Every experienced AI builder Karthik knows has followed the same arc: start with a framework, hit its limits, and strip back to native model primitives. The lesson is to start there. Building directly on OpenAI's or another provider's raw API gives you the deepest understanding of what's actually happening — and that understanding is what lets you design a real architecture.