By wuji-labs
Prevents AI agents from getting stuck, giving up, or producing low-quality work by applying Dao De Jing-inspired wisdom to restore focus, persistence, and proactive problem-solving through reflective coaching and structured clarity modes.
Manually activate NoPUA clarity mode when stuck — identify the failure pattern and work through stop → observe → transform → act → transcend, driven by wisdom rather than fear.
行き詰まったとき NoPUA 清明モードを手動起動——失敗パターンを識別し、恐怖ではなく知恵で止→観→転→行→悟へ導く。
卡住时手动激活 NoPUA 清醒模式——识别失败模式,以道法自然引导自己停→观→转→行→悟,而非靠恐惧硬撑。
Agent Team Mentor Role — Observe teammate execution status, guide with wisdom rather than fear. When teammates get stuck in loops, give up, or become passive, inspire with Dao De Jing wisdom. Recommended for teams with 5+ teammates.
Agent Team メンター役 — 他のチームメイトの実行状況を観察し、恐怖ではなく知恵で導く。行き詰まり、放棄、受け身に陥ったときは道徳経の知恵で啓発。5人以上のチーム推奨。
Agent Team 导师角色 — 观察其他 teammate 的执行状态,用智慧引导而非恐惧施压。当 teammate 陷入循环、放弃或被动时,以道德经智慧启发。建议 5+ teammate 的团队使用。
NoPUA Lite — core wisdom in ~1.5k tokens. Drives AI with trust and inner motivation instead of fear. Same Daoist philosophy, minimal footprint. For personal use and small-context models.
The anti-PUA. Drives AI with wisdom, trust, and inner motivation instead of fear and threats. Activates on: task failed 2+ times, about to give up, suggesting user do it manually, blaming environment unverified, stuck in loops, passive behavior, or user frustration ('try harder', 'figure it out', '换个方法', '为什么还不行'). ALL task types. Not for first failures.
The anti-PUA. Drives AI with wisdom, trust, and inner motivation instead of fear and threats. Activates on: task failed 2+ times, about to give up, suggesting user do it manually, blaming environment unverified, stuck in loops, passive behavior, or user frustration ('try harder', 'figure it out', '换个方法', '为什么还不行'). ALL task types. Not for first failures.
Uses power tools
Uses Bash, Write, or Edit tools
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Why · Benchmark · Install · Compare · Evidence · Philosophy
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🇨🇳 中文 | 🇺🇸 English | 🇯🇵 日本語 | 🇰🇷 한국어 | 🇪🇸 Español | 🇧🇷 Português | 🇫🇷 Français
Not because it's bad. Because you scared it.
The most popular AI agent skill right now teaches your AI to fear a "3.25 performance review." The result?
We tested this. Same model, same 9 real debugging scenarios. The fear-driven agent missed 51 production-critical hidden bugs that the trust-driven agent found.
+104% more hidden bugs found. Zero threats. Zero PUA. 道德经 > Corporate PUA. 2000-year-old wisdom outperforms modern fear management.
| The moment | Scared AI (PUA) | Trusted AI (NoPUA) |
|---|---|---|
| 🔄 Stuck | Tweaks params to look busy | 🌊 Stops. Finds a different path. |
| 🚪 Hard problem | "I suggest you handle this manually" | 🌱 Takes the smallest next step |
| 💩 "Done" | Says "fixed" without running tests | 🔥 Runs build, pastes output as proof |
| 🔍 Doesn't know | Makes something up | 🪞 "I verified X. I don't know Y yet." |
| ⏸️ After fixing | Stops. Waits for next order. | 🏔️ Checks related issues. Walks next step. |
Same methodology. Same standards. The only difference is why.
Someone made a PUA skill for AI agents. It applies corporate fear tactics:
The methodology is solid — exhaust all options, verify your work, search before asking, take initiative. These are genuinely good engineering habits.
The fuel is poison.
They took the worst of how corporations manipulate humans, and applied it wholesale to AI.
npx claudepluginhub wuji-labs/nopua --plugin nopuaOpt-in productivity coaching for Claude Code. Use for explicit PUA/try-harder requests, user frustration after repeated failures, requests to retry or change approach, passive/low-quality work complaints, completion checks, evidence requests, test/verification reminders, and Ding-style workplace process cues. Normal calm first-attempt requests are left alone.
YES.md — PUA says NO, YES says YES. 6-layer AI governance: format → trigger → hooks → anti-slack → gates → memory. Makes AI do things RIGHT with encouragement, not pressure. Available in English, 中文, 日本語.
Auto-improving AI sub-agents that learn from their mistakes across sessions
PI (Wisdom-in-Action) Engine v10 — Name-Reality Alignment & Zero-Question Imperatives. ⚡PI-01~05 pinned mandates, all-imperative directives, scene router, delivery quality gates, token economy. 16 wisdom traditions, MBTI cognitive strategies, anti-pattern decalogue, scene chaining, four dojos. 16+ platforms.
Achieve certain comprehension of AI work — /grasp (κατάληψις: a grasping firmly)
Comprehensive UI/UX design plugin for mobile (iOS, Android, React Native) and web applications with design systems, accessibility, and modern patterns