// Notes directory

Writing from the workbench.

Field notes on building with agents, designing useful systems, and learning in public without pretending the questions are settled.
6 min read
notes-on-building-with-codex.mdx

Notes on building with Codex

What changes when a coding agent becomes part of the everyday development loop—not a novelty at the edge of it.

CodexBuilding
8 min read
ai-assisted-workflows.mdx

How I think about AI-assisted workflows

A practical model for deciding where agents help, where structure matters, and where human judgment should stay visible.

AIWorkflows
7 min read
designing-better-benchmark-tasks.mdx

Designing better benchmark tasks

Benchmarks are product decisions in disguise. Here is how I make them more representative, legible, and hard to game.

BenchmarksEvals
5 min read
useful-automation.mdx

What makes a useful automation

The best automation is often modest: observable, reversible, and carefully fitted to the work around it.

AutomationSystems