不要假设 python 可用 ——Windows 上 where python 可能命中 Microsoft Store stub（假成功），必须先过 P1。 不要复用源码目录里现成的 start-zcode.bat ——它是上一台机器的安装器生成的产物，内嵌那台机器的 Python 路径和上游表；换机后必须由安装器重新生成。

用当前 query 提前计算预测块，在正式 Top-K 完成后修正预测错误。项目比较逐块保存、混合扣除、紧凑状态及融合修正，并研究允许少量额外 softmax 质量时的精度—速度折中。 这是一个 A100 上实测的 Triton 研究原型。完整数字、原始采样和图表见 实验报告与 results。

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