The VRAM Lie: Why Your Next LLM Won’t Need a GPU Farm
A new autograd-free approach to LLM guiding promises O(1) VRAM complexity, challenging the industry’s assumption that intelligence and memory must scale together. This isn’t a compression trick—it’s a radical rethinking of how models learn, potentially enabling advanced AI on devices with zero dedicated VRAM.