Jev Works browser demo covers classify, route, score, guardrail and DOOM
Jev is presented as an engine returning typed decisions like BLOCK, ROUTE, SCORE and VERIFY, with steps to run the browser demo, call a /decide endpoint, and build browser agent and trading loops.
JEV IS A $200M AI STARTUP RUN BY EX-OPENAI ENGINEERS AND THEY JUST LET YOU RUN THEIR ENTIRE DECISION ENGINE FOR FREE IN YOUR BROWSER AT JEV WORKS AND IT PLAYS DOOM AT 1000 DECISIONS PER SECOND WHILE COSTING 400× LESS THAN GPT-4 jev is not a chatbot, it's a decision engine that returns typed choices like BLOCK, ROUTE, SCORE, or VERIFY in 70 to 500 milliseconds instead of a paragraph, so one call replaces the whole "act as a classifier, respond only in json" prompt dance [here's the setup i'd use:] 1. see it live open jev works pick a demo → classify, route, score, guardrail, or doom watch the terminal fire real decisions at 1000/sec 2. wire it into your stack POST /decide → { choice, score, confidence } one endpoint replaces classification, routing, moderation, and gate calls $0.042 per 1M tokens (gpt-4o is $2.50, claude haiku is $0.25, gemini flash is $0.30) 3. wire the models jev → the decision (BLOCK / ROUTE / SCORE / VERIFY) gpt-5.6 → the paragraph after (only if you actually need one) mercury 2.5 → the typed text if jev's choice is TYPE_TEXT 4. build around stages input → context → choice → confidence → action lock the model to real options so it cannot hallucinate what is not there, and let jev decide before any llm sees the prompt 5. run doom-tier loops frame → observation → decide → action → next frame if jev drives a doom bot at 1000 decisions per second, it drives a browser agent, a trading loop, a moderation queue, or a support router faster than any llm alive 6. monetize it fiverr → "i replace your $500/mo openai classification bill with a $12 jev pipe" at $200 a setup saas → wrap jev as a moderation api for discord and telegram admins at $29/mo per server b2b → sell agencies "1000 workflow decisions per second, calibrated confidence, zero hallucinations" at $99/mo resell → pitch it to travel, insurance, and support ops as "the classifier that costs less than the aws lambda it runs on" at $500/mo per seat and keep the delta same reason browser-use built jev-ultrafast on top of it: sam altman charges $2.50 per million tokens to write a paragraph, jev charges $0.042 per million tokens to just return the answer.
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