Speculative Execution

Commander implements PASTE-style speculative execution (Pattern-Aware Speculative Execution) that pre-executes likely tool calls during LLM thinking time. Research shows this achieves up to 48.5% reduction in task completion time. During LLM thinking/processing time, Commander predicts the most likely next tool calls based on observed patterns and pre-executes them. If the model actually makes

本文说明 Speculative Execution 在 Commander 中的职责、使用方式与相关模块。命令与代码路径与产品保持一致。

┌─────────────┐     ┌──────────────────┐     ┌─────────────────┐
│  LLM Call   │────▶│ Pattern Tracker  │────▶│ Speculative     │
│  (thinking) │     │ (predict next)   │     │ Executor        │
└─────────────┘     └──────────────────┘     └────────┬────────┘
                                                       │
                         ┌─────────────────────────────┘
                         ▼
               ┌──────────────────┐

要点

• 与英文源文档语义对齐；API 与 CLI 以 monorepo 为准
• 需要可运行示例时，优先使用 快速开始 中的 cliEntry.ts 路径
• 指标口径：25 提供商 · 5 拓扑 · 18 工具 · 6700+ 测试

相关

• 架构总览
• 快速开始
• API 概览