time to invest
Time invested
Just by touching it and through trial and error, AI becomes your own flesh and blood. The time you throw becomes the core of the snowball.
A Keynote — 2026
01 / 14
No. 01 — Vision · General Products Intelligence Engine
The AI era is
It's here.
What is the AI era? Humans have been repeating this for thousands of years. That ends. What will disappear and what will begin?
I'm talking about an automation engine that I'm trying to work on.
A founder's note on the AI era — and what comes next.
CoverGPIE
Chapter I — The Arrival02 / 14
§ 01
It has become the AI era,That's what it means.
Being in contact with AI means
Gain the highest level of logical experience,
It is equivalent to acquiring the highest knowledge and wisdom.
Equal — for everyone.
So far,
Everyone is equal.
— Humankind now has every single one of them "intellectual companions" whose intelligence exceeds their own. All discussions begin with acceptance of this fact.
Since before Christ, we have made the same mistakes over and over again and have grown little by little. - The difference of several billions that we have now is a tiny difference. Such an era is dawning. - The future of the AI era will not change unless some natural disaster occurs and all AI is reduced to ashes. - That means we are entering the AI era.
AI Era · ArrivalGPIE
Chapter I — The Arrival03 / 14
§ 02
However,snowballThere is a difference.
What is self-growth? It's all about how much time you can invest, how much prior knowledge you have, and even more so in the AI era. "Snowballing speed of development” will make a big difference.
prior knowledge
Prior knowledge
The resolution of the question asked determines the quality that can be extracted from AI. The more you know, the more you can know.
snowballing
development speed
Time × Knowledge × AI
Time x knowledge x AI — it rolls around exponentially. By the time you realize it, you're under control and it's over.
Snowball · Time × KnowledgeGPIE
Chapter I — The Arrival04 / 14
§ 03
What is effective for AI era isTrinity.
Consulting = advanced thinking ability and logical organization. Architect = Structural design for the digital generation. Data scientist = data strategy. — Only when these three things work together will AI become truly effective.
In short, it's a way to fully utilize the power of AI. This is a career where you can think about that.
Consulting (Manager)
Consultant
Advanced thinking skills and logical organization. The ability to design "what questions to ask." The map itself given to the AI.
#Management issues#profit structure#Business KPI
#Return on investment#Stakeholders#transformation
#Price/Market/Competitive Strategy
architect
Architect
Structural design for the digital generation. A designer who wires AI/API/people/data into a single picture.
#Business/Apps/Data/Technology/Security#Integrated design
#legacy structure#SRE#Operation/Audit#Environmental difference absorption
data scientist
Data Scientist
Data strategy. What to measure, what to learn, and what to throw away.
#Statistics/Causality#ML#RAG#LLM
#Agent#Evals#LLMOps#Inference base
The Trinity — Strategy × Structure × DataGPIE
Chapter II — The Threats05 / 14
§ 04
There are four threats— But it's not my favorite.
"Biological weapons," "cyber attacks," "loss of control," and "self-evolution of AI." People like to sort things in this order. But if you ask me, it's not these four things that are really scary. — These things are just "visible" and much better.
01
biological weapon
Bio-weapons
Synthesis and design costs have plummeted. Expertise can be bought through "conversation".
02
cyber attack
Cyber attack
The attacker is automated. The defender remains at human speed.
03
loss of control
Loss of control
We will reach a point where humans can no longer make decisions in time.
04
AI self-evolution
Self-evolution / RSI
AI begins to improve AI. Recursive Self-Improvement.
— So I won't stop here. Write down the main threat on the next page.
The Threats — Four VectorsGPIE
Chapter II — The Threats06 / 14
§ 05 — the real one
The scariest thing is
"Now" I don't noticeThat's true.
Phase 01
don't notice
I don't even feel that time has changed.
→
Phase 02
stagnate
Don't learn, don't try, don't look back.
→
Phase 03 — outcome
Become a person used by AI
Not to the side that controls thousands or tens of thousands of AIs, but to the side that is used by those AIs.
— We are now living in an era in which inequality is at its widest in human history. "Right now" Those who didn't notice or didn't move will be eliminated in order.
The Real Threat — UnawarenessGPIE
Chapter II — The Threats07 / 14
§ 06
All these jobs will disappear.— without exception.
Will it disappear completely or will the price collapse? Either way, it will not remain in its current form. And it's fast. The limit is around 2030. The moment you think, ``My job is different,'' you are on the side of not noticing.
| Domain | Substitution rate | Outcome |
|---|---|---|
| Office workClerical / Back office | 95 % | disappear |
| marketingMarketing | ≈ 100 % | almost wiped out |
| systemSystem / Engineering | 90 % | disappear |
| Lawyer/Accountant/Tax AccountantLaw / Accounting / Tax | 95 % | It will disappear, or at least the price will collapse. |
Jobs that VanishGPIE
Chapter III — What I want to do08 / 14
§ 07
Here's our story.— What to do?
Recursive Self-Improvement
Recursive self-improvement (RSI).
"AI's self-evolution" and "loss of control" are the four major threats to humans. In my opinion, they are two sides of the same coin.
And here,endless possibilities I seriously believe there is.
Close what should be closed, and open what should be opened. — Rather than stopping because it's scary, understand the structure of fear and design it.
The bottleneck I lived through
AI will provide “people who were previously needed”It makes it unnecessary.But...
I have worked at the highest level in both the economic and digital worlds. Therefore, I can categorically say that.
— What stuck was always “people.”
In larger companies, the intelligence and literacy of the people and managers at the company determined the ceiling of results that could be produced. Explain, make adjustments, connect with others, and wait for the other person's understanding. Most of that time is wasted time. Originally I didn't need it.
— That's why, the advent of AI, the arrival of this era, is frankly exciting to me right now. Now, I can stand alone in a place that I could not reach without hundreds of people. Do you see this as a possibility? Do you see it as a threat?
Personal View — RSI as PossibilityGPIE
Chapter III — What I want to do09 / 14
§ 08
People become people by bathing in other people.— I like this word.
Carpe diem. Every day, we gather something from somewhere in our lives.
We grow and live because of it. The "meaning of life" lies here. That's why there is "gratitude". Without it, there is no "meaning to live".
However, many people - 90%, maybe even more - are unable to do what they feel is the meaning of life.
Therefore, many people stop when they grow to a certain point. After that, you just live ``unconsciously''.
"You should live happily and happily." — Therefore, satisfy the individual, flow towards self-preservation, and move towards pleasure. Become selfish and turn to adrenaline and dopamine. But that's it.
Strong people either have higher desires than others, or they transcend the individual and form a "society."
This is less than 1%. The rest are people who just happened to be ``lucky'' and made a fortune -- people who won the parent gacha. But eventually it falls and hardens. That is the human world.
Perhaps in the future, if humanity pursues this individual, it will perish. The AI era requires humans to "become" like the age of the gods of Yaoyorozu.
The thesis.
The main factors that cause people to grow
"Experiential value"I think so.
The factors that lead to growth are encounters with knowledge, wisdom, and experience. Not all people grow up as individuals. All the experiences I have had so far have influenced who I am today.
An excellent person is someone who is good at making choices, or someone who has had good encounters.
I believe that a wise person is someone who consciously imagines this "value of experience."
— Automatically collect experience value and spread it as seeds. All of that will be done using AI.
Experience Value — Seed & ScatterGPIE
Chapter III — What I want to do10 / 13
§ 09 — Interlude
To live is to be compatible.- Harmonize Yin and Yang.
Control · Harmony · Priority · Control
The ability to persevere through oneself (self-exploration) and the ability to find value in others (contribution to other companies). — “Overview/Objectivity” in the middle connects the two. Many people in modern society are thin in the middle and lean to the left. The rest of them are just thinking about the right side.
Pillar 01 — Self
self exploration
— Power to break through/professionalism
The ability to act independently based on one's own values and mission without being influenced by others. GRID/Goal Oriented/Challenge/Concentration.
Drive — Dopamine / Noradrenaline
↑ Strengthen Achieving goals, taking on new challenges, getting proper sleep, and exercising
↓ weaken Chronic stress, addictive behavior, lack of sleep, overwork
The Bridge — Meta
Bird's-eye view/objective
— Metacognitive/logical
The ability to calmly observe oneself and others and make thoughts and judgments without being caught up in subjectivity. Psychological flexibility. Stress resistance.
Calm — Serotonin / GABA
↑ Strengthen Sunbathing, rhythmic exercise, meditation, fermented foods
↓ weaken Lack of exercise, lack of light, excess caffeine
Pillar 02 — Others
Contributing to others
— Emotional Empathy/Giver-Taker
Awareness and attitude that create value in relationships with others. Altruism/desire to contribute/extroversion/interest in others.
Bond — Oxytocin / Endorphin
↑ Strengthen Physical contact, acts of kindness, laughter, spicy food
↓ weaken Isolation, lack of communication, cold relationships, lack of exercise
Self × Bridge × Others — The BalanceGPIE
Chapter III — What I want to do11 / 13
§ 10 — Diagnosis
The middle is "Flimsy" Only humans.
happening now
This is the real crisis.
There's only one question that Elon Musk thought about for just a few seconds before answering. - The question was, ``What do you think about research into immortality and rejuvenating drugs?'' He thought for a few seconds and answered... - You should stop. If that were to come out, people would perish. - Do you understand what this means? This means that the evolution of civilization will come to a halt.
A diagnosis of our time.
People on the left.
Run only based on your own desires. Approval, pleasure, stimulation. Because we don't have a bird's-eye view, others become tools. He has energy, but he doesn't make anyone happy.
People who are just thinking about the right things and spinning around in vain.
His favorite phrase is "for the sake of people." Gather sympathy on SNS. But since I don't have a core to guide me or a cold perspective, I end up becoming a victim and spreading my dissatisfaction.
Someone who can balance both. Not even 1%.
The power to penetrate oneself, the power to look at things from a gentle and cold perspective, and the power to truly make the best of others. Only when all three are present can it be called "alive."
The meaning of you being alive. Existence value. I will create this in my own way.
Living isn't just about being true to yourself, nor is it just about serving others. — both at the same time.
— When the center (overview) becomes thin due to chronic stress, the amygdala goes into overdrive, and gratitude and empathy disappear. Brain science says that.
The Diagnosis — A Society Out of BalanceGPIE
Chapter III — What I want to do12 / 14
§ 09 — Introducing
Automation loop that creates a value chain
General Products Intelligence Engine.
Status — in construction
Codename — GPIE
A source for people to grow. Automatically collect "experience value" and "various thoughts" that lead to that,
``Sowing seeds'', ``nurturing'', and ``spreading into the natural world'' in the digital world.
"Nurturing the strongest surviving seeds."
All of this will be automated using AI. We will create that automation engine in the world's highest level environment.
I named this engine the "General Products Intelligence Engine." — Not a concept. Design and construction have already begun. - Automatically researching the AI industry and creating many new seeds.
GPIE — Manifesto2026—
Chapter III — What I want to do13 / 14
§ 10
Realized with GPIE,4 areas.
Domain 01 — Legacy to Native AI
Transform legacy systems that are inhibiting change to Native AI (100% AI).
'30 - TAM is 212.3 billion yen in Japan alone, and the global market is 62.3 billion dollars. AI costs money. — That's why, as a cornerstone, we are moving forward with commercialization at a rapid pace. Already 85% complete. Started rolling out together with major domestic vendor companies.
Domain 02 — LifeHack Products
Investment = Creation. A collection of tools to help you earn money wisely and get your time back.
Investing = Actions that increase the world's productive capacity = Creation, making people, society, and the environment more efficient. AI automatically generates information that teaches you the structure, creates time to immerse yourself, and cuts off daily waste.
Domain 03 — LiverConsole
Delivery. To the place of experiential value creation.
Livers are not ``people who sell something,'' but creators who create experience value together. Compensate for lack of social experience with AI automation and full support. — This is what I think of as the next generation distribution style. An environment that truly nurtures drivers.
Domain 04 — The Outcome
The accumulation of enthusiastic experiences will become the foundation of the next civilized society.
The "enthusiastic experience value" that accumulates within LiverConsole is a mine of value that exceeds surface internet information. A creative act that can become the foundation of the next civilized society, created by automatically learning this. Activities that create a chain of value will determine the future of humanity.
GPIE — Four DomainsGPIE
End of Keynote14 / 14 · GPIE 2026—
Colophon
Sow the seed in yourself first,
Stand on the side that controls it.
That's the only way to survive. do not have.
Not to the side that is used by AI, but to the side that controls tens of thousands of AIs. Realize now. Move. First, sow the seeds in yourself. — From here on, it's all about design and implementation.
Just get up and move your legs forward. It should be easy.
You too can inherit the will of the gods of Yaoyorozu and rise up!
Design and construction have already begun. To be Continued… No.02 Yaoyorozu's AI dwells. proceed to
Thank youGPIE