テスト・セキュリティのスキル

5-layer testing approach for agent validation including adversarial testing, security validation, and prompt injection resistance

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Bug fix workflow: root cause analysis → user review → regression test + fix via TDD

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Best practices for polars data processing with dataframely. Covers definitions of Schema and Collection, usage of .validate() and .filter(), type hints, and testing. Use when writing or modifying code involving dataframely or polars data frames.

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Dung khi mot CA NHAN muon len hinh bang AI thay vi tu quay — pipeline avatar AI: 3 tier cong cu, 4 workflow gom avatar don, dich da ngon ngu, san xuat hang loat va hybrid nguoi that cong AI; nhan anh reference de tao prompt avatar; thay mat, style, logo; ghep voice clone; tranh bi nen tang danh dau; cong bo AI theo Nghi dinh 147/2024 va QA 100 diem. Cong cu HeyGen, Synthesia, ElevenLabs, Captions, Vbee. Kich hoat khi user nhac 'tao avatar AI', 'video HeyGen', 'talking head AI', 'lam video ma ngai lo mat', 'batch video AI', 'dich video sang tieng Anh', 'prompt avatar'. Khong dung cho — clone giong cho podcast va audio thi dung skill 25-voice-clone-podcast; viet loi thoai video thi dung skill 04-script-video; anh tinh thi dung skill 30-thiet-ke-master.

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Use when a PERSONAL brand needs AI avatar video at scale — three tool tiers, four workflows for single avatar, translation, batch, and hybrid, reference image intake, face, style, logo, and palette replacement, voice clone pairing, anti-detection, and a QA score, with disclosure-law variants for US FTC, EU AI Act, SEA, and LATAM, covering HeyGen and Synthesia. Trigger on 'AI avatar', 'HeyGen video', 'Synthesia', 'talking head AI video', 'translate my videos with AI', 'I cannot be on camera every day'. Not for — the words the avatar says, see `04-script-video-global`; audio-only voice clone and podcast, see `25-voice-clone-podcast-global`; a company product video edit, see `44-video-editor-brief-global`.

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Dung khi can chia TIEN marketing di dau bao nhieu — phan bo theo kenh, theo tang pheu va theo thang; ti le test vs scale; nguong tang va nguong cat lo; quy du phong; bang tracker chi tieu va nhip review. Kich hoat khi user nhac 'phan bo ngan sach', 'budget marketing', 'chi bao nhieu cho ads', 'ngan sach quy toi', 'budget allocation', 'nguong cat lo', 'tien it nen do vao dau', 'tieu het budget ma khong biet di dau'. Khong dung cho — tinh nguoc ngan sach can tu muc tieu doanh thu thi dung skill 10-tinh-kpi-nguoc; chia ngan sach chi tiet mot ky ads theo funnel thi dung skill 54-media-plan; ke hoach marketing tong the thi dung skill 00-ke-hoach-mkt.

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Dung khi can dung cau truc tai khoan quang cao truoc khi bat campaign — phan tang campaign/adset/ad, naming convention de doc data ve sau, CBO hay ABO, va so luong adset hop ly. Kich hoat khi user nhac 'cau truc campaign', 'naming convention ads', 'chia adset the nao', 'CBO hay ABO', 'setup tai khoan ads', 'to chuc campaign'. Khong dung cho — ra soat tai khoan dang chay thi dung skill 21-audit-ads-performance; phan bo ngan sach theo kenh thi dung skill 54-media-plan.

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Dung khi can lap ke hoach chi tieu quang cao cho mot ky — tinh nguoc tu doanh thu, phan bo theo kenh va tang pheu, ty le testing 30 scale 50 retarget 15 lookalike 5, va timeline ramp-up. Kich hoat khi user nhac 'media plan', 'plan ads thang toi', 'phan bo ngan sach quang cao', 'chay bao nhieu tien', 'chia budget cho kenh nao', 'ke hoach chay ads'. Khong dung cho — phan bo ngan sach marketing tong the ngoai ads thi dung skill 61-budget-planning; tinh CPL toi da thi dung skill 10-tinh-kpi-nguoc.

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Use when the user is launching or running a DROPSHIPPING business end to end — the full 12-phase pipeline: product research with winning criteria, Minea and PiPiAds, supplier sourcing on AliExpress, CJ, Spocket, and Zendrop, Shopify store and app setup, the 10-ads-per-week creative pipeline, interest and lookalike targeting, 3-5x markup and BE-ROAS math, customer service, and scaling. Trigger on 'start dropshipping', 'winning product research', 'Shopify store setup', 'AliExpress supplier', 'scale my dropshipping store', 'my store gets traffic and no sales'. Not for — only the ad copy, see `05-ad-copy-global`; only the product page, see `12-landing-page-brief-global`; only the account audit, see `21-ads-audit-global`; only pricing, see `17-pricing-strategy-global`.

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Chan doan be mat chuyen doi DANG CHAY nhung khong ra don — phan loai 3 truc (loai trang, muc tieu chuyen doi, nguon traffic), chan doan 7 chieu theo dung thu tu tac dong, output 4 nhom sua trong do co ban thay the cho copy, kem che do hoi quy khi sua xong lai kem hon truoc. Kich hoat khi user nhac 'trang khong ra don', 'toi uu chuyen doi', 'CRO', 'landing page khong convert', 'tang ti le chuyen doi', 'sua xong lai kem hon', 'khach vao nhieu ma khong inbox'. Khong dung cho — xay trang moi tu dau thi dung skill 12-brief-landing-page; nghi ngo ads chu khong phai trang thi dung skill 21-audit-ads-performance; muon kiem chung gia thuyet bang so thi dung skill 19-ab-test-setup.

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Dung khi phai setup do luong TRUOC khi tieu bat ky dong nao — pixel va CAPI, GA4, UTM convention, event mapping, offline conversion, dong y du lieu, va checklist verify xanh. Kich hoat khi user nhac 'setup tracking', 'cai pixel', 'UTM', 'CAPI', 'do luong chuyen doi', 'so lieu khong khop'. Quy tac cung: khong chay ads khi tracking chua xanh. Khong dung cho — doc data da co ra insight thi dung skill 13-phan-tich-du-lieu; ra soat cau hinh ads thi dung skill 21-audit-ads-performance.

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Dung khi campaign DANG CHAY va can asset moi ngay trong hom nay — creative chay chai, CTR tut, muon test angle moi: brief 1 trang rut gon, nhan ban tu creative dang thang, chi ghi phan thay doi, kich thuoc can, deadline cung va SLA duyet 30 phut. Kich hoat khi user nhac 'brief nhanh', 'can asset gap', 'creative fatigue', 'quick brief', 'can anh trong ngay', 'thay creative ngay', 'ads tut roi can bai moi'. Khong dung cho — brief day du cho asset moi hoan toan thi dung skill 42-brief-hinh-anh; liet ke asset ca campaign tu dau thi dung skill 41-campaign-asset-list; chi doi kich thuoc tu master co san thi dung skill 50-asset-resize.

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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 viet brief de XAY landing page moi hoac trang ban hang moi — cau truc section, copy tung khoi, yeu cau ky thuat, tracking va timeline giao dev. Kich hoat khi user nhac 'brief landing page', 'lam trang ban hang', 'can trang dich', 'thue dev lam landing', 'landing page can gi', 'viet noi dung cho trang'. Khong dung cho — trang DA CHAY ma khong ra don thi dung skill 68-cro-audit-trang; email HTML thi dung skill 49-html-email-template; danh sach asset cho ca campaign thi dung skill 41-campaign-asset-list.

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Dung khi cuoi thang can biet bai nao work bai nao khong va TAI SAO — phan loai winner/loser theo phan vi, tim pattern theo pillar, format, hook, gio dang va do dai. Kich hoat khi user nhac 'audit content', 'content nao dang work', 'bai nao hieu qua', 'danh gia noi dung thang', 'tai sao bai nay vieu', 'review content'. Khong dung cho — lap plan ky sau tu ket qua audit thi dung skill 40-next-content-plan; viet bao cao trinh sep thi dung skill 07-bao-cao-marketing.

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Use when a marketing BUDGET has to be planned or managed in USD — allocation by bucket, channel, and month, test versus scale split, scale-up and stop-loss thresholds, reserve, a plan-versus-actual tracker, and a review cadence. Trigger on 'budget planning', 'marketing budget', 'split the budget across channels', 'stop loss threshold', 'quarterly budget', 'we keep overspending and nobody notices'. Also use when a number has been approved and nobody has divided it up. Not for — the revenue-backward math that produces the number, see `10-reverse-kpi-global`; paid media allocation only, see `54-media-plan-global`; paying an external vendor, see `67-agency-vendor-brief-global`.

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Dung khi so lieu marketing dang xau va can biet TAI SAO — chan doan theo 5 lop tu tracking, delivery, creative, landing den chat luong audience, roi ra action plan 48h. Kich hoat khi user nhac 'so dang xau', 'CPMess cao qua', 'ROAS thap', 'chan doan root cause', 'tai sao khong ra don', 'ads dot tien'. Khong dung cho — audit CAU HINH tai khoan ads va cham Health Score thi dung skill 21-audit-ads-performance; viet bao cao cho nguoi khac doc thi dung skill 07-bao-cao-marketing; chan doan rieng mot trang thi dung skill 68-cro-audit-trang.

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Dung khi da co ket qua audit va can lap plan content ky sau TU DATA chu khong doan — ty le 70 giu winner, 20 toi uu bien the, 10 thu nghiem moi, toi da 2 gia thuyet moi mot ky. Kich hoat khi user nhac 'next content plan', 'plan thang toi', 'content ky sau lam gi', 'dua vao data lap ke hoach', 'thang sau viet gi'. Khong dung cho — audit de biet cai gi work thi chay skill 39-content-audit truoc; xep lich dang theo ngay thi dung skill 01-lich-noi-dung.

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Dung khi can ra soat CAU HINH tai khoan quang cao mot cach he thong — 6 khau tu account, campaign, adset, creative, landing den tracking, cham Health Score 0-100 va liet ke Quick Wins. Kich hoat khi user nhac 'audit tai khoan ads', 'kiem tra tai khoan quang cao', 'health score ads', 'tai khoan chay kem qua', 'setup ads co dung khong', 'review tai khoan Meta'. Ho tro Meta, TikTok, Google, Zalo Ads. Khong dung cho — chan doan nhanh tai sao so xau thi dung skill 03-danh-gia-hieu-suat; lap ngan sach ky moi thi dung skill 54-media-plan.

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Use when a NEW landing page, sales page, or single-product page has to be built — seven-section structure, one page one goal one CTA, copy per block, mobile-first rules, technical and speed requirements, tracking plan, A/B test plan, and a dropshipping single-product mode. Trigger on 'landing page brief', 'build a sales page', 'I need a landing page', 'brief for the dev', 'Shopify product page', 'what should go on the page'. Also use when ad traffic is ready and there is nowhere to send it. Not for — the ad copy pointing at the page, see `05-ad-copy-global`; the offer and its value stack, see `31-offer-design-global`; scoring a finished design, see `47-design-review-global`; coded email, see `49-html-email-template-global`.

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Use when conversion TRACKING must be set up or fixed before spending — Meta Pixel and Conversions API, Google Ads conversions with Enhanced Conversions, GA4, TikTok Pixel and Events API, server-side GTM, consent mode for GDPR and CCPA, UTM conventions, iOS ATT attribution windows, and a pre-launch verification checklist. Trigger on 'tracking setup', 'pixel setup', 'CAPI', 'GA4 events', 'conversions are not being recorded', 'Meta and Shopify numbers do not match'. Also use when launch is imminent and nothing has been verified. Not for — auditing a live account broadly, see `21-ads-audit-global`; analyzing data once it flows, see `13-data-analysis-global`; the campaign hierarchy, see `52-account-structure-global`.

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Use when the next period content plan must be built from last period DATA — keep and replicate winners, cut losers, at most two new hypotheses, a 70/20/10 mix, a four-week overview, and an owner per slot. Trigger on 'next content plan', 'content plan for next month', 'plan from the audit', 'what should we post next quarter', 'scale what worked', 'plan content using the numbers'. Also use when a report just landed and the user asks what to do with it. Not for — auditing the past period first, see `39-content-audit-global`; turning the plan into a dated calendar, see `01-content-calendar-global`; the next period ADS plan, see `57-next-ads-plan-global`.

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Use when published content has to be audited — pull channel data, classify winners and losers by percentile across pillar, format, and hook, find the pattern behind performance, and decide what to keep, kill, or scale. Trigger on 'content audit', 'which posts are working', 'content performance review', 'why did that one go viral', 'our reach is dropping', 'evaluate what we posted last month'. Also use when the user only says content does not seem to work anymore. Not for — the plan for next period built on these findings, see `40-next-content-plan-global`; paid ad account review, see `21-ads-audit-global`; the stakeholder report, see `07-marketing-report-global`.

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Use when a LIVE campaign needs a new asset the same day — creative fatigue, CTR decay, climbing frequency, or a new angle to test: stripped-down input, duplicate the winning creative and change only what is listed, a one-page template, and a hard SLA so the designer ships in 2-4 hours. Trigger on 'quick brief', 'need an asset fast', 'creative fatigue', 'swap the creative today', 'frequency is too high', 'the ad is dying and we need a new one'. Not for — planning assets before launch, see `41-campaign-asset-list-global`; a full concept brief with time to spare, see `42-image-brief-global`; resizing an existing master, see `50-asset-resize-global`; raising budget on a winner, see `55-scaling-ads-global`.

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