Who creates the content
Anita Kirkovska creates the original video explanations and commentary. AI assists with adapting those videos into articles. Anita is responsible for human fact-checking and editorial review.
What an article adds
Each article should answer a specific reader question and provide value beyond a transcript or a rewrite of another page. Useful additions can include background, a worked example, a comparison, practical implications, or an explanation of a common misconception. There is no required word count or publishing quota.
Research and verification
The workflow uses Firecrawl search to find relevant sources and Firecrawl scrape to read them. It prioritizes original announcements, papers, official documentation, filings, and statements by the people involved. Search snippets alone are not treated as verification. Sources are linked near the claims they support, and research records are saved with the article’s source files.
Estimates, unconfirmed findings, and interpretations are identified as such. An announcement is not treated as independent validation. We do not invent firsthand product tests, experiences, quotations, credentials, or endorsements.
AI and automatic publication
Articles publish automatically after automated source, content, and build checks. If research is unavailable, an important claim cannot be verified, or an article does not add useful information, the workflow leaves the article as a draft and can still list the original video.
We manually check factual claims against original sources and review articles for accuracy, clarity, and usefulness. AI assists with research and drafting; Anita provides human editorial oversight, following Google’s AI-content guidance. We do not guarantee indexing, rankings, or eligibility for search features.
Dates, transcripts, and corrections
Video upload dates and article publication dates are shown separately. An article’s update date changes only after a material content revision. The watch page contains the full transcript, with timestamp links to YouTube; auto-generated captions can contain errors. Articles link to that transcript rather than repeating it in full.
Report a correction to anitakirkovska@gmail.com with the page URL and supporting evidence. Material corrections are described on the article. We do not refresh dates merely to make old content appear new.
Search principles
The workflow follows Google’s people-first content guidance: descriptive titles, accurate authorship, clear sourcing, useful original explanation, and accessible pages. It avoids keyword stuffing, mass-produced low-value pages, and claims about a special E-E-A-T score or Google approval.