Disclaimer

Last updated: February 23, 2026

Transparency matters here. This page lays out how content is produced, what role AI plays in the process, and what you should keep in mind while reading.

AI-assisted content

Every article on this site is produced with the assistance of AI tools. That's not a footnote — it's the editorial model. Here's how it works:

The AI is a tool, not an author. It doesn't choose what gets written or how it's framed. The editor does. For a fuller picture of this process, see the About page.

This site believes AI-assisted workflows are the future of independent publishing. We'd rather be upfront about it than pretend a single person can research, write, edit, and publish at this pace entirely alone. The commons made this possible — we're just being honest about how.

Accuracy and fact-checking

We take accuracy seriously. Research uses primary sources — government data, peer-reviewed studies, official documentation — wherever possible. When AI tools are used for research, the editor verifies claims against original sources before publication.

That said, mistakes happen. If you find an error in any article, let us know. We correct errors promptly and note significant corrections in the article.

Not professional advice

Content on this site is for informational and educational purposes only. It does not constitute:

Always consult qualified professionals before making decisions based on information you read here — or anywhere on the internet, for that matter.

Opinions and editorial perspective

This site has a point of view. Articles that express opinions are grounded in data and clearly framed as the editor's interpretation. When data is available, we show it and link to it so you can evaluate the evidence independently. You're welcome to disagree. That's the point.

Advertising disclosure

This site displays advertisements through Google AdSense. These ads are:

Ad revenue helps cover the costs of hosting, infrastructure, and tools. Advertising does not influence editorial decisions or content selection.

Affiliate links

If articles contain affiliate links in the future, they will be clearly disclosed within the article. At present, the site does not use affiliate links.

External links

Articles may link to external websites for sources, references, or further reading. These links are provided for convenience and attribution. We don't control the content of external sites and aren't responsible for their accuracy, privacy practices, or availability.

Changes to this disclaimer

This disclaimer may be updated as the site's practices evolve. Changes will be reflected here with an updated "Last updated" date.