Editorial Policy

Purpose

This site publishes independent analysis of artificial intelligence, emerging technology and long-run structural change. It is written and edited by Yonas Osman Abdelghafour. There is no sponsor, client or third party with editorial influence over its content.

Independence

No article is paid for, commissioned or reviewed by an outside party. There is no advertising, affiliate content or sponsored placement on this site. If that ever changes, it will be disclosed on this page before publication of any affected article.

Standards applied to every article

• Claims about current facts are supported by primary or institutional sources, linked directly wherever possible.
• Where a figure cannot be verified in a primary source, it is omitted rather than approximated.
• Statements about the future are labelled as projection, forecast, scenario or speculation. These are defined in the research methodology.
• Counterarguments and alternative scenarios are included where the evidence is genuinely contested.
• Uncertainty is stated explicitly rather than hidden behind confident phrasing.

What this site does not do

• It does not fabricate statistics, quotations, papers, dates, organisations or expert opinions.
• It does not invent credentials, awards, affiliations or publication history for its author.
• It does not offer investment, legal or medical advice. Health articles are informational analysis of research and technology, not clinical guidance.
• It does not publish content designed primarily to rank in search engines rather than to inform.

Use of AI tools

AI tools may be used for drafting support, editing, summarising source material and checking structure. Every published article is directed, verified and edited by the author, who is responsible for its accuracy. Sources are checked by a human before publication.

Updates and versioning

Articles about fast-moving subjects are revisited. Substantive updates are reflected in the "Updated" date shown on the article. Material factual corrections are handled under the corrections policy.

Contact

Questions about editorial standards can be sent through the contact page.