Using Jev to filter scans so Claude only investigates anomalies
The author proposes a SCAN, FILTER, FLAG, THINK pipeline where Jev clears 99.9% of boring data first and pushes only anomalies to Claude for deeper investigation, avoiding paying the most expensive model to read everything.
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
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