Deterministic Guardrails for AI Codebases
Human review is inconsistent. AI review is worse. The only scalable defense for AI-generated codebases is deterministic enforcement: rules that fail the build, not suggestions that get ignored.
The standard advice for AI-generated code is "review it carefully." That advice is correct and useless at scale. A developer reviewing AI output catches…