Sources and evidence
Material technical and quantitative claims rely on primary documents: standards, official documentation, research-team reports, and peer-reviewed work. Each article lists its sources.
Pre-publication review
Research is prepared with AI assistance. Automated checks validate structure, translation completeness, source references and data formats. They do not establish the truth of every claim or replace individual expert review. Unless a reviewer is named in an article, no human expert review is claimed.
Limitations and disclosure
Estimates, scenarios, and modeled results are labeled as such. We state observation dates and do not present correlation as causation. A commercial relationship with Pentest.red does not reduce the evidence standard.
Corrections
We correct material errors and update the modification date. Report an issue to sales@pentest.red with the page URL and a supporting source.