테스트·보안 스킬

Speculative parallel implementation methodology — dispatch N candidate implementations, audit all, score, pick best. Auditability mandate: ALL candidates logged (not just winner).

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Runs a timeboxed PROBE to validate one core assumption, then optionally PROMOTES the probe into a walking skeleton — the first e2e thin slice of the feature, committed and demo-able. Use after DISCUSS when the feature involves a new mechanism, performance requirement, or external integration.

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Reviewer critique dimensions for peer review - implementation bias detection, test quality validation, completeness checks, and priority validation

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Archives a completed feature to docs/evolution/, migrates lasting artifacts to permanent directories, and cleans up the temporary workspace. Use after all implementation steps pass and mutation testing completes.

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5-layer agent output validation, I/O contract specification, vertical slice development, and test doubles policy with per-layer examples

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Runs feature-scoped mutation testing to validate test suite quality. Use after implementation to verify tests catch real bugs (kill rate >= 80%).

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Minimizes test count while preserving coverage. Detects byte-identical pairs, parametrize-inflation, language-guarantee tests, AST-shape tests, stale migration nets. Approval gate before any change.

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Platform design review critique dimensions and severity levels. Load when reviewing CI/CD pipelines, infrastructure, deployment strategies, observability, or security designs.

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Mom Test questioning toolkit, JTBD analysis, interview conduct, assumption testing framework, and hypothesis design

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Acceptance test creation methodology for the DISTILL wave. Domain knowledge for the acceptance designer agent: port-to-port principle, prior wave reading, wave-decision reconciliation, graceful degradation, and document back-propagation.

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Conducts evidence-based product discovery through customer interviews and assumption testing. Use at project start to validate problem-solution fit.

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Review dimensions for validating agent quality - template compliance, safety, testing, and priority validation

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Review dimensions for validating agent quality - template compliance, safety, testing, and priority validation

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

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BDD patterns for acceptance test design - Given-When-Then structure, scenario writing rules, pytest-bdd implementation, anti-patterns, and living documentation

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

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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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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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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 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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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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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 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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