🧠 Bias, Fairness & Cultural Impact 🧠
Who gets heard in AI — and who gets left out?
AI systems don’t just reflect data. They reflect power. This section looks at how bias, inequality, and cultural dominance shape the models we interact with every day — and how to build systems that are more just, inclusive, and humane. From language to labor to representation, this is where AI meets the real world.
Level AI and the Rise of Conversation Intelligence
Conversation intelligence platforms like Level AI promise smarter support — but raise ethical concerns around surveillance, consent, and emotional labor. Here’s how to navigate the risks.