{"type": "article", "title": "Memory Scarcity, Open Models, and the Restructuring of the AI Industry, 2026-2030 -- A quantitative scenario analysis of inference economics, training-cost divergence, and infrastructure solvency", "publisher": "Web Pulse", "url": "https://wpnews.pro/news/memory-scarcity-open-models-and-the-restructuring-of-the-ai-industry-2026-2030-a", "original_source": "https://www.machinebrief.com/news/memory-scarcity-open-models-and-the-restructuring-of-the-ai-fi5o", "published": "2026-07-09T04:00:00+00:00", "accessed": "2026-07-09", "id": "memory-scarcity-open-models-and-the-restructuring-of-the-ai-industry-2026-2030-a"}