r/LocalLLaMA's most-argued thread of the day: 16GB, often 12GB, is the real VRAM ceiling for most people
r/LocalLLaMA (604 upvotes, 453 comments)·medium signal
A post arguing that 16GB (and in much of the world 12GB) is the maximum VRAM most people will ever reasonably have drew 604 upvotes and 453 comments on r/LocalLLaMA, the highest comment count on the sub today. The author's point is that the sub's 3x3090, 5090, Strix Halo and DGX Spark builds are unrepresentative, and that the genuinely new development is agentic coding becoming feasible on 16GB cards using Qwen 27B quants in the last six months. For anyone shipping local-model tooling, this is the distribution to build against, not the enthusiast tail.