Running AI agents on local hardware like the DGX Spark avoids metered cloud API fees, which is increasingly significant as token consumption has grown 14-fold since early 2026.

Autonomous systems that use large language models to plan, reason, and take actions — including browsing the web, writing code, calling APIs, and completing multi-step tasks with minimal human intervention.