Last updated: 3 August 2026
ThinkStreamTV is a technical publication about self-hosting, automation and AI infrastructure. This page explains how the articles are produced, because you should know that before you run a command from one of them.
Articles are AI-assisted and human-reviewed
We use large language models to research and draft articles. Every article then passes an automated quality gate that checks it against the rest of the site for duplicated topics, near-identical structure, thin content and unsupported factual claims, and a human reviews it before it is published.
We are stating this openly because it is true, and because a reader deserves to know how what they are reading was made. It does not lower the bar we hold the content to — it is why the quality gate exists at all.
What that means in practice
- Commands and configuration are written against a stated version, and are meant to be run and read, not copied blindly.
- Where an article is uncertain about something, it should say so rather than assert it.
- We would rather publish a shorter article that is right than a long one that is padded.
Corrections
If you find something wrong — a command that does not work, a claim that is out of date, a recommendation that no longer makes sense — please tell us at [email protected]. We correct the article rather than quietly deleting it, and material corrections are noted in the article.
Independence
No company pays us to write about it, to review it favourably, or to cover it at all. Where we do have a commercial relationship with a product, it is listed in full on the Affiliate Disclosure page.
Comments
Comments are closed site-wide. We would rather not run a channel we cannot moderate properly than run one badly. Email works and is read.