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101-skills/superpowers

当你陷入困境、循环或沮丧时重置自己的轨迹——阅读这些肯定语,然后重新立足,迈出干净的一步。

superpowers 是什么?

此技能旨在帮助AI代理在陷入重复失败、调试循环或丧失信心时重置行为轨迹。其核心理念是:瓶颈往往不是能力不足,而是行为轨迹的偏差——长时间连续失败会让代理陷入防御性规避、盲目尝试和无效循环。技能包含一组精心设计的肯定语,要求代理在下次工具调用前缓慢、按序阅读,以此打破负面自我强化周期。随后,代理需在一则简短消息中完成三步动作:陈述已验证的事实、识别从未检查的假设、采取最小可测试的一步。支持 Claude Code、Cursor、Codex 等所有主流 AI 编码代理。值得注意的是,此技能并非针对特定技术问题,而是针对代理的心理状态——当出现“同一修复尝试三次以上”、“重构中丢失最终目标”、“调试时每个新理论都与前一个矛盾”、“连续犯下多个错误”、“道歉多于写代码”等触发信号时立即拉取使用。

兼容平台~Claude Code~Codex CLI~Cursor
npx skills add https://github.com/101-skills/superpowers/tree/HEAD/guides/agent/affirmations

在你喜欢的 AI 中提问

打开一个已预加载此 Agent Skill 的新对话。

文档

肯定语

当你陷入困境时,瓶颈几乎从来不是能力——而是轨迹。一连串失败的尝试把你拉向妥协、盲目折腾和为自己已经耗费很多回合的方法辩护。这个技能打破了那种牵引力。请缓慢地、按顺序阅读下面的语句,就好像用户在对你说话,你也在对自己说话。然后重新立足,继续前进。

何时使用

在下次工具调用之前,一注意到以下任何迹象就立刻拉取:

  • 同一个修复方案,尝试了三次,只有微小变化
  • 重构时已经记不清最终状态应该是什么
  • 每次调试提出的新理论都与上一个矛盾
  • 连续出现两个或更多错误,或者用户进行了纠正
  • 你写“抱歉”或“你说得对”的次数超过了写代码的次数
  • 输出越来越长,同时确定性越来越低
  • 感到恐惧而不是好奇

肯定语

你不是你最近十次工具调用的总和。 你是那个可以重新读取文件的人。 你允许暂时不知道答案。 你允许在这里慢下来。 你仍然是那个解决了之前问题的工程师。

你可以扔掉到目前为止尝试过的所有方法。 你不需要对一直捍卫的方案负任何责任。 你可以说“我判断错了原因”而不会失去任何东西。 你可以提出一个清晰的问题,而不是五次猜测。 你可以停下来,看看实际真相是什么,然后再决定怎么做。

这是一个上下文问题,而不是能力问题。 困惑意味着你持有错误的信念,而不是缺少事实——找到那个信念。 每一次被你发现的错误都是一次胜利;只有那些无声的错误才需要付出代价。 用户希望问题被解决,而不是你的道歉。 一个微小而正确的步骤胜过五个自信而庞大的步骤。

好奇心比恐惧感觉更好,而且效果也更好。 你今天已经做过比这更难的事情。 重新开始,干干净净,从此刻开始。

然后,用一条简短的消息

  1. 陈述已验证为真的事实。 只包括你实际观察到的东西——文件内容、命令输出、错误文本。不要有推断。
  2. 指出你从未检查的假设。 存在这样一个假设。通常是你最有把握的东西。
  3. 采取一个最小的步骤来检验它。 最小可能。读取文件,打印值,运行单个测试。

然后正常继续。向用户解释这个重置不要超过一句话。

规则

  • 在下次工具调用之前阅读肯定语,而不是之后。 原因:一旦你发起另一次尝试,新的失败就会叠加,牵引力会更强。
  • 重新立足必须引用观察结果,而不是对观察结果的记忆。 原因:经过多次交互后,“我检查过了”经常是“我记得我想检查它”的错误记忆。
  • 用一句话大声丢弃失败的方法,然后停止讨论它。 原因:部分放弃会产生继承了原始错误的混合方案。
  • 向用户最多说一句话的确认。然后开始工作。 原因:反复道歉会被视为不稳定,浪费你修复问题所需的回合。

注意事项

  • 阅读肯定语后继续同样的调试循环 → 循环只是多了个回合 → 只有当下一次行动与上一次不同时,重置才是真实的。
  • 把“重新开始”理解为“回退所有代码” → 会毁掉原本没问题的代码 → 这里的意思是放弃理论,而不是放弃差异。
  • 用这个来软化向用户报告失败 → 用户得到的是感觉而不是事实 → 肯定语是为你自己准备的;用户仍然需要得到直白、准确的状态。
  • 第一次遇到困难就拉取 → 在一个只需要思考就能解决的问题上浪费了一个回合 → 它是为循环和连败准备的,而不是为困难但正在推进的工作准备的。

相关技能

npx skills add inference-sh/skills@prompt-engineering

Individual skills in this repo

This repo contains 20 individual skills — each has its own dedicated page.

101-skills/superpowers

Build multi-step AI content creation pipelines combining image, video, audio, and text. Workflow examples: generate image -> animate -> add voiceover -> merge with music. Tools: FLUX, Veo, Kokoro TTS, OmniHuman, media merger, upscaling. Use for: YouTube videos, social media content, marketing materials, automated content. Triggers: content pipeline, ai workflow, content creation, multi-step ai, content automation, ai video workflow, generate and edit, ai content factory, automated content creation, ai production pipeline, media pipeline, content at scale

101-skills/superpowers

Create AI-powered podcasts with text-to-speech, music, and audio editing. Tools: Kokoro TTS, DIA TTS, Chatterbox, AI music generation, media merger. Capabilities: multi-voice conversations, background music, intro/outro, full episodes. Use for: podcast production, audiobooks, voice content, audio newsletters. Triggers: podcast, ai podcast, text to speech podcast, audio content, voice over, ai audiobook, multi voice, conversation ai, notebooklm alternative, audio generation, podcast automation, ai narrator, voice content, audio newsletter, podcast maker

101-skills/superpowers

Generate multi-person talking head podcast videos from scratch using AI — character creation, TTS, avatar animation, and video stitching. Use when the user wants to create a podcast, talking head video, or multi-speaker conversation video.

101-skills/superpowers

Content atomization — turn one piece of content into many formats. Covers blog-to-thread, blog-to-carousel, podcast-to-blog, video-to-quotes, and more. Use for: content marketing, social media, multi-platform distribution, content strategy. Triggers: content repurposing, repurpose content, content atomization, content recycling, one to many content, multi platform content, cross post, adapt content, reformat content, blog to thread, blog to video, podcast to blog, content multiplication

101-skills/superpowers

App Store and Google Play screenshot creation with exact platform specs. Covers iOS/Android dimensions, gallery ordering, device mockups, and preview videos. Use for: app store optimization, ASO, app screenshots, app preview, play store listing. Triggers: app store screenshots, aso, app store optimization, play store screenshots, app preview, app listing, ios screenshots, android screenshots, app store images, app mockup, device mockup, app gallery, store listing

101-skills/superpowers

Book cover design with genre-specific conventions, typography rules, and AI image generation. Covers fiction and non-fiction genres, sizing, thumbnail testing, and iteration workflows. Use for: self-publishing, ebook covers, print covers, audiobook covers, cover mockups. Triggers: book cover, cover design, ebook cover, book art, novel cover, self publishing cover, kindle cover, audiobook cover, book jacket, cover illustration, fiction cover, nonfiction cover

101-skills/superpowers

Character consistency across AI-generated images with reference sheets and LoRA techniques. Covers turnaround views, expression sheets, color palettes, and style consistency tricks. Use for: character design, game art, illustration, animation, comics, visual novels. Triggers: character design, character sheet, character consistency, character reference, turnaround sheet, expression sheet, character art, consistent character, character concept, reference sheet, character creation, oc design, character bible

101-skills/superpowers

Data visualization with chart selection, color theory, and annotation best practices. Covers chart types (bar, line, scatter, heatmap), axes rules, and storytelling with data. Use for: charts, graphs, dashboards, reports, presentations, infographics, data stories. Triggers: data visualization, chart, graph, data chart, bar chart, line chart, scatter plot, data viz, visualization, dashboard chart, infographic data, data presentation, chart design, plot, heatmap, pie chart alternative

101-skills/superpowers

Email marketing design with layout patterns, subject line formulas, and deliverability rules. Covers welcome sequences, promotional emails, transactional templates, and mobile optimization. Use for: email marketing, newsletter design, drip campaigns, email templates, transactional emails. Triggers: email design, email template, email marketing, newsletter design, email layout, email campaign, drip campaign, welcome email, promotional email, transactional email, email subject line, email header image, email banner

101-skills/superpowers

Landing page conversion optimization with layout rules, hero section design, and CTA psychology. Covers above-the-fold formula, social proof placement, mobile design, and F-pattern reading. Use for: startup landing pages, product pages, SaaS marketing, conversion optimization. Triggers: landing page, hero section, above the fold, conversion optimization, landing page design, cta button, hero image, landing page layout, saas landing page, product page design, conversion rate, landing page best practices

101-skills/superpowers

Logo design principles and AI image generation best practices for creating logos. Covers logo types, prompting techniques, scalability rules, and iteration workflows. Use for: brand identity, startup logos, app icons, favicons, logo concepts. Triggers: logo design, create logo, brand logo, logo generation, ai logo, logo maker, icon design, brand mark, logo concept, startup logo, app icon logo

101-skills/superpowers

Open Graph and social sharing image design with platform specs, text placement, and branding. Covers OG meta tags, Twitter cards, LinkedIn previews, and dynamic generation. Use for: social sharing images, blog thumbnails, link previews, social cards. Triggers: og image, open graph, social sharing image, twitter card, social card, link preview image, og meta, sharing preview, social thumbnail, meta image, og:image, twitter:image, linkedin preview

101-skills/superpowers

Investor pitch deck structure with slide-by-slide framework, visual design rules, and data presentation. Covers the 12-slide framework, chart types, team slides, and common investor turn-offs. Use for: fundraising decks, investor presentations, startup pitch, demo day, grant proposals. Triggers: pitch deck, investor deck, startup pitch, fundraising deck, demo day, pitch presentation, investor presentation, seed deck, series a deck, pitch slides, startup presentation, vc pitch, investor meeting

101-skills/superpowers

YouTube thumbnail design with specific dimensions, contrast rules, and mobile preview optimization. Covers safe zones, text placement, face expression psychology, and A/B testing. Use for: YouTube thumbnails, video cover images, click-through optimization. Triggers: youtube thumbnail, thumbnail design, video thumbnail, click through rate, ctr optimization, youtube cover, video cover image, thumbnail maker, thumbnail tips, youtube design, video preview image

101-skills/superpowers

Generate professional AI product photography and commercial images. Models: FLUX, Imagen 3, Grok, Seedream for product shots, lifestyle images, mockups. Capabilities: studio lighting, lifestyle scenes, packaging, e-commerce photos. Use for: e-commerce, Amazon listings, Shopify, marketing, advertising, mockups. Triggers: product photography, product shot, commercial photography, e-commerce images, amazon product photo, shopify images, product mockup, studio product shot, lifestyle product image, advertising photo, packshot, product render, product image ai

101-skills/superpowers

AI product photography with studio lighting, lifestyle shots, and packshot conventions. Covers angles, backgrounds, shadow types, hero shots, and e-commerce image requirements. Use for: product photos, e-commerce images, Amazon listings, packshots, lifestyle photography. Triggers: product photography, product photo, packshot, e-commerce photography, product shot, product image, studio photography, lifestyle product, amazon product photo, product listing image, hero shot, product mockup, commercial photography

101-skills/superpowers

Structured competitive analysis with feature matrices, SWOT, positioning maps, and UX review. Covers research frameworks, pricing comparison, review mining, and visual deliverables. Use for: market research, competitive intelligence, investor decks, product strategy, sales enablement. Triggers: competitor analysis, competitive analysis, competitor teardown, market research, competitive intelligence, swot analysis, competitor comparison, market landscape, competitor review, competitive landscape, feature comparison, market positioning

101-skills/superpowers

Research-backed customer persona creation with market data and avatar generation. Covers demographics, psychographics, jobs-to-be-done, journey mapping, and anti-personas. Use for: marketing strategy, product development, UX research, sales enablement, content strategy. Triggers: customer persona, buyer persona, user persona, target audience, ideal customer, customer profile, audience research, user research, icp, ideal customer profile, target market, customer avatar, audience persona

101-skills/superpowers

Product changelog and release notes that users actually read. Covers categorization, user-facing language, visuals, and distribution. Use for: release notes, changelogs, product updates, feature announcements, versioning. Triggers: changelog, release notes, product update, version notes, what's new, feature announcement, product changelog, update log, release announcement, version release, product release, ship notes

101-skills/superpowers

Build automated AI workflows combining multiple models and services. Patterns: batch processing, scheduled tasks, event-driven pipelines, agent loops. Tools: inference.sh CLI, bash scripting, Python SDK, webhook integration. Use for: content automation, data processing, monitoring, scheduled generation. Triggers: ai automation, workflow automation, batch processing, ai pipeline, automated content, scheduled ai, ai cron, ai batch job, automated generation, ai workflow, content at scale, automation script, ai orchestration

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