AI-assisted self-review — what it speeds up, where it falls short
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.
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My writing, videos and posts across platforms on software architecture, PHP, DevOps and product development. (Page 6/33)
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.
One afternoon I hit the limits of self-review, so I wrote a tool that audits my own diff without leaving the terminal: CommitBrief.
Waterfall, Agile, or Hybrid? Wrong question. A decision matrix from 18 years of production, three real cases, and a way out of methodology religion.
A view from 18 years of PHP: the 2026 state of the language through W3Techs, Stack Overflow, JetBrains and Packagist data — weaknesses included.
From workflow selection to bug hunting with bisect, rebase discipline, worktrees, and signed commits — things I noticed after years of using Git.
From define to asymmetric visibility — a three-axis mental model and a concrete decision matrix for getting immutability right in modern PHP.