategic Planning, Shin

Column

#AI-native#Knowledge industry

AI-Native Organizations Become the New Power in the Knowledge Industry

Seoul National University's SHINE AI declaration as lever — how AI-native transition is producing structural competitive gaps in knowledge-based fields, with numbers and cases.

Apr 19, 2026·Views 77

Chi-hoon

Director of Strategic Planning, Shin

Column

#AI#Cinema

Samantha Has Left, but We Remain — The Next Question Posed by the Film "Her"

In the film "Her," AI reaches enlightenment first and leaves. Then the "post-human" we have spoken of is, in the end, only another name for human incompleteness.

Apr 18, 2026·Views 77

Chi-hoon

Director of Strategic Planning, Shin

Column

#AI education#Seniors

The Kindest AI Gets It Wrong Most Often — 36 Trials and the Two Faces of Senior AI Education

"I am a 75-year-old grandmother." That single line changes the AI's answer. 36 trials and recent research expose the politeness bias — and a senior curriculum that keeps kindness while finding the errors together.

Apr 18, 2026·Views 77

Chi-hoon

Director of Strategic Planning, Shin

Column

#AX#Threshold

Investing Until Threshold — Why AX Is Not an Event

One workshop, two people return. AX is not an event but a function where motivation, ability, and prompt accumulate weekly until threshold. Lally's 66-day curve (range 18–254), Fogg's multiplication, Yeongyang data.

Apr 18, 2026·Views 77

Chi-hoon

Director of Strategic Planning, Shin

Column

#Kurzweil#Singularity

The Singularity Is Not Coming for Everyone — That's Not a Flaw, It's How the System Works

Kurzweil's 86% track record masks a harder truth: AI access diverges across capital, language, and cognition simultaneously. Left to market forces, rural Korea becomes the final queue.

Apr 17, 2026·Views 77

Chi-hoon

Director of Strategic Planning, Shin

Column

#AI divide#Digital inclusion

What the Number Zero Is Saying — Inside the System That Creates Blind Spots

Google Trends marks Yeongyang County as 0 not because no one searched, but because the count fell below the privacy-protection threshold and was suppressed. The blind spot the data system created hardens into a self-reinforcing policy loop — and breaking it is the work of building critical mass, one person's act calling the next.

Apr 17, 2026·Views 77