What's Inside
Why black-box AI introduces organizational fragility, including audit risk, de-skilling, and trust failures that compound over time
Three structural principles for trustworthy AI in the SOC: explainable reasoning, verifiable evidence, and human-directed governance
How explainable reasoning and evidence graphs work in real investigations, with phishing and script execution use cases
A governance framework that keeps humans in control without slowing AI down

