Interactive, numbers-first explainers on how AI actually works: models, infrastructure, research and real-world AI.https://thethinkinglayer.com/https://thethinkinglayer.com/posts/one-token-through-qwen/https://thethinkinglayer.com/posts/one-token-through-qwen/Every word an LLM writes costs a full trip through its weights. I followed one prompt through Qwen3.8-Max to see what that trip actually looks like, in bytes, GPUs and memory.Tue, 29 Sep 2026 00:00:00 GMT