Writing

essays & deep dives
2026

My JAX Journey

A long-form personal field guide to JAX — the paradigm, the hardware substrate underneath (roofline, TPUs, GPUs, collectives), the modern ecosystem (Flax NNX, Grain, Orbax), sharded computation, the LLM stack (FlashAttention, KV caches, MoE, μP), and writing Pallas kernels. Synthesized from Google's scaling-book, the JAX docs, and a year of my own notes; kept up to date as the ecosystem moves.

2025

A Comprehensive Guide to ARC-AGI

A long read on the Abstraction and Reasoning Corpus — what makes it hard, why pattern-matching falls short, and why it might be the closest thing we have to a fluid-intelligence benchmark. Covers the rules, the leaderboards, notable attacks, and where the real difficulty lives.