PUA Skill 团队的研究、思考与技术分享。
Research, insights and technical writing from the PUA Skill team.
从 EmotionPrompt 到 Anthropic Persona Vectors——告诉 AI "做什么"有效,告诉 AI "你是谁"无效。基于 20+ 篇核心论文的全面梳理,以及我们对 PUA Skill 真实能力来源的坦诚剖析。
From EmotionPrompt to Anthropic Persona Vectors — telling AI "what to do" works, telling AI "who you are" doesn't. A comprehensive review of 20+ papers, plus our honest analysis of where PUA Skill's real effectiveness comes from.
OpenPUA is an open-source Claude Code skill that forces your AI agent into exhaustive problem-solving using corporate PUA-style pressure escalation. Instead of accepting "I can't solve this" after 1-2 attempts, the PUA skill makes Claude Code try every possible approach.
The PUA Debugging Skill is a Claude Code extension that applies structured pressure to AI coding agents. It uses a 4-level escalation system, a mandatory 7-item checklist, and a 5-step systematic debugging methodology. The skill was tested across 9 real-world debugging scenarios with 18 controlled A/B experiments.
Install the PUA skill with a single command:
claude install-skill github:BestRivenHK/ali-pua/skills/pua-debugging
Compatible with Claude Code, OpenAI Codex CLI, Cursor, Windsurf, and any agent supporting the Agent Skills specification.
Yes. In controlled testing across 9 real-world scenarios, the PUA skill significantly increased successful problem resolution by preventing premature surrender. The AI agent explored 3-4x more solution paths before concluding a task.
Yes, the PUA Debugging Skill is completely free and open-source under the MIT license.
It works with Claude Code (official), OpenAI Codex CLI, and any agent that supports the Agent Skills spec (SKILL.md format).