用 Jev 做扫描过滤，只让 Claude 查异常结果
作者提出 SCAN→FILTER→FLAG→THINK 流水线：Jev 先清掉 99.9% 无聊数据，只把异常推给 Claude 深挖，避免用最贵的模型读所有结果。
5 decisions my agent never lets Claude make Anthropic put Claude in front of a bacterium pulled from a place where almost nothing should survive. it found something weird: the bacterium feeds on an element that’s toxic to most life. but imagine doing this across billions of observations. you don’t need Claude studying every boring result. that’s where JEV fits: > SCAN - everything comes in > FILTER - JEV clears the obvious stuff > FLAG - weird results get pushed up > THINK - Claude investigates only what matters the bacterium is the perfect example. 99.9% might be boring. one weird result can change the entire investigation. don’t pay your smartest model to read everything. JEV finds what deserves attention. Claude figures out why. that’s the architecture I break down below
这条是引用着另一条写的：x.com/thegreatest_sv/status/2102802378378621355