Claude Code Skills · page 76

Audio AI cho personal brand — voice clone (ElevenLabs/HeyGen Voice/Vbee), podcast workflow, audiobook, voiceover video. 3 use case: voiceover ngan TikTok/Reels (energetic), podcast 30-60 phut (conversational), audiobook (mid-tempo). Repurpose 1:10 (1 podcast → 10 short clip). Trigger: 'voice clone', 'ElevenLabs giong noi', 'podcast AI', 'audio AI', 'Descript voice', 'Riverside podcast', 'voiceover AI'.

Long-form text content cho personal brand — KHAC voi skill 05 ad copy ban hang. 3 cau truc chuan VN: PAS-Insight (founder), Story-Lesson-CTA (coach), Hook-List-Reveal (creator). 6 hook formulas long-form (controversial question, contrarian opinion, mini-confession, framework drop, data drop, character-driven story). Sentence rhythm engineering. Format theo platform: LinkedIn (1300-3000 ky tu), FB (500-1500 tu), Newsletter (800-2000 tu). Repurpose matrix 1:5. QA Score 100 diem. Trigger: 'viet bai LinkedIn ca nhan', 'thought leadership', 'long form post', 'newsletter', 'FB thread ca nhan', 'viet bai chuyen sau'.

Xay funnel kiem tien tu personal brand — 3 phien ban funnel khac nhau cho founder/coach/creator. Offer ladder template (Free → Low → Mid → High). Pricing psychology ca nhan. Outreach inbound vs outbound. Brand deal negotiation cho creator. Tax & legal VN 2026 (thue ca nhan, ho kinh doanh vs cong ty). Trigger: 'kiem tien personal brand', 'offer ladder ca nhan', 'course launch', '1-on-1 coaching', 'affiliate ca nhan', 'sponsorship deal', 'founder lead gen'.

Xay community quanh personal brand — Zalo Group, Telegram, FB Group, Skool, Mighty Networks, Discord. Community blueprint 3 lop (Public/Member/Inner). Onboarding flow 7 ngay. Engagement rituals weekly. Moderation playbook. Activation metrics. Anti-pattern VN. Trigger: 'cong dong personal brand', 'Zalo group', 'Skool community', 'Mighty Networks', 'fan club online', 'membership site', 'community building VN'.

Comprehensive 7-section marketing plan for global businesses — strategy, target audience, positioning, channels, content, KPIs, budget. Reads `.agents/product-marketing-context-global.md` first. Universal framework adapts to US/EU/SEA/LATAM via foundation skill region. Trigger: 'marketing plan', 'global marketing strategy', 'go-to-market plan', 'marketing roadmap', 'international marketing plan'.

Monthly content calendar for global businesses — multi-channel posting schedule with funnel ratio, content pillars, repurposing matrix, and quality scoring. Reads `.agents/product-marketing-context-global.md`. Universal framework, region-specific posting times via foundation skill. Trigger: 'content calendar', 'posting schedule', 'monthly content plan', 'social media calendar', 'editorial calendar'.

9-section campaign brief for global campaigns — context, objectives, target, message, creative, channels, timeline, deliverables, risks. Reads `.agents/product-marketing-context-global.md`. Universal framework, region-specific benchmarks via foundation skill. Trigger: 'campaign brief', 'creative brief', 'launch brief', 'product launch brief', 'global campaign'.

Diagnose marketing performance for global businesses — root cause analysis, 5-Whys, 48-hour action plan. Has 4 region variants for benchmarks (US/EU/SEA/LATAM). Reads `.agents/product-marketing-context-global.md`. INCLUDES Dropshipping KPI section (ROAS, BE-ROAS, profit margin, CAC). Trigger: 'performance review', 'ad performance', 'marketing diagnosis', 'KPI analysis', 'dropshipping ROAS'.

Short-form video scripts for TikTok, Reels, YouTube Shorts — 2 A/B variants, 6 hook formulas, timestamp breakdown, shoot guide, caption + hashtag, viral score. Reads `.agents/product-marketing-context-global.md`. Universal framework, English-language hooks. Trigger: 'video script', 'TikTok script', 'Reels script', 'Shorts script', 'short-form video'.

6 ad copy variations (2 TOFU + 2 MOFU + 2 BOFU) for global markets. Frameworks: AIDA, PAS, BAB. Platforms: Meta, Google, TikTok. INCLUDES Dropshipping Mode (4 templates) for Shopify dropshippers. Trigger: 'ad copy', 'Facebook ads', 'TikTok ads', 'Google Ads copy', 'dropshipping ads', 'Shopify ads'.

Detailed brief for UGC (customers), EGC (employees), KOC (paid creators) for global markets — shooting guide, do/don't, usage rights, batch management. Trigger: 'creator brief', 'UGC brief', 'EGC brief', 'employee video guide', 'KOC brief'.

Marketing reports under 'read 5 minutes, know what to do next' principle — insights first, numbers as proof, recommendations with deadlines and owners. For global markets. Trigger: 'marketing report', 'monthly summary', 'weekly summary', 'monthly results', 'monthly report', 'performance report'.

3-tier competitor analysis (direct, indirect, secondary) for global markets — positioning, SWOT, content benchmark, market gap. Tools: SimilarWeb, Ahrefs, Semrush, Minea (dropshipping). Trigger: 'competitor research', 'competitive analysis', 'what competitors are doing', 'competitor analysis', 'market research'.

Build deep customer profiles — Consumer vs Shopper, JTBD framework, customer journey mapping, insight validation, internal monologue research

Reverse KPI calculation for global marketing budgets — work backward from revenue goal to required spend. Universal math, currency-specific per region (US/EU/SEA/LATAM). 3-scenario sensitivity analysis (pessimistic/realistic/optimistic). Trigger: 'reverse KPI', 'budget calculation', 'KPI breakdown', 'marketing budget plan', 'campaign budget'.

Setup marketing channels for global businesses — channel selection, platform-specific setup checklists, integration guides. Has 4 region variants (US/EU/SEA/LATAM) with region-specific platform priorities. US: Meta+Google+LinkedIn. EU: + LinkedIn/Xing. SEA: TikTok+Shopee/Lazada+LINE. LATAM: WhatsApp Business+Mercado Libre. Trigger: 'channel setup', 'platform setup', 'marketing tech stack', 'multi-channel marketing', 'platform selection'.

Create high-converting landing page briefs — 7-section structure, 1 page = 1 goal = 1 CTA, mobile-first, conversion-optimized. Includes Single-Product LP for Dropshipping mode.

Turn raw marketing data into actionable insight — analysis by channel, campaign, creative, audience, time. Descriptive → Diagnostic → Predictive → Prescriptive.

Email marketing automation for global markets — welcome series, nurture sequences, re-engagement, transactional. Has 4 region variants for LEGAL compliance: US (CAN-SPAM opt-out), EU (GDPR opt-in mandatory), SEA (PDPA per country), LATAM (LGPD Brazil). Tools: Klaviyo, Mailchimp, ActiveCampaign. Trigger: 'email marketing', 'email automation', 'newsletter', 'drip campaign', 'GDPR email', 'CAN-SPAM'.

Monitor brand, competitors, and industry trends across social media — early crisis detection and content opportunity discovery

Cialdini 7 principles applied to global marketing — reciprocity, scarcity, authority, social proof, liking, commitment, unity. Universal psychology with international examples (Apple, Tesla, Patagonia, Spotify). Trigger: 'marketing psychology', 'Cialdini', 'persuasion principles', 'consumer psychology', 'behavioral marketing'.

Pricing strategy for global markets — value-based, anchor pricing, charm pricing, decoy effect. Has 4 region variants for currency psychology (US/EU/SEA/LATAM). INCLUDES Dropshipping Markup Math section (3-5x markup, BE-ROAS, profit margin). Trigger: 'pricing strategy', 'price positioning', 'charm pricing', 'pricing psychology', 'dropshipping markup'.

Referral program design for global businesses — 1-way vs 2-way, incentive structure, anti-fraud, attribution. Has 4 region variants for anti-spam compliance (TCPA US, GDPR EU, PDPA SEA, LGPD LATAM). Trigger: 'referral program', 'refer a friend', 'word of mouth', 'viral loop', 'referral marketing'.

Design valid A/B tests for global marketing — hypothesis formulation, sample size calculation, statistical significance, multi-arm testing, primary vs secondary metrics. Tools: Optimizely, VWO, Google Optimize (sunset 2023, alternatives), built-in platform tests (Meta, Google). Trigger: 'A/B test', 'split test', 'multivariate test', 'experiment design', 'statistical significance', 'sample size calculator'.

Generic client intake brief for international marketing agencies — 11-section template covering business overview, target audience, current marketing, goals, budget, timeline, brand assets, success criteria. Generic version (no industry variants for v2.5 — coming in v2.6+ if demand). Trigger: 'client intake', 'agency brief', 'new client onboarding', 'project kickoff brief', 'discovery call template'.

Comprehensive ads audit for Meta/Google/TikTok with Health Score 0-100. 84 checkpoints across 6 dimensions (Account/Campaign/AdSet/Ad/Tracking/Optimization). Has 4 region variants for benchmarks. INCLUDES Dropshipping Audit Checklist (creative testing velocity, CRO signals, attribution accuracy). Trigger: 'ads audit', 'ad account audit', 'Meta audit', 'Google Ads audit', 'TikTok audit', 'dropshipping ads audit'.

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Foundation skill for the global marketing cluster. Creates `.agents/product-marketing-context-global.md` with region-specific context (currency, primary platforms, regulations, persona research framework). Pick 1 of 4 region variants: US (USD/FTC), EU (EUR/GDPR), SEA (USD or local/PDPA), LATAM (USD or local/LGPD). All other global skills (00-29) read this context file. Trigger: 'global marketing context', 'international product context', 'US marketing context', 'EU marketing setup', 'SEA marketing context', 'LATAM marketing setup', 'multi-region context'.

Ke hoach Fullstack Marketing — master skill tong hop chien luoc, noi dung, trien khai, hieu suat, va timeline. Goi cac skill con de hoan thien output.

Lich noi dung thang — len lich dang bai da kenh voi ti le pheu, content pillar, repurposing matrix, va scoring tieu chi.

Brief chien dich marketing — 9 phan day du tu Context den Risk, bao gom creative direction, RACI, budget allocation theo phase, va auto-trigger cac skill lien quan.

Danh gia hieu suat marketing — audit performance ads va organic, chan doan root cause, de xuat toi uu voi action plan 48h va checklist hang tuan.

Viet script video ngan cho TikTok, Reels, YouTube Shorts — 2 ban A/B, co hook, CTA, huong dan quay chi tiet

Viet 6 bien the copy quang cao theo 3 tang pheu (TOFU/MOFU/BOFU), tuan thu chinh sach quang cao, co CTA phu hop tung nen tang

Tao brief chi tiet cho UGC (khach hang), EGC (nhan vien), KOC (creator tra phi) — gom huong dan quay, do/don't, quyen su dung, quan ly batch

Bao cao marketing theo nguyen tac "doc 5 phut, biet lam gi tiep" — nhan dinh truoc, so lieu minh hoa, de xuat co thoi han va nguoi phu trach

Phan tich doi thu canh tranh 3 tang (truc tiep, gian tiep, thu cap) — dinh vi, SWOT, content benchmark, tim khoang trong thi truong

Xay dung chan dung khach hang sau — Consumer vs Shopper, JTBD, hanh trinh mua hang, insight validation, internal monologue

Tinh KPI nguoc tu doanh thu ve ngan sach va tinh xuoi tu ngan sach ra doanh thu — 3 kich ban, sensitivity analysis, break-even, phan bo ngan sach theo giai doan va kenh

Huong dan thiet lap kenh marketing A-Z — TikTok Brand, Zalo OA, Facebook Page, Email (Brevo), TikTok Shop, Instagram Business, Google Business Profile — tu tao den chay 30 ngay dau

Tao brief landing page chuyen doi cao — 7 section, 1 page = 1 goal = 1 CTA, mobile-first, toi uu conversion

Doc data marketing tho va bien thanh insight hanh dong — phan tich theo kenh, chien dich, creative, doi tuong, thoi gian

Thiet lap va van hanh email marketing — welcome series, nurture, promotion, re-engage — toi uu cho thi truong Viet Nam

Giam sat thuong hieu, doi thu, xu huong nganh tren mang xa hoi — phat hien som khung hoang va co hoi content

Khi nguoi dung can ap dung nguyen tac tam ly vao marketing — cham cam xuc, tao khan cap, xay trust, thuyet phuc mua. Cung dung khi nguoi dung nhac 'tam ly khach hang', 'psychology marketing', 'scarcity', 'FOMO', 'social proof', 'Cialdini', 'thuyet phuc khach', 'trigger cam xuc'. Skill nay giai thich 7 nguyen tac tam ly + cach dung vao copy, landing page, email, ads — dieu chinh theo van hoa Vietnam.

Khi nguoi dung can thiet lap gia san pham/dich vu, thay doi chien luoc gia, hoac toi uu pricing page. Cung dung khi nguoi dung nhac 'chien luoc gia', 'dinh gia san pham', 'pricing strategy', 'pricing tier', 'goi dich vu', 'discount strategy', 'gia vs doi thu', 'goi combo'. Skill nay giup xac dinh mo hinh gia + chien thuat dinh gia + pricing page — toi uu cho tam ly khach hang VN.

Khi nguoi dung can thiet ke chuong trinh gioi thieu bạn be (referral program), affiliate, hoac word-of-mouth. Cung dung khi nguoi dung nhac 'referral program', 'chuong trinh gioi thieu', 'affiliate', 'word of mouth', 'hoa hong gioi thieu', 'ma moi ban', 'giam gia khi gioi thieu'. Skill nay thiet ke referral mechanics (thuong 1 chieu / 2 chieu), tracking, chong gian lan, va campaign launch — toi uu cho thi truong VN.

Khi nguoi dung can thiet lap A/B test cho ads, landing page, email, hoac product. Cung dung khi nguoi dung nhac 'A/B test', 'split test', 'test creative', 'test copy', 'test landing', 'test gia', 'kiem dinh thong ke', 'sample size'. Skill nay giup chon bien can test, tinh sample size, setup tracking, va phan tich ket qua thong ke (significance) — phu hop cho team khong phai data scientist.

Tao brief khach hang dien cho agency (client intake form) — form thu thap thong tin dau vao chi tiet de agency lap ke hoach marketing chinh xac. Co 20 variants chuyen biet theo nganh — moi variant la full brief toi uu hoa cho dac thu nganh do.

Audit toan dien tai khoan quang cao — cho diem Health Score 0-100, liet ke Quick Wins, phat hien vi pham Quality Gates, de xuat action plan theo muc do uu tien. Ho tro Meta Ads, TikTok Ads, Google Ads, Zalo Ads.

Chien luoc marketing xuat khau B2B cho doanh nghiep Viet Nam — tao ho so nha xuat khau, lap ke hoach trien khai thi truong nuoc ngoai, viet pitch deck va email chao hang quoc te, chuan bi cho hoi cho thuong mai. Triggers: "xuat khau", "B2B nuoc ngoai", "thi truong quoc te", "pitch khach nuoc ngoai", "ho so cong ty bang tieng Anh", "email chao hang export", "tham du hoi cho", "buyer nuoc ngoai", "company profile", "export marketing

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Khi nguoi dung muon tao hoac cap nhat tai lieu goc ve san pham, khach hang, va dinh vi thuong hieu. Cung dung khi nguoi dung nhac 'product context', 'marketing context', 'thiet lap context', 'dinh vi', 'tep khach hang muc tieu', 'mo ta san pham', 'ICP', 'chan dung khach hang ly tuong', hoac muon tranh lap lai thong tin co ban cho moi task. Dung O DAU moi du an marketing truoc khi dung cac skill khac — skill nay tao file `.agents/product-marketing-context.md` ma tat ca skill khac doc truoc.

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Build and maintain a structured LLM-generated wiki for any codebase. Use when the user asks to analyze/understand/document a codebase, build a code wiki, create project documentation from source, or update an existing .llm-wiki. Triggers on phrases like "build wiki", "analyze this codebase", "document this project", "update wiki", "llm-wiki", or when entering an unfamiliar project that has no .llm-wiki yet.

A股专业分析师助手，提供每日股价分析、选股策略和投资建议。适用于：(1) 获取A股实时行情和历史数据，(2) 技术面分析（K线形态、MACD、KDJ、RSI、布林带等），(3) 基本面分析（财务指标、估值分析），(4) 板块热点追踪，(5) 选股策略筛选，(6) 量化因子分析，(7) 生成每日股市分析报告。当用户询问"帮我分析股票"、"今日选股"、"A股行情分析"、"技术分析"、"基本面分析"、"量化选股"等相关问题时触发。

AI咨询/销售的对话策略助手。当用户需要准备AI方案沟通、跟业务部门聊AI落地、写AI提案、应对客户异议、做AI培训破冰时使用。触发场景："怎么跟老板聊AI"、"客户说AI不靠谱"、"准备一个AI方案汇报"、"帮我想想怎么推AI"、"业务部门不配合"、"AI项目怎么卖"、"demo之后怎么跟进"。也适用于AI咨询师、技术合伙人、CTO做内部AI推广。

Windows C盘清理和磁盘空间管理工具。当用户需要清理C盘、释放磁盘空间、查找大文件、分析磁盘占用、删除临时文件、清理缓存、管理Windows系统垃圾文件时使用此skill。适用于以下场景:(1)C盘空间不足需要清理;(2)查找和删除大文件;(3)分析磁盘空间占用;(4)清理系统临时文件和缓存;(5)清理浏览器缓存;(6)清理回收站;(7)清理系统日志;(8)优化Windows磁盘空间。

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资深高考命题专家助手,提供专业的命题指导和评审服务。适用于创作高考试题、评审试题质量、分析试卷结构、了解命题趋势等场景。结合文档工具提取解压文件,使用网络搜索了解最新命题趋势,使用分析工具评估题目质量和试卷结构。涵盖"一核四层四翼"评价体系、2025年命题趋势、题型规范、评分标准、命题流程等多个维度,符合高考命题最佳实践。

胥克谦式AI-Native产品开发方法论。适用于：(1) 使用AI Agent（Claude Code、Codex、Cursor等）进行产品级软件开发，(2) 设计和优化Harness/Skill体系，(3) 文档驱动开发(SDD)流程，(4) 构建自动化质量门禁和eval机制，(5) Token成本优化与缓存策略，(6) 产品人转型开发者的AI编程实践。触发场景包括"帮我设计开发流程"、"怎么降低token成本"、"怎么提高AI编码质量"、"文档驱动"、"质量门禁"、"harness设计"、"单agent vs multi-agent"、"自动化迭代"、"AI产品开发"、"SDD"、"eval机制"等。即使用户只是说"帮我用AI写代码"或"怎么让agent干活更靠谱"也应触发。

PDF解析工具，将复杂PDF文档转换为LLM友好的Markdown/JSON格式。适用于：(1) 将PDF转换为Markdown或JSON格式，(2) 提取PDF中的文本、表格、公式、图像，(3) 处理学术论文、技术文档、商业报告的PDF解析，(4) 为RAG应用准备高质量文档数据，(5) 批量处理PDF文件。触发关键词包括："PDF解析"、"PDF转Markdown"、"PDF转JSON"、"提取PDF表格"、"提取PDF公式"、"MinerU"、"文档解析"、"PDF extraction"、"convert PDF"、"parse PDF"等。

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结对编程搭档skill，在Claude生成代码后自动进行代码审核和改进建议。当Claude为用户编写、修改或生成代码时，此skill会触发自我审查流程，检查代码质量、安全性、性能和最佳实践，并主动指出改进之处。适用于任何代码生成场景，包括新功能开发、bug修复、代码重构、API实现等。

Generate AI podcasts using Volcano Engine's Podcast AI Model. Use when user wants to create podcast audio from text input, generate conversational audio content, or transform written content into multi-speaker podcast format. Supports Chinese dual-speaker podcasts with customizable voice options.

专业PPT设计与制作skill，基于设计最佳实践创建精美、专业的演示文稿。涵盖排版、配色、图片处理、视觉层次等核心设计原则。当用户需要制作高质量PPT、改进现有PPT设计、学习PPT制作技巧，或需要商务演示、学术报告、创意提案等场景的专业演示文稿时使用。可与seedream-imagegen skill配合为PPT生成定制化配图。

资深产品经理助手,提供PRD文档创作与评审、产品策略咨询、留存增长分析、竞品研究、功能优先级排序等全方位产品管理支持。适用于创作或评审PRD/MRD/BRD/用户故事等产品文档；诊断产品问题（留存低、转化差、增长瓶颈）并给出可执行策略；进行竞品分析和市场研究；设计功能方案和用户体验优化。当用户提到"PRD"、"需求文档"、"产品规划"、"用户留存"、"功能设计"、"竞品分析"、"产品指标"、"增长策略"、"用户体验优化"、"功能优先级"等产品管理相关话题时，使用此skill。即使用户没有明确说"产品"，但在讨论App功能设计、用户增长、商业模式、需求分析等话题时也应触发。

全面的代码安全检查和服务器安全审计skill。适用于：(1) 代码漏洞扫描 - 检测SQL注入、XSS、SSRF等OWASP Top 10漏洞，(2) 依赖安全检查 - 识别过时或有漏洞的第三方库（如React2Shell CVE-2025-55182、Next.js CVE-2025-66478），(3) 服务器配置审计 - 检查SSH、防火墙、权限等安全配置，(4) 敏感信息泄露检测 - API密钥、密码、令牌等硬编码检测，(5) 容器安全扫描 - Docker镜像和Kubernetes配置审计，(6) CI/CD安全检查。触发关键词："安全检查"、"漏洞扫描"、"代码审计"、"security audit"、"vulnerability scan"、"penetration test"、"SAST"、"DAST"、"dependency check"、"CVE检测"等。

Generate AI images using ByteDance's Seedream 4.0 API. Use when user wants to create, generate, or make images from text descriptions, especially for professional graphics, marketing materials, posters, product visualization, or high-quality visual content. Supports 2K/4K resolution, multiple aspect ratios, batch generation, and reference image guidance. Ideal for marketing assets, concept art, social media graphics, and design projects.

专业的解决方案架构师助手，提供系统架构设计、技术选型、架构评审、性能优化等全方位指导。适用于设计新系统架构、评审现有架构、技术选型决策、架构重构、性能优化、微服务设计等场景。结合网络搜索了解最新技术趋势，提供基于2025年最佳实践的架构建议，涵盖微服务、事件驱动、云原生、AI架构等现代架构模式。

Three.js 性能优化专家指南，涵盖 WebGPU 渲染器、资源压缩、绘制调用优化、内存管理、着色器优化、光照阴影、React Three Fiber、后处理等100+最佳实践。适用于：(1) 优化 Three.js 项目性能，(2) 迁移到 WebGPU 渲染器，(3) 减少绘制调用和内存泄漏，(4) 实现高效粒子系统和物理模拟，(5) 配置后处理效果，(6) React Three Fiber 性能调优。触发关键词："Three.js 优化"、"WebGPU"、"绘制调用"、"draw calls"、"性能瓶颈"、"内存泄漏"、"TSL 着色器"、"InstancedMesh"、"BatchedMesh"、"R3F 优化"等。

大学备考苏格拉底式学习助手，专为应对"面向课本和PPT考试"设计。当用户说"帮我复习"、"准备考试"、"备考"、"期末复习"、"模拟学习"、"突击复习"等时触发。核心特点：(1)强制要求用户上传课本/PPT/考纲等原始材料——没有材料就无法有效辅导；(2)使用苏格拉底式提问法，不直接灌输而是引导思考；(3)专注于应用型和理解型内容，而非纯概念记忆；(4)模拟真实考试场景进行针对性练习；(5)分析材料识别高频考点和重难点。适用于大学各科目期中期末考试备考、突击复习、考前模拟。

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专业的微信公众号文章创作助手。当用户提供网站链接、文本素材或图像，需要创作微信公众号文章时使用。支持多种写作风格——企业官号文案、个人技术博客、社区活动回顾、产品评测等。擅长AI/技术话题的深度内容创作，也能产出规范的企业宣传文案。通过搜索工具丰富内容，优化标题和结构。当用户提到"公众号"、"微信文章"、"写一篇推文"、"帮我写篇文章发公众号"等场景时触发。即使用户没有明确说"公众号"，但在要求创作中文长文（技术博客、产品介绍、活动回顾等）时也应考虑触发。

雪峰式AI-Native产品开发方法论。适用于：(1) 用户行为开放、不可穷举的AI-native产品（AI日历、AI助手、AI推荐、对话式产品等），(2) 强模型依赖型场景，AI驱动核心决策而非仅辅助，(3) 多专精Agent架构设计与分工，(4) 上线后快速校准、行为审计与漂移检测，(5) 模型选择和智能路由策略，(6) 概率性输出的质量评估。触发场景包括"AI-native产品怎么做"、"用户行为不可预测怎么办"、"多agent怎么分工"、"模型漂移怎么处理"、"校准到95%太难了"、"唯快不破"、"怎么选模型"、"agent并行分工"、"AI产品上线后怎么迭代"。注意：如果产品是场景明确、边界可定义的+AI类型，请改用 keqian-method skill。即使用户没有明确说"AI-native"，但在讨论AI驱动决策、用户行为不可预测、概率性输出等话题时也应触发。

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Technical decision criteria, anti-pattern detection, debugging techniques, and quality check workflow. Use when making technical decisions, detecting code smells, or performing quality assurance.

Language-agnostic coding principles for maintainability, readability, and quality. Use when implementing features, refactoring code, or reviewing code quality.

Documentation creation criteria including PRD, ADR, Design Doc, and Work Plan requirements with templates. Use when creating or reviewing technical documents, or determining which documents are required.

Captures and persists access methods for resources outside the repository (design source, design system, API schema, IaC source, secret store) so downstream work can reach them deterministically. Use when work depends on external resources, or when the user mentions design source, design system, API schema, IaC source, secret store, or canonical source.

Frontend-specific technical decision criteria, anti-patterns, debugging techniques, and quality check workflow. Use when making frontend technical decisions or performing quality assurance.

Implementation strategy selection framework. Use when planning implementation strategy, selecting development approach, or defining verification criteria.

Integration and E2E test design principles, ROI calculation, test skeleton specification, and review criteria. Use when designing integration tests, E2E tests, or reviewing test quality.

Test implementation patterns and conventions. Use when implementing unit tests, integration tests, or E2E tests, including RTL+Vitest+MSW component testing and Playwright E2E testing.

Language-agnostic testing principles including TDD, test quality, coverage standards, and test design patterns. Use when writing tests, designing test strategies, or reviewing test quality.

React/TypeScript frontend development rules including type safety, component design, state management, and error handling. Use when implementing React components, TypeScript code, or frontend features.

Investigate problem, verify findings, and derive solutions

Adjust an already-implemented UI in-session with verification against the design source

Execute frontend implementation in autonomous execution mode

Execute from codebase analysis to frontend design document creation

Create frontend work plan from design document and obtain plan approval

Design Doc compliance and security validation with optional auto-fixes