By Greg Nowak, 8 July, 2026 When AI writes JSON, one bad field can break the workflow Structured AI output is useful in real workflows, but teams need schemas, validation, retries, and logs before JSON reaches production systems. Tags AI integrations structured outputs api automation python php
By Greg Nowak, 25 May, 2026 Cloudflare Resource Tagging Beta: Labels With Governance Consequences Cloudflare’s Resource Tagging beta gives teams a chance to standardize ownership, environment, and automation metadata before planned access and billing features depend on tags. Tags Cloudflare operations consulting governance api automation inventory cleanup