SEC.03 / LLM Research [01] 2026.08.23 + The Open-Weight AI Debate in 2026: Who Really Benefits When Models Are Free? Open-weight models promise democratized AI, but compute concentration and geopolitics complicate the picture. Here is where the debate stands.