by iqentity | Nov 20, 2025 | AI Ethics
There is an uncomfortable parallel between the resource extraction patterns of colonial history and the data dynamics of modern AI. Valuable raw material flows from many to few. The value created from that material accrues disproportionately to the extractors. And the...
by iqentity | Nov 17, 2025 | AI Governance, Process Automation
Every few months, another breathless headline announces that AI and automation will eliminate some staggering percentage of jobs within the decade. The numbers change. The framing doesn’t. I’ve spent over twenty years automating processes in IT operations,...
by iqentity | Nov 16, 2025 | AI Ethics, AI Governance
Human-in-the-loop is the governance world’s security blanket. When pressed on AI risk, organizations point to human oversight as the failsafe. A person reviews every decision. A human can override the algorithm. The system makes recommendations, not decisions....
by iqentity | Nov 2, 2025 | AI Ethics
Traditional privacy frameworks were built for a world where data had a defined lifecycle: collection, storage, use, deletion. Machine learning breaks this model. Data is not just stored and retrieved. It is transformed into model parameters that persist indefinitely,...
by iqentity | Oct 29, 2025 | AI Governance, Security Operations, SOAR
Somewhere right now, a security operations center is auto-remediating an alert generated by an AI system that no one on the team fully understands, acting on a threat classification that no one validated, using a playbook that no one has reviewed since it was deployed...