Jev eight-agent pipeline passes only typed decisions, 193x faster and 444x cheaper
A leaked Jev engineering file describes eight agents (planner, researcher, coder, critic and others) that exchange only typed decisions, each returning a result, explanation, confidence and next steps.
TYPESAFE AI LEAKED THE JEV ENGINEERING FILE - 8 AGENTS THAT WORK 193× FASTER AND 444× CHEAPER they never send each other a single message - only typed decisions, so nothing gets lost in translation input → team → review → output → back into feedback planner, researcher, coder, critic, executor, analyst, summarizer and memory memory holds the state, so the eighth agent knows what the second one decided an answer isn't a paragraph of text, it's a choice: the next step, a score from 0 to 1, or an artifact the model can't wander off and invent something - it only picks from the options you gave it free text can be misread, a typed decision cannot the output is always 4 things: the result, the explanation, the confidence and the next steps feedback goes back into the team, and tomorrow it runs sharper the rules and the final call stay with you save this and paste it into Claude Code - let it build you this team ↓
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