Author: umhaqa

AI systems are approving loans, routing supply chains, and flagging compliance issues. But ask why the AI made a specific call, there is zero response. That’s not just inconvenient. It’s becoming a liability. Regulators aren’t buying “the algorithm said so” anymore. The EU AI Act wants explanations for high-risk decisions. US financial regulators are circling the same territory. And internal stakeholders? They’re tired of defending decisions they can’t actually defend. The challenge gets worse when you’re not just running predictive models. When you’ve deployed agentic systems that actually take action, the opacity problem multiplies. These systems don’t wait for human…