让 Agent 自主跑长任务，最怕"跑偏、做无用功"。我的解法是工程化：把白话需求"编译"成一个有验证闸、有停止条件、不确定就反问的自主循环。The danger in letting an agent run long tasks is drift and wasted work. My answer is engineering: compile a plain-language ask into an autonomous loop with verification gates, stop conditions, and "ask when unsure".
再用 Claude 和 Codex 两个引擎交叉验证、互相纠错——用两个去相关的模型，替代单引擎的盲点。这是我对"怎么驾驭 Agent"的方法论。Then cross-check with two engines — Claude and Codex — so two decorrelated models cover each other’s blind spots. It is my method for actually steering agents.