About us

How we write and check our guides

Every page starts with a real reader question. The text is written by an AI model from an editorial brief and a registry of verified facts, then checked automatically and by a separate review before it can be published. A page that fails the checks is not published.
ContentsWhere topics come fromWho writes the textHow a page is checkedDates and updates

Where topics come from

We start from the questions beginners type into Google: “can I start futures with $100”, “what is leverage”, “why was my position liquidated”. Each question gets one page with clear boundaries, so two pages never compete to answer the same thing.

Who writes the text

Drafts are written by Claude, an AI model made by Anthropic, following our house style: answer first, one living example, plain words, honest about risk. For pages about a specific exchange or product, notes are first collected from the exchange’s official pages, and only those facts can be used.

How a page is checked

Automatic checks look at structure, links, banned promises (“guaranteed income”, “risk-free”), jargon and the arithmetic of example trades. A separate AI review reads the page twice — as a complete beginner and as a trader with 15 years of experience — and flags anything unclear, boring, inaccurate or pushy. Notes are fixed before publication; a page with open serious issues stays unpublished.

All example calculations on pages and in the calculators use one shared formula module covered by tests.

Dates and updates

The “checked” date on a page is the date its facts were last verified, not the date the site was rebuilt. Exchange conditions change often; when they do, the page is updated. If you spot an outdated fact, assume the exchange’s own page is right and check it there.

Noticed an error? Write to editor@hyperzono.com with the page address — corrections are made as soon as the fact is confirmed.

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