This page discloses how artificial intelligence tools are used in the research and production of content on vivekverma.in, in accordance with Google News publisher requirements and responsible editorial practice.
How AI Is Used
AI language tools are used as research and drafting assistants in the following ways:
- Structuring outlines and section frameworks for technical articles
- Summarising long-form source documents such as government reports and research papers
- Drafting initial prose that is then reviewed, restructured and rewritten to reflect the author’s technical analysis and legal perspective
- Checking readability and clarity of technical explanations
How AI Is Not Used
AI tools do not replace original research, technical analysis or factual verification. AI-generated content is never published without human review. The author does not publish AI-generated text that has not been:
- Verified against primary sources (CVE databases, government data, vendor advisories)
- Reviewed for technical accuracy by the author as a practising cybersecurity professional
- Edited to reflect the author’s own expert perspective and analysis
AI tools do not determine what topics are covered, what sources are used, or what conclusions are drawn. Those decisions are made by the author based on independent research and professional judgment.
Data Sources
AI tools used on this site do not have access to the site’s reader data, subscriber information or any personal data. AI tools are used only for content creation assistance, not for audience targeting or personalisation.
Transparency Commitment
This policy will be updated if the nature or extent of AI use changes materially. Where an article has relied substantially on AI-assisted drafting, this is disclosed at the end of that article. Where AI-generated images are used, they are labelled as such.
Corrections to AI-Assisted Content
AI-assisted content is subject to the same corrections process as all other content. See our Corrections Policy.