AI Agents: From Consumer to Enterprise

Delegated work is spreading across commerce, communications, coding, finance, agriculture, research, and enterprise data workflows, but long-horizon context retention and instruction changes remain major failure points. Recent finance-agent results, Microsoft’s beginner course, Google/FBN deployment, and personal-agent claims reinforce that authorization, verification, rollback, and observability matter more than demos.