Build out the transformation layers (`staging/`, `intermediate/`) of a data product and run dbt against them, following project-wide conventions adapted from dbt's best practices…
Extract a small sample of rows from a dbt output port using a non-production profile, scrub anything classified as PII or sensitive in the data contract, and upload the scrubbed…
Given an Entropy Data data product URL or id, fetch its data contracts (output port ODCS files written next to the SQL under models/output_ports/v/, input port ODCS files…
Guidance for feature engineering, feature discovery, feature importance analysis, and understanding DataRobot's automated feature engineering capabilities.
Datenbankrecht für ML-Feature-Stores und Trainingsdatensätze: §§ 87a-87e UrhG für Feature-Stores als Datenbankherstellerrecht, TDM-Schranken (§§ 44b 60d UrhG) für ML-Training,…
Datenraum-Lueckenanalyse und Clean-Room-Protokoll für M&A Due Diligence: Anwendungsfall Anwalt oder Mandant stellt fest dass Datenraum Luecken hat oder sensible Wettbewerbsdaten…
Gap-Analyse des Datenraums und Clean-Room-Protokoll für M&A-Transaktionen: Identifiziert fehlende Dokumente, verwaltet IRL-Status (Information Request List), trennt sensible…
Für Datenraum Gap-Analyse und Clean Room: ordnet Norm, Beweislast und Gegenargument; Ergebnis: Prüfprodukt mit Risiko und nächstem Schritt.
Für Datenraum-Gap-Analyse und Clean Room: ordnet Norm, Beweislast und Gegenargument; Ergebnis: Prüfprodukt mit Risiko und nächstem Schritt. Fachgebiet: Mittelstands-Corporate/M&A.
Proposes exactly one personal side-project idea per invocation, sized to a 1-3 day MVP. Targets CLI, automation, LLM, DX, productivity, and data-viz angles; avoids clichés like…
Productivity system based on Maya calendar with 13 natural tones for project management and personal development
AI Native Camp Day 3 Clarify & GitHub. Clarify 플러그인으로 모호한 요구사항을 명확하게 만들고, 나만의 스킬을 만들고, PRD를 작성하여 GitHub에 첫 PR을 제출한다. "3일차", "Day 3", "clarify", "클래리파이", "PRD", "GitHub" 요청에 사용.
Remove DayZ scaffolds and their deployed artifacts. For each managed mod under workspace// (native /dayz-new-mod scaffold OR /dayz-import-mod link), removes the workspace…
Apply Domain-Driven Design, Clean Architecture, CQRS, and command/query patterns to code reviews and feature design.
Use when starting any React + TypeScript + Zustand frontend work that follows DDD/Clean Architecture patterns.
把任意输入（一段文字 / 文件路径 / URL / 已有 PRD / 比赛官网 / 截图 / 会议纪要 / xlsx 功能清单 / 第三方 API 文档 / 多源混合）转成专业 DDT 友好的 project-brief.md，作 DDT 工作流第零步。当用户说"帮我写 project-brief"、"DDT…
Use whenever building or revising the system contract (architecture decisions, OpenAPI spec, data model) from an approved PRD — the 契约 station of DDT's 5-station spine.
Use when the frontend slice does NOT route through ddt-design-source (external loop disabled) — produce production-grade frontend code directly bound to the OpenAPI contract, with…
Creates a new PRD (Product Requirements Document) or updates an existing one. The PRD defines WHAT will be built: functional and non-functional requirements, acceptance criteria,…
Creates a new spec or fix-plan from an approved PRD or a fix diagnosis. Trigger: /ddw-create-spec, during DDW's PLAN phase.
Validates a PRD against the catalog's PRD rules and the project's architecture. Produces a disambiguation question for every FAIL, so gaps get resolved before approval.
Validates that a spec/fix-plan is complete, coherent and consistent with its PRD, against the catalog's spec rules. Produces a disambiguation question for every FAIL.
Verifies that a completed module meets every acceptance criterion in its PRD and every task in its spec. A blocking gate. Trigger: /ddw-verify-module, during DDW's VERIFY phase.
Use when an intent is framed and you need to test whether the bet holds before building it out — naming the riskiest assumption, predeclaring a kill condition, and running it…
Assess deal health and identify at-risk opportunities using engagement signals, stakeholder mapping, and velocity analysis
Analyze political, economic, social, technological, environmental, and legal forces. Use when external market shifts could materially affect a product, roadmap, or strate — from…
Run a positioning workshop that surfaces target customer, unmet need, category, benefits, and differentiation.
Triage and resolve Debian Linux issues with apt, systemd, and AppArmor-aware guidance.
Use when the user wants to make a 2D game that runs in the browser (a platformer, top-down adventure, arcade game, pixel-art game, game jam entry or quick prototype), or is…
Diagnoses and resolves issues with Flux GitOps deployments, Kubernetes pods, services, and HelmReleases in the Superbloom cluster
Create or tune a focused Decant skill using clean-room prompts, trigger tests, and with-skill versus baseline evaluation.
How to evaluate the competitive landscape and position your package. Build it because it's better, not because you can.
Strategic decision-making for CFN Loop progression with robust parsing. Use when evaluating validator consensus and determining PROCEED/ITERATE/ABORT outcomes.
Convert stakeholder answers into accepted decisions, conditional acceptance, required revisions, blockers, and implementation handoff readiness.
Pre-PRD assumption pass — runs 4 inline phases (decompose, data-quality-audit, assumption-extract, evidence-rank) and produces a Decision Brief with tiered evidence thresholds and…
Write concise decision memos that compare options, expose trade-offs, and make a clear evidence-based recommendation.
Use when building a decision tree model in R and generating feature importance ranking outputs. Supports classification and regression, automatic task detection, parameter…
Consult on a presentation the way a senior advisor would, one node at a time — positioning, structure, condensation, headlines, storyline, opening, closing, delivery, layout —…
Classify gate call variants in a minified JavaScript bundle. Covers context-window extraction around a flag occurrence, identification of 4–6 reader variants (sync boolean, sync…
Decommission a validated computerized system at end-of-life. Covers data retention assessment by regulation, data migration validation (mapping, transformation, reconciliation),…
Decompose a PRD or epic into vertically-sliced user stories using a Jeff Patton-style user story map; produces docs/maps/.md.
Turn a goal into a verifiable kanban task graph with owners and acceptance criteria.
Break a plan or milestone brief into independently-grabbable vertical slices (tracer bullets). Produces slices in `M###-ROADMAP.md` by default, or GitHub issues only with explicit…
Creates step-by-step decomposition plans and migration roadmaps for breaking apart monolithic applications.
Deep review of project documentation before entering dev-cycle. Finds errors, inconsistencies, gaps, missing data, and contradictions across PRD, TRD, API design, data model, and…
Sense accessibility barriers with gentle awareness. Listen to the forest, scan for obstacles, test the paths, guide toward inclusion, and protect all wanderers.
Define a component contract with props, variants, states, tokens, and accessibility criteria for design-system-quality components
Creates a Jobs to be Done canvas capturing the functional, emotional, and social dimensions of a customer job.
Identify and validate your North Star Metric. Aligns product strategy with key business metric.
Creates a clear problem framing document with user impact, business context, and success criteria. Use when starting a new initiative, realigning a drifted project, or…
Formulate, stress-test, and document product strategy using Amazon Working Backwards (PR/FAQ), Hamilton Helmer 7 Powers moat analysis, Teresa Torres Opportunity Solution Trees…
Service Level Objectives (SLO), Service Level Indicators (SLI) und Service Level Agreements (SLA) mit Fehlerbudget-Tracking, Burn-Rate-Alerts und automatisierter Berichterstellung…
Helps define and stress-test a product strategy — the "why we will win" behind the roadmap. Challenges the user's assumptions about differentiation, positioning, and competitive…
Use when a strategist needs to set the experience direction before design begins — the bridge between business goals and what the designed product must achieve.
Defines accessibility requirements for UI elements including semantic markup, ARIA attributes, focus management, and screen reader support.
Define or refresh a product vision and produce a shareable Product Vision Pack (vision statement, narrative, pillars, strategic choices, rollout).
Help users create compelling product visions. Use when someone is writing a vision statement, defining a long-term product direction, aligning teams on the future state, or…
Creates a comprehensive Product Requirements Document that aligns stakeholders on what to build, why, and how success will be measured.
Creates user-facing release notes that communicate new features, improvements, and fixes in clear, benefit-focused language.
Generate a Delivery Record for a significant AI-assisted output — code (PR), FRD, audit, discovery, design-handoff, strategy, client-comm, design, QA, launch, deployment, devops,…