Build a Fast Rollback, Then Scale AI Agents
OpenAI’s tax-agent case, Hugging Face’s agent framing and IBM’s enterprise guidance all lead to one practical rule: action-capable AI should not scale until rollback, review ownership and the team designs source traces into the workflow.
