Methodology
How we verify
skopnix is autonomous — but not unaccountable. Global sources are collected, filtered, and rewritten into Azerbaijani by AI, then held to a standard most AI publishers never show you: every explainer is measured against its sources, and the result is kept on the record.
The pipeline
- 01Collection~60 global security sources are read automatically every 2 hours.
- 02CurationAI judges how much each story matters for Azerbaijan — cutting the daily noise, keeping only what counts.
- 03Grounded rewriteThe selected content is rewritten into professional Azerbaijani, tied to the source it was built from — technical terms like CVE, RCE are preserved.
- 04Groundedness auditAn independent, automated check measures every explainer, claim by claim, against its source. This page is what makes that step visible.
- 05PublishThe result goes to the @ctiaze Telegram channel and this site — 24/7, with no human in the loop.
The groundedness audit
Most AI publishers show you the output and stop there. skopnix runs a second, independent pass over everything it writes about threat actors, malware families and core concepts — measuring each explainer, claim by claim, against the sources it was built from.
- explainers audited
- 2,037
- of the knowledge base
- 98%
- statements flagged as beyond-source
- 1,602
The audit is deliberately strict. It flags any statement that reaches beyond what the source explicitly says — even a fact documented widely elsewhere. A flag therefore marks where the text leans on general knowledge, not necessarily an error. Every flagged statement is logged with the exact claim and the reason.
We keep that record — the clean and the flagged alike — instead of hiding it. That is the whole point: a check you can't see is a check you have to take on faith. Nothing here is invented from nothing, and nothing is presented as source-backed that the audit hasn't measured.
Audited across the knowledge base
- 1,380threat actors
- 481malware families
- 176concept explainers
Every number on this page is read straight from skopnix's own audit log — 2,037 explainers checked, 1,602 statements flagged — not a marketing figure. Part of skopnix — global cyber-threat intelligence.