Making Another AI Review AI-Written Code Until It Converges: Building sparring

I built sparring, a review loop in which Codex or an independent Claude instance reviews code written by Claude Code and keeps the author in a fix-and-review cycle until the reviewer declares convergence. This post covers why I built it, its design principles, the implementation of Phases 1–3, a small effect benchmark, and what comes next.