PyTorch
Building the framework up from its one real primitive — the tensor — through autograd and the training loop.
Engineering
5 parts · Sep 08, 2026 – Sep 11, 2026 · 29 min
Series
Longer arguments, split into parts.
Some subjects took more than one post. These are the runs, in the order they were written — every part published, none of them a cliffhanger.
4 series, 14 parts in total.
The Model Context Protocol
What MCP solves, what happens to the context window at scale, and where it sits next to A2A.
SystemsEngineering
3 parts · Feb 22, 2025 – Feb 25, 2025 · 12 min
Regression, Explained
The two models everything else is built on, worked through from the maths outward.
Research
2 parts · Sep 28, 2024 – Oct 05, 2024 · 4 min
Moving to Linux
Picking the OS, understanding why the tooling favours it, then fixing the things that break first.
Systems
4 parts · Feb 17, 2023 – Mar 04, 2023 · 8 min