May 22, 2026 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. ai-engineeringsoftware-architectureguardrailssemgrepci-cdcode-review-automation