AI agents need to learn when enough is enough

For the past few years, enterprise AI programs have focused on making models more useful, accurate, and autonomous. In that phase, a bad answer was still usually something a human could accept or reject before taking action. But once agents start invoking tools and acting inside business workflows, success should no longer be measured only…

Why Cisco is redefining its CIO role

The CIO job description is being rewritten in real time. As AI agents take over the interface layer and connect directly to any data source, the skills that once defined great IT leadership — UX fluency, applications integration, build-versus-buy judgment — are giving way to an entirely different set of questions surrounding not how a…

Citrix buys company that containerizes Windows desktop apps independently of the OS

Citrix on Tuesday announced that it has completed the acquisition of longtime partner Numecent, producer of technology that containerizes and manages Windows applications. The acquisition builds on joint efforts to integrate Numecent’s management tool, Cloudpager, with Citrix Desktop-as-a-Service (DaaS) after an integration announced in April let administrators natively publish and manage the application containers through…