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My writing, videos and posts across platforms on software architecture, PHP, DevOps and product development. (Page 4/32)

A Flaky-Test Detector for CommitBrief: Catching AI-Written Flaky Tests at Commit Time

I added a deterministic flaky-test filter to CommitBrief: it catches hard-coded sleeps and unseeded randomness at commit time, with no model.

Two new commands: summary briefs a change and its history, and remote pr reviews a PR from the terminal, leaving comments before the human does.

June 13, 2026 Journal

Vibe coding made shipping easier, but what someone without systems knowledge ships isn't what a senior steering the AI ships. Three levels.

June 7, 2026 Interface

The problems we used to solve with JavaScript and preprocessors now have native CSS answers: container queries, :has(), and native nesting.

June 3, 2026 Journal

Two workers produced the same invoice number in production. A log of how I resolved the race condition vs. legal gap dilemma in a real project.

May 28, 2026 Journal

Not the 'why' but the 'how much': which workflow layers the tool plugs into, the bug patterns it keeps catching, and where it hits its limits.