JEV runs 10,000 decisions for $0.42 with the LLM asleep
A demo has JEV score phishing, reply-worthiness and lead quality via a confidence field, hand off anything below 0.85 to humans, and emit zero tokens across 10,000 decisions in about 250 ms for $0.42.
It is becoming f*cking decisive Diogo Almeida’s JEV just ran 10,000 decisions for $0.42 while the LLM stayed asleep. Gate 0.85. Nothing chats. Nothing auto-posts. What the field shows: - Confidence field live: phishing 0.97, worth_reply 0.91, lead_quality 0.89, viral_fit 0.92, safe_to_run 0.93 - JEV decides · never chats · zero tokens out - Below 0.85 → human handoff (the gate is calibrated on yours) - LLM wakes only when worth it · code acts on the rest - 10 000 decisions = $0.42 · ~250 ms · input $0.042 / M · output free - Guard locked: spend_cap = 1.00 · max_actions = 10 · auto_post = False Most agents burn frontier tokens asking “is this spam?” or “should we reply?”. This one routes, scores, and escalates without generating a single word. The split is the whole product: one model does the work, JEV decides if the claim is true. The loop doesn’t stop until everything checks out.
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