用 Jev 搭 24/7 高频交易 agent 的完整论文与代码
作者公开研究论文和完整代码库，讲如何用 Jev 的 System One 模型在 70–500ms 内返回校准概率，让代码管状态与风控、Jev 只做判断，搭出单人 HFT 做市系统。
Jev builds the FASTEST 24/7 HFT trading agents i wrote a full research paper on exactly how to use Jev at its FULLEST potential to build a one-person HFT hedge fund that fires calibrated trades on every block along with COMPLETE CODEBASE here is how you set it up: 1. why LLMs die at the decision layer. 3 to 30 seconds per answer while a block-cadence order book prints a new state every 300ms. the intelligence was there, the latency made it useless 2. the System One model. Jev from TypeSafe AI (founded by the co-inventor of ChatGPT) returns typed calibrated probabilities in 70-500ms at $0.042 per million input tokens, output billed at zero 3. the deterministic / probabilistic split. code owns state, thresholds, risk vetoes and execution. Jev only judges. the model doesn't trade, the code decides 4. the parallel judgment battery with confidence gating. when Jev isn't sure it abstains instead of firing a stale trade 5. the 24/7 market-making loop with Avellaneda-Stoikov inventory control, fractional Kelly sizing and a full fallback ladder 6. the AgenKit build that ships the whole system for tens of dollars per month instead of FPGAs, colocation and a quant desk costing millions this is the EXACT system i have been running for the past 5 days & results are INCREDIBLE so far:
这条是引用着另一条写的：x.com/distortgeekin/status/2099117449232699548