300 parallel agents: Jev verifies every claim against its source
Kimi K3 writes and Jev judges whether each conclusion matches its source, and after three rounds of filtering out errors, data on 100 EV companies goes straight into Obsidian.
This is certified f*cking gold. A 22-year-old in China runs 300 AI agents at once on Jev engineering, and none of them can lie to him. Live on the dashboard: > 300 Kimi K3 agents firing in parallel. > Jev checks each output against its source in about 100 milliseconds. Pointed at 100 EV companies: > Pass 1 -- 12 failed on wrong revenue, dead citations, empty fields. > Pass 2 -- 3 failed. > Pass 3 -- zero, every row straight into an Obsidian vault. The trick is the split. Kimi K3 writes, Jev decides if each claim matches the source. Jev has no opinion of its own. Yes or no, with a confidence score, at $0.042 per million tokens in. The loop refuses to end while anything is still wrong. Weeks of analyst billing for 100 verified profiles. He gets them in one run. One model writes, a cheaper one decides, nothing ships until it says yes.
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