HORIZON SHIELD

TOshi Oga,
in his own words.

A carpenter of thirty years who taught himself AI and built an open construction-cost database. No titles. No salesmanship. Plain sentences from the site, the data, and a long argument with an industry that hides its prices.

Each line below is something he has said in public, in print, or in code. The sources are linked at the bottom.

Verify, don't trust. Open the dataset (JCCDB), check the Bitcoin block, read the papers. The man behind these sentences is verifiable. See the evidence.

I. On the right to know

Cheapest is not the same as fair.
by TOshi Oga
A person has the right to know whether their price is fair.
by TOshi Oga
The world is unfair, and too comfortable with it.
by TOshi Oga
The weakest don't even know they have the right to change anything.
by TOshi Oga
Verify, don't trust.
by TOshi Oga
I didn't trust an institution. So I put it on Bitcoin.
by TOshi Oga
Learn to read the estimate, not the contractor.
by TOshi Oga
Doubt anyone who says this is the market rate.
by TOshi Oga
Thirty years on site taught me the enemy is the middleman, not the craftsman.
by TOshi Oga
The industry rewards salesmanship over craft. I want to break that.
by TOshi Oga

II. What the data shows

The same job, up to 91% apart between contractors.
by TOshi Oga
Every middleman layer takes from the hand that does the work.
by TOshi Oga
Remove the middlemen and the homeowner pays less while the craftsman earns more.
by TOshi Oga
The word lump sum is a ghost.
by TOshi Oga
People renovate their homes without knowing if the price is fair.
by TOshi Oga

III. The problem, stated plainly

Three quotes, pick the cheapest. Still not enough.
by TOshi Oga
900k, 950k, 970k yen. What if the real price was 850k.
by TOshi Oga
How would I ever know. That is the whole problem.
by TOshi Oga
Construction is a black box. Almost no one can tell a fair price from an inflated one.
by TOshi Oga
It is not a people problem. It is an information problem.
by TOshi Oga
I spent thirty years in an industry where you sign before you understand what you are paying for.
by TOshi Oga

IV. Who I am

Not a politician. Not a lawyer. A builder.
by TOshi Oga
A carpenter of thirty years, who turned AI to the homeowner's side.
by TOshi Oga
Carpenter at 15. Code at 46.
by TOshi Oga
Not an institution. One builder.
by TOshi Oga
I left school early. The site became my school.
by TOshi Oga
If you ask what I am, I am just a builder.
by TOshi Oga

V. On governance and reform

I won't take the revolutionary's path. I take the reformer's.
by TOshi Oga
Build a system where all 12 players win in the long run.
by TOshi Oga
I make no enemies. I change roles instead.
by TOshi Oga
Votes cannot be bought with money. They accumulate through verification.
by TOshi Oga
Foundation stays fixed. Rules evolve.
by TOshi Oga
AI alone produces phantom errors. That is why humans must remain in the loop.
by TOshi Oga
The remedy for a credence-good market is verifiability.
by TOshi Oga
Transparency is the strongest defense.
by TOshi Oga

VI. To the homeowner, directly

Hold the question. Is what I am paying fair.
by TOshi Oga
You should not need thirty years to know. So I built the information.
by TOshi Oga
Open the links. Check the hashes. Re-verify the timestamps.
by TOshi Oga
If something feels off, that instinct is usually right.
by TOshi Oga
It feels a bit too expensive. You are probably right.
by TOshi Oga
I thought it was expensive but couldn't say so. That one sentence is why I built this.
by TOshi Oga

VII. For the craftsman

The one I most want to protect is the craftsman.
by TOshi Oga
I want a world where blue-collar workers are valued and stand on equal ground.
by TOshi Oga
An industry where good hands cannot eat without salesmanship is broken.
by TOshi Oga
Remove the middlemen and the craftsman's pay returns.
by TOshi Oga

VIII. On the movement

Stand at the start. Those who follow will shape what it becomes from what they see.
by TOshi Oga
I'm not asking for money. I'm asking for a number.
by TOshi Oga
The number itself is the message to the industry.
by TOshi Oga
Not a politician. Not a lawyer. We change it ourselves.
by TOshi Oga
If one ex-carpenter can do this, ordinary people can change the rest.
by TOshi Oga

Sources: The Evidence · The Movement · JCCDB on GitHub · ORCID · Zenodo (origin paper) · engrXiv 7007
All claims verifiable. Bitcoin-anchored. Last updated 2026-06-01.