Kubai Kevin

2 articles tagged Codeownership

Who signs off on AI code?

AI coding assistants produce diffs fast, but accountability still needs a named human. Here is a review workflow with hooks, policy checks, and failure modes.

12 min read · 2 October 2026

Commit ownership in AI pair coding

AI pair coding shifts who is accountable for a commit. A practical contract: prompt hashing, test gates, ownership tags, and review discipline.

14 min read · 31 August 2026