{"type": "article", "title": "LLMs on Consumer Hardware — Part 2: Prefill and the Failure of the AI PC", "publisher": "Web Pulse", "url": "https://wpnews.pro/news/llms-on-consumer-hardware-part-2-prefill-and-the-failure-of-the-ai-pc", "original_source": "https://dev.to/sven_welack/llms-on-consumer-hardware-part-2-prefill-and-the-failure-of-the-ai-pc-bd7", "published": "2026-08-04T03:54:02+00:00", "accessed": "2026-08-04", "id": "llms-on-consumer-hardware-part-2-prefill-and-the-failure-of-the-ai-pc"}