Authorship and experience
Every article identifies its human author and publication date. First-hand experience is labeled as experience; it is not presented as universal proof.
Sources and claims
Material factual claims should link to primary sources, recognized standards, original research, or clearly described first-hand evidence. Estimates and commercial examples must identify important assumptions and should not be presented as guarantees.
AI assistance
AI may assist research organization, editing, analysis, or draft review. Oleksii remains responsible for the published argument, source selection, factual checks, and corrections. AI-generated text is not treated as a source.
External review
Where an article would benefit from specialist scrutiny, a reviewer may be invited. Meaningful review is credited with permission; an unverified endorsement is never implied.
Corrections and updates
Substantive corrections are dated and described on the article. Smaller clarity or formatting edits may be made without a correction note when they do not change the argument.
Commercial interests
The publication supports an independent software delivery consulting practice. Articles may explain services or link to a project brief, but commercial relevance does not remove the obligation to distinguish evidence, opinion, and an offer.
Effective 29 July 2026. Questions or correction requests: oleksii.sytar@gmail.com.