#determinism

2 published posts

Jul 2, 2026

The Most Useful Thing a Tool Can Say Is "I Don't Know" I build small tools because I like the way my head feels when I’m working a problem. One of them is file-observer : you point it at a folder, it walks every file, and it writes down what each one is —… determinism · metadata · open-source · python · tooling

Jun 22, 2026

How to Review AI-Written Code Without Trusting the AI (or Yourself) The most useful stage in my workflow is the one built on trusting nothing — least of all the agent that just wrote the code. Four reviewers, one rule (a reviewer is worth how UNLIKE the builder it is), and the honest ledger nobody selling AI review will show you: the scariest findings are usually the wrong ones. ai · claude · code-review · determinism · gemini · software · workflow