Key takeaway
Hardware is becoming strategic again. AI agents make the cloud-versus-local decision more nuanced. Some tasks belong in the cloud, while others need local performance, privacy, lower latency or resilience when connectivity is limited.
Signals
NVIDIA and Microsoft introduced RTX Spark for agent-ready Windows PCs. Intel used Computex 2026 to frame AI across PCs, edge, physical AI and data centers. NVIDIA Jetson and JetPack 7.2 point toward edge AI for robotics, inspection and industrial automation.
SME decision rule
Start in the cloud when the workflow is occasional, simple and low risk. Consider local AI when the workflow is frequent, privacy-sensitive or costly to run remotely. Consider edge AI when cameras, sensors, machines or field operations are involved. Keep human validation for critical decisions.