Beyond Cloud-Heavy Architecture: Why Agentic Systems Need Local-First, Hardware-Aware Design
Local-first, hardware-aware architecture is becoming the default for high-reliability AI systems. The cloud-heavy pattern costs too much and fails too unpredictably for agentic workloads.