Scaling code generation without scaling review risks turning coding gains into a larger “review” backlog (whether during PR review or later,…

Scaling code generation without scaling review risks turning coding gains into a larger “review” backlog (whether during PR review or later, when dealing with technical debt, incidents, or bugs). The swarm of review, adversarial, and critique agents can’t be superficial. Its reviews need to be as good as those of a consistently thorough professional software engineer. These agents need to work directly with coding agents to resolve issues and validate fixes through efficient, grounded debate, so human attention goes to decisions that need human judgment. That’s how more code becomes more software delivered in an AI/HI multiplayer social game of software creation https://x.com/lucas_builds/status/2109252687477031014?s=20 Asking Claude to review your code is a slot machine. Every review finds brand new bugs. Review again: more. Review a tenth time: it still finds something. It never runs out of bugs to find... so how do you decide your code is actually done?

Source: Itamar Friedman (X) | 2026-10-14