Exploring the intersection of cyber threat intelligence, artificial intelligence, security engineering and technology.https://wiboonnissara.comenhttps://wiboonnissara.com/articles/osint-attribution-confidencehttps://wiboonnissara.com/articles/osint-attribution-confidenceOpen sources can take you a long way toward naming an adversary — and they can take you confidently to the wrong name. The discipline is not in the collection; it is in what you are willing to claim from it.Sun, 20 Sep 2026 00:00:00 GMTOSINTOSINTattributionconfidenceanalytic standardsbiasWiboonnissara Kaewlarpatsaphttps://wiboonnissara.com/articles/what-is-cyber-threat-intelligencehttps://wiboonnissara.com/articles/what-is-cyber-threat-intelligenceThreat intelligence is not a feed of indicators. It is a decision-support product with a consumer, a question, and a stated confidence — and most of what is sold under the name fails all three tests.Sun, 20 Sep 2026 00:00:00 GMTCyber Threat Intelligencethreat intelligenceintelligence cycleconfidenceindicatorsdoctrineWiboonnissara Kaewlarpatsaphttps://wiboonnissara.com/articles/ai-assisted-cyber-intelligencehttps://wiboonnissara.com/articles/ai-assisted-cyber-intelligenceLanguage models are useful in intelligence work in proportion to how rigorously you measure them. Without a baseline, a confidence contract, and an audit trail, an AI pipeline does not produce intelligence — it produces fluent, unfalsifiable assertions at scale.Sun, 20 Sep 2026 00:00:00 GMTArtificial IntelligenceAILLMevaluationbaselinesagentic systemsmeasurementWiboonnissara Kaewlarpatsap