Handwritten notes on how transformers work, from tokenization through positional encoding.

Notes on Transformers

Some thoughts while reading Parayil's work on Kerala's model of development.

Notes on Govindan Parayil's Study of India

Why security should be continuous, search-based, and lightweight for users.

A deep-dive into datacenters from a technological view!

Why foundation model labs may ultimately monetize large-scale optimization expertise rather than chatbot APIs.

Why coding agents and model releases do not yet eliminate durable SaaS businesses.

Thinking about what sunsets look like in the sky

A reflection on expression, the year, and gratitude.