One AI agent systematically attacks and challenges the work of another AI agent to find errors, gaps, and false assumptions before they reach production. Based on DeepMind research showing adversarial review improves output quality by 17x compared to single-agent review. Use this skill when an AI agent produces any output that will be acted upon: code, architecture decisions, business analysis, security assessments, legal summaries, financial models. Triggers on: "review this output", "check this analysis", "verify this plan", "second opinion on", "challenge this", "find problems with", "red team this", "stress test this decision", "what could go wrong", "agent wrote this".
One AI agent systematically attacks and challenges the work of another AI agent to find errors, gaps, and false assumptions before they reach production. Based on DeepMind research showing adversarial review improves output quality by 17x compared to single-agent review. Use this skill when an AI agent produces any output that will be acted upon: code, architecture decisions, business analysis, security assessments, legal summaries, financial models. Triggers on: "review this output", "check this analysis", "verify this plan", "second opinion on", "challenge this", "find problems with", "red team this", "stress test this decision", "what could go wrong", "agent wrote this".
一个 AI 代理系统性地攻击并挑战另一个 AI 代理的工作，以在投入生产之前发现错误、漏洞和错误假设。基于 DeepMind 的研究表明，与单代理审查相比，敌对审查可将输出质量提高约 17 倍。当 AI 代理产生任何将被付诸行动的输出时使用此技能：代码、架构决策、业务分析、安全评估、法律摘要、财务模型。触发器示例："审查此输出"、"检查此分析"、"验证此计划"、"征求第二意见"、"挑战这个"、"找出问题"、"对其进行红队演练"、"对该决策做压力测试"、"可能出什么问题"、"代理写了这个"。
Category: developer (开发工具) · Author: sharp-skills · Version: @main
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Search for places (restaurants, cafes, etc.) via Google Places API proxy on localhost.
Interact with GitHub using the `gh` CLI. Use `gh issue`, `gh pr`, `gh run`, and `gh api` for issues, PRs, CI runs, and advanced queries.
Create or update AgentSkills. Use when designing, structuring, or packaging skills with scripts, references, and assets.
Start voice calls via the OpenClaw voice-call plugin.
Notion API for creating and managing pages, databases, and blocks.
Gemini CLI for one-shot Q&A, summaries, and generation.
Category:developer