Preventing agent-generated infrastructure bloat through spec-driven governance

Autonomous AI engineer agents can deliver software at a scale in multiples of what a human engineering team can do, and that productivity is genuinely valuable. But without proper guardrails at the specification level, these agents can industrialise inefficient infrastructure patterns at the same pace, consistently and at a scale that makes post-deploy remediation impractical. When an agent provisions a three-node GKE cluster using n2-standard-16 machines for a workload a single e2-medium node c