The next AI challenge isn’t speed. It’s continuity.

The article argues that the next major AI infrastructure challenge is not model speed, but continuity: preserving and restoring agent state across long-running workflows, failures, approvals, and environment changes. For CIOs, the business impact is lower rework, faster recovery, and more reliable automation, but it also raises a strategic requirement for IT to build a durable data fabric that can keep agent memory, context, and outputs accessible across hybrid, multi-cloud, and edge environments.