Commentary

Nate’s take on AI in production, reliability metrics, and how engineering teams work.

When inference slows without obvious application errors, test physical constraints alongside queueing, workload changes, and software regressions.

February 10, 20264 min read

Test evidence retrieval, long-session consistency, tool boundaries, and cost before letting a model influence production changes.

February 6, 20264 min read

Use AIOps to connect operational evidence, then test whether it improves investigation without hiding missing signals or unsupported conclusions.

September 28, 20234 min read