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Dung khi can test co ky luat de biet phuong an nao thang that — chon dung mot bien de test, viet gia thuyet, tinh sample size, setup tracking, doc y nghia thong ke va ghi test log cho ads, landing page, email hoac gia. Kich hoat khi user nhac 'A/B test', 'split test', 'test creative', 'test copy', 'test landing', 'chay bao lau moi du ket luan', 'ban nao thang', 'test xong khong biet doc ket qua', 'ket qua co dang tin khong'. Khong dung cho — so dang xau va can chan doan nguyen nhan thi dung skill 03-danh-gia-hieu-suat; nhan ngan sach cho creative da thang thi dung skill 55-scaling-ads; ra soat toan bo trang khong ra don thi dung skill 68-cro-audit-trang.

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Dung khi can brief mot chien dich cu the cho ca team thuc thi — muc tieu, thong diep, deliverable, timeline phan cong theo tuan, gate duyet va ma tran rui ro. Kich hoat khi user nhac 'brief chien dich', 'ke hoach campaign', 'len brief cho team', 'chien dich thang toi', 'phan cong campaign', 'timeline chien dich'. Khong dung cho — ke hoach marketing ca ky thi dung skill 00-ke-hoach-mkt; danh sach asset can thiet ke thi dung skill 41-campaign-asset-list; giao viec cho tung nguoi thi dung skill 64-team-brief.

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Dung khi da co y tuong va can huong dan NGUOI QUAY hoac NGUOI DUNG PHIM — storyboard tung beat, footage phai quay, chu chay tren man hinh, nhac, nhip cat, end-frame CTA va spec xuat theo kenh. Khac script video: script la loi thoai, day la huong dan dung. Kich hoat khi user nhac 'brief video', 'brief editor', 'storyboard', 'brief dung phim', 'huong dan cat video', 'brief videographer', 'editor cat khong dung y', 'video dai qua can cat lai'. Khong dung cho — viet loi thoai va hook noi truoc camera thi dung skill 04-script-video; nho khach hoac nhan vien tu quay thi dung skill 06-brief-ugc-egc; thue production house tron goi thi dung skill 67-agency-vendor-brief.

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Dung khi can biet doi thu dang lam gi va minh dang dung o dau — phan tich 3 tang doi thu truc tiep, gian tiep, thay the; ban do dinh vi, SWOT, benchmark content va gia, khoang trong thi truong con bo trong. Kich hoat khi user nhac 'nghien cuu doi thu', 'phan tich canh tranh', 'doi thu dang chay gi', 'competitive analysis', 'sao doi thu ban re hon minh', 'doi thu moi noi', 'minh thua doi thu cho nao', 'benchmark thi truong'. Dung ca khi user chi gui link fanpage hoac website doi thu va hoi 'xem giup ho dang lam gi'. Khong dung cho — chot dinh vi cho chinh minh thi dung skill 58-positioning; theo doi lien tuc thao luan mang xa hoi thi dung skill 15-social-listening; nghien cuu tep de chay ads thi dung skill 51-audience-research.

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Dung khi can viet bao cao marketing cho nguoi khac doc — weekly 1 trang cho CEO, monthly day du, hoac strategy report theo quy. Cau truc TL;DR, so vs target, insight, quyet dinh can duyet, viec tiep theo. Kich hoat khi user nhac 'bao cao marketing', 'report thang', 'weekly update cho sep', 'tong ket quy', 'lam bao cao cho khach hang', 'bao cao content'. Khong dung cho — chan doan tai sao so xau thi dung skill 03-danh-gia-hieu-suat; bien data tho thanh insight thi dung skill 13-phan-tich-du-lieu.

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Dung khi can brief NGUOI KHAC quay video ho — khach hang lam UGC, nhan vien lam EGC, hoac KOC va creator tra phi: tieu chi chon nguoi, huong dan quay tung canh, viec nen va khong nen lam, quyen su dung hinh anh, bang quan ly batch va cach do hieu qua. Kich hoat khi user nhac 'brief UGC', 'brief EGC', 'brief KOC', 'thue creator quay', 'huong dan nhan vien quay video', 'tim KOC o dau', 'creator quay sai y', 'hop dong quyen su dung video'. Khong dung cho — viet loi thoai kich ban video thi dung skill 04-script-video; huong dan editor dung phim thi dung skill 44-brief-video-editor; rai comment seeding duoi bai dang thi dung skill 38-seeding-plan; thue agency hoac production house lam tron goi thi dung skill 67-agency-vendor-brief.

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Dung khi da co lich content va can brief tung bai truoc khi viet — goc tiep can, insight goc, key message, CTA, format va tieu chuan nghiem thu. Kich hoat khi user nhac 'brief bai content', 'brief tung bai', 'goc cho bai nay', 'viet gi cho bai thu 3', 'content brief', 'huong dan viet bai'. Khong dung cho — lap lich ca thang thi dung skill 01-lich-noi-dung; viet caption thanh pham thi dung skill 37-caption-social; brief hinh anh thi dung skill 42-brief-hinh-anh.

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Dung khi co data tho tu Meta, TikTok, GA4, CRM hay Google Sheet va can bien thanh insight ra quyet dinh duoc — kem decision log ghi quyet dinh, can cu, tac dong ky vong va ngay review lai. Kich hoat khi user nhac 'phan tich du lieu', 'doc so lieu nay', 'export data ra insight', 'so nay noi len dieu gi', 'lam decision log', 'cohort analysis'. Khong dung cho — chan doan tai sao ads kem thi dung skill 03-danh-gia-hieu-suat; viet bao cao trinh bay thi dung skill 07-bao-cao-marketing.

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Use when the user wants a VALID experiment instead of a guess — hypothesis, one variable, sample size and runtime math, statistical significance, primary versus secondary metrics, multi-arm designs, and a results template, across Optimizely, VWO, and native Meta and Google tests. Trigger on 'A/B test', 'split test', 'how long should I run the test', 'is this result significant', 'test two versions', 'which creative is actually better'. Also use when a winner was declared after two days on tiny numbers. Not for — scaling the proven winner, see `55-scaling-ads-global`; analyzing data already collected, see `13-data-analysis-global`; auditing the account, see `21-ads-audit-global`.

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Use when a specific campaign needs a brief the whole team can execute from — context, objective, audience, core message, creative direction, channels, deliverables, week-by-week timeline, approval gates, and risks. Trigger on 'campaign brief', 'creative brief', 'launch brief', 'brief the team on this campaign', 'we are running a promo next month', 'what is the plan for this campaign'. Also use when the user describes a promotion out loud and asks for something the team can actually run. Not for — the whole period plan, see `00-marketing-plan-global`; the list of design files needed, see `41-campaign-asset-list-global`; assigning work to one person, see `64-team-brief-global`; a new product launch sequence, see `59-go-to-market-global`.

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Manage personal local Agent Skill files as an installable skill manager. Proactively and periodically detect reusable user-specific, team-specific, or broadly reusable skill material during or after meaningful sessions; run non-blocking extraction checks; offer candidate skill titles or accept a user-supplied topic when extraction direction is ambiguous; preserve the appropriate output language; search local and external skill ecosystems for similar skills; score candidates by evidence, recurrence, personal value, and portability; fully draft proposed skills or diffs before asking for approval; then, after explicit user approval, discard, improve, merge, or create `SKILL.md` folders.

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Intent-driven knowledge-store and Run knowledge lifecycle management — read-only audit/prune reports, stage candidates (with signal recording), review/resolve/promote candidates, harvest artifacts, or manage wiki/domain knowledge.

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This skill should be used only when the user explicitly asks to use `$ralph-specum-cancel`, or explicitly asks Ralph Specum in Codex to stop execution or remove a spec.

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Slack CLI for agents: read URLs/threads/history/unreads/later/canvases/workflows, create/edit canvases from Markdown, search messages/files, download attachments, lookup users, list/create/invite channels, open DMs, compose messages, manage Slack-native drafts, schedule sends, and explicit sends/edits/deletes/reactions/mark-read/uploads.

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Guided setup of the tools the design harness can use — image/video generation channels, browser, encoders. Detects what the user already has, explains pros/cons/costs, asks instead of instructing, and saves choices to .omd/config.json so every later design task reuses them. Trigger: 'omd setup', '도구 셋업', '이미지 생성 뭐 쓸 수 있어', 'configure media', '세팅해줘', 'what can you generate'.

日本語の概要は準備中です。原文の説明を表示しています。

Guided setup of the tools the design harness can use — image/video generation channels, browser, encoders. Detects what the user already has, explains pros/cons/costs, asks instead of instructing, and saves choices to .omd/config.json so every later design task reuses them. Trigger: 'omd setup', '도구 셋업', '이미지 생성 뭐 쓸 수 있어', 'configure media', '세팅해줘', 'what can you generate'.

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Pre-push API key and credential scanner - blocks git push if secrets found

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Systematic false positive verification for security findings. Provides structured methodology to confirm or dismiss scanner results, manual audit findings, and automated alerts. Adapted from Trail of Bits. Use when triaging security scan results or verifying audit findings.

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Traffic splitting, health checks, automated rollback, progressive delivery, and canary analysis for safe deployments.

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Proactive intelligence pulse — scans user's memory files (USER.md, SOUL.md) to identify current interests, investments, projects, and concerns, then performs targeted web searches to find noteworthy updates. Returns a concise briefing if something deserves attention, or `[SKIPPED]` if nothing warrants interruption. Use this skill when the system needs to check if there's anything worth proactively notifying the user about — like a scheduled heartbeat check, a "what's new" sweep, or when the user asks "anything I should know?", "what did I miss?", or "any updates?". Also triggers on requests like "check my interests", "scan for news", "morning briefing", or "pulse check".

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Use at the start of any OpenCLI session — this is the top-level map of what `opencli` can do, how to discover adapters, what flags and output formats are universal, and which specialized skill to load next. Point here when an agent asks "what can opencli do?" or "how do I find the right command?".

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Algorithmic and generative art with Canvas 2D - particles, flow fields, noise, fractals, L-systems.

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Detects MSBuild projects with conflicting OutputPath or IntermediateOutputPath. USE FOR: builds failing with 'Cannot create a file when that file already exists', 'The process cannot access the file because it is being used by another process', intermittent build failures that succeed on retry, or missing/overwritten outputs in multi-project or multi-targeting builds where bin/obj (or project.assets.json) collide. Common causes: shared OutputPath, missing AppendTargetFrameworkToOutputPath, extra global properties (e.g. PublishReadyToRun), or SetTargetFramework on a ProjectReference to a single-targeting project. DO NOT USE FOR: file access errors unrelated to MSBuild (OS-level locking), single-project single-TFM builds, non-MSBuild build systems.

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Use the open-source free `QuickDup` clone detector for .NET repositories. Use when a repo needs duplicate C# code discovery, structural clone detection, DRY refactoring candidates, or repeatable duplication. USE FOR: the repo wants QuickDup; the team needs repeatable duplicate-code scans for C#; the user asks about DRY cleanup, copy-paste detection, clone detection, or duplicate. DO NOT USE FOR: formatting-only work; repos that intentionally use a different clone detector and do not want overlap. INVOKES: inspect the repository context, edit targeted files, and run relevant build, test, lint, or validation commands when changes are made.

日本語の概要は準備中です。原文の説明を表示しています。