Spec-first AI development with OpenAPI: generated TypeScript types, agent impl-region gates, JSON Patch spec proposals, route drift tests and oasdiff breaking-change checks in CI.
Token budgets per PR and per engineer on Amazon Bedrock: attribution with requestMetadata and inference profile tags, reserve/settle enforcement, EMF metrics, Budgets actions.