直播对比：Jev 选版式 vs Claude 全包做幻灯片
同一份品牌规范做幻灯片，Jev 路径 16 秒 3 美分，Claude 走 10 步自检烧 7 万 token；结论是 Jev 从固定选项里挑版式，LLM 只填内容。
two builders put jev and claude on the same task, one slide deck, same brand guidelines, live on stream: "we were very depending on the mood of the model of that day" 16 seconds and 3 cents against 3 minutes and 50 cents. opus walked 10 self-checking steps and burned 70,000 tokens writing it, the typed path spent 3,000 in 45 minutes they show the split that fixed it: jev picks the layout out of a fixed set of options, the LLM only fills the blocks, and the guidelines stop depending on the model's mood that day "it is a decision model, it is not replacing Claude or ChatGPT, it will enhance it" worth more than a $500 agent engineering course watch it today, then read how to find the same split inside your own loop below
这条是引用着另一条写的：x.com/roxx_0x/status/2101371486061678872