When AI can act — not just assist — your operating model must change. Task decomposition, tool permissions, audit trails, and accountability are not controls bolted on after the fact. They are the architecture of safe, scalable agentic work.

"The moment an AI agent can trigger a workflow, write into a system of record, send an email, update customer data, approve an exception, or initiate a transaction — you have stopped deploying a productivity tool and started introducing a new type of digital labor into your organization.

That shift demands a discipline most transformation programs have not built. Not more prompting. Not another governance framework left on a SharePoint. Agent management: the operating discipline that makes AI agents safe, effective, and scalable."

Full article here.