Trading bot uses d1-ultra for probability calls, Jev as second opinion
The author builds a solo trading system on Liquid AI's d1-ultra: one probability question per trade, entries only when edge beats fees, and Jev as a second opinion that vetoes the trade on disagreement.

I don't f*cking understand why everyone still trusts Jev with their MONEY when d1-ultra beats it 65 to 57 on the independent index, at the exact same price. Liquid AI dropped it 3 days ago. It doesn't write a word. It reads your chart and returns a probability for every answer in one pass. $0.042 per million tokens, output free. So I built a one-person HEDGE FUND around it. Paste this into Claude Code: - every trade becomes ONE question with probabilities, not five (each question re-bills the chart) - it only trades when the edge beats fees, spread and funding - one position per market, never 170 overlapping bets - it measures its own calibration every week, because Liquid published no number for it - Jev gets a second opinion, and if they disagree, no trade - no backtests on old data, because the model may have seen it in training 1,000 decisions a day costs about $2.50 a month. The model is cheap. Knowing when it's lying is the alpha. Bookmark before it's buried.
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