交易 bot 用 d1-ultra 做概率决策，Jev 当第二意见
作者围绕 Liquid AI 的 d1-ultra 搭单人交易系统：每笔交易只问一个概率问题、只在优势覆盖费用时下单，并让 Jev 给出第二意见，分歧就不交易。
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.
这条是引用着另一条写的：x.com/velesxbt/status/2110731912176095700