jevVIDEO
Jev 用 31 个 yes/no 检查替代 Claude Code 全量生成
有人用 Jev 给一次 auth 模块重构做 31 项是/否判定,70–500ms 返回打分结果、零输出文本,省掉 31 次完整生成。
vvtentt
@Vvtentt1012026.09.21收录原推发布于 2026.09.21
vvtentt @Vvtentt101原推发布于 2026.09.21
Your agent isn't slow because the model is dumb. It's slow because it writes a paragraph every time it only needed a yes. Jev $40M seed, built by Diogo Almeida (ChatGPT co-inventor) skips the writing entirely. You hand it a diff, a log, a ticket. It returns a scored answer in 70-500ms, at $0.042 per million tokens in, with zero output text. Real numbers: a Claude Code refactor with 31 yes/no checks on one auth module used to pay for 31 full generations. The 200x speedup isn't a bigger brain it's just not letting the brain write when the job was a checkbox.
这条是引用着另一条写的:x.com/cyrilxbt/status/2101515130798297448
x.com/vvtentt101/status/2101745164347736475采集于 2026.09.21 10:14