Agent 编排 · 交叉验证Orchestration · cross-check

双 AI 交叉质检Dual-AI Cross-check · 让两个 AI 互相挑错· two AIs checking each other

让 Claude 和 Codex 两个顶尖引擎做同一个任务、互相检查、互相纠错——一个负责做,一个专挑毛病。Claude and Codex run the same task and check each other — one builds, one hunts for mistakes.

SkillClaudeCodex
双 AI 交叉质检

只用一个 AI 干活,你只能选择信或不信——它自信满满地交给你一个错的东西,你可能根本看不出来。我的做法是让两个顶尖引擎互相盯着:Claude 和 Codex,一个负责做,另一个专门挑毛病;挑出的问题修完再交叉复核,两边都挑不出毛病,才算交付。With a single AI, you can only choose to trust it or not — it will confidently hand you something wrong, and you may never notice. My approach: two top engines watching each other. Claude and Codex — one builds, the other hunts for mistakes; fixes get cross-reviewed until neither side can find a fault. Only then does it ship.

设计、实现、QA、修复,每一步都走这套流程。两个"不同大脑"的模型,盲点不重叠——一个看不见的错,另一个大概率能抓住。写代码、做产品、交付客户的活,翻车率被压到最低。这套工作流也开放给学员创业社群会员。Design, implementation, QA, fixes — every step runs through this flow. Two models with different "brains" have non-overlapping blind spots: what one misses, the other usually catches. On code, products and client work, the failure rate drops to a minimum. Open to community members too.

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