Sophia, an Nvidia partner, has designed modular server racks with integrated solar panels it calls TILES, which are 1 meter by 1 meter in area and a few centimeters in depth. By adopting this thin form factor, DeMillo says that processors can sit against a passive heat spreader, eliminating the need for active cooling. He expects 92% of the power it generates will go to processing, a significant gain on traditional designs. This design requires, however, a sophisticated software management system to balance activity across the processors.
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This essay walks through the full build: why voice agents are deceptively hard, how the turn-taking loop works, how I wired together STT, LLM, and TTS into a streaming pipeline, and how geography and model selection made the biggest difference. Along the way, you can listen to audio demos and play with interactive diagrams of the architecture.
Up to 25W (wired), 15W (wireless)