Inkling

Layers and compounding

22 May 2026

Years ago, my mentor Vikram at allthingsvedic.in told me something that has never quite left me: we keep learning in layers. Nothing arrives whole. You add a layer, let it settle, and only later add the next.

It keeps resonating — because now I can see it. Watching Claude work, I notice it quietly bringing together all the small, scattered tools I built over many, many years. Little things I had half-forgotten. Each one was a layer. None of them felt like much on its own.

This is also what Venky keeps saying — the power of compounding. The layers don't add up; they multiply. The worth was never in the last tool. It was in all of them, finally connected.

So here is the inkling: two ideas handed to me years apart — Vikram's layers, Venky's compounding — and I'm finally understanding them. Not through Jyotish, not through markets, but through the lens of AI system architecture. The lesson was always the same. Only the classroom changed.

spoken by Sree, shaped into pages with ❤️