OpenAI's Managed Agents API Enters Public Beta, and the True Cost of Outsourcing Infrastructure Remains to Be Tested
OpenAI has opened its Agents API to public beta, packaging the agent execution layer behind Codex and ChatGPT for Work into a managed service that handles session management, context compression, tool scheduling, and multi-agent coordination. Container hosting and tool-call fees, US-only data residency, and the absence of Zero Data Retention mean the real cost and constraints of outsourcing infrastructure still need scrutiny.