对 Jev 定价演示的冷静拆解：省的是钱不是准确率
作者指出 10000 次是/否调用 $0.42 只是定价计算而非准确率基准，并提醒 52% vs 46% 的胜出标签会丢掉不确定性。
10,000 yes-or-no calls at 3 cents each is $300. expensive way to fill in checkboxes... ryven's worked example puts that count at $0.42 with jev, assuming roughly 1,000 input tokens per decision. that's a pricing calculation, not a benchmark showing identical accuracy. the 32-second terminal visualizes the split across 16 modules: take the request, route the work, run the workers, verify, gate, record. the counters and dollar amounts are demo telemetry, not a measured engineering run. writing a patch needs generation. choosing the next worker from a fixed list is a different job. counting changed files or checking whether tests passed shouldn't reach either model. code already has those answers. the awkward part is what happens when “ship” wins by almost nothing. in the article's example, it beats “return” 52% to 46%. reading only the winning label throws away the uncertainty that should stop an automatic release. a typed answer can still be wrong. the gate needs tested thresholds, hard checks and a review path. accepting the output format is not the same as accepting the change. the useful audit is counting how often your agent writes something, and how often it merely chooses something. you've probably been billing both as the same job.
这条是引用着另一条写的：x.com/imryven/status/2104255840819491030