KalimHub aims to publish accurate, useful and trustworthy educational content. This policy explains how articles are created and maintained.
Expert-informed, original content
Articles are written or reviewed by people with academic and practical experience in the subject. We do not publish mass-produced or automatically generated articles.
Use of AI tools
AI tools may occasionally help with tasks such as outlining, editing or checking clarity. Every article is reviewed, fact-checked and approved by a human author, who is responsible for its content.
Sources and citations
Where we rely on research, statistics or specific claims, we cite credible sources such as peer-reviewed journals, textbooks, official statistics and recognised professional bodies.
Updates and corrections
We review and update important articles regularly; the “Updated” date shows the latest substantial revision. If you notice an error, please tell us through the Contact page and we will correct it promptly.
Independence
Advertising, affiliate partnerships and sponsorships never decide what we recommend. Sponsored content and affiliate links are always clearly disclosed.