Watched AI coding agents evolve in real-time while building internal tooling for Coin Center over the past few months. The velocity shift is brutal - tasks that needed weeks of dev time now ship in a day using multi-agent orchestration under a single integration layer. The exponential capability curve isn't theoretical anymore, it's visceral when you're shipping production code with it.