Offline replay of 3,300 production decisions validated Jev routing in an afternoon for 20 cents

mikegiannulis · x · 2026-09-18

The author's company (AI-assisted book writing) replayed 3,300 real production decisions — source finding, message routing, "I already sent you that" detection — through Jev offline, comparing against past Claude decisions and human labels or deterministic ground truth, with pass/fail rules set before seeing results. Total cost: an afternoon and 20 cents, no live customer exposure.

Related event: Jev Outputs Structured Decisions Directly at $0.042/M Tokens(2 posts)→

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