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Meta-review skill for validating generated creative assets (videos, images, designs) against a reference style brief. Extracts frames, compares against style criteria, scores adherence, and produces actionable feedback for iteration. Self-improving feedback loop: each review refines the style brief for the next generation. Use when: (1) reviewing a generated video against a reference style, (2) va

Expert in building voice AI applications - from real-time voice agents to voice-enabled apps. Covers OpenAI Realtime API, Vapi for voice agents, Deepgram for transcription, ElevenLabs for synthesis, LiveKit for real-time infrastructure, and WebRTC fundamentals. Knows how to build low-latency, production-ready voice experiences. Use when: voice ai, voice agent, speech to text, text to speech, realt

Orientação especializada para construir UIs Android modernas com Jetpack Compose, cobrindo gerenciamento de estado, navegação, desempenho e Material Design 3.

The Design System, Theme, and UX rules for the Physical AI Hub.

Molecular machine learning toolkit. Property prediction (ADMET, toxicity), GNNs (GCN, MPNN), MoleculeNet benchmarks, pretrained models, featurization, for drug discovery ML.

Staged build methodology for software projects: technical spike → design notes → build plan → stage-by-stage execution with professional-grade testing. Use when user says '/architect', 'new project', 'start a project', 'build this from scratch', wants to plan/build with structured methodology, or resumes an in-progress staged build. NOT for: quick scripts or one-off fixes.

Turn vague intent into a precise, executable spec in five phases. CARL TRIGGERS: write a spec, draft a spec, scope this feature, spec out, requirements doc. SOURCE: garrytan/gstack/spec, integrated as gs-spec on 2026-05-29.

When the user wants to create or optimize an email sequence, drip campaign, automated email flow, or lifecycle email program. Also use when the user mentions "email sequence," "drip campaign," "nurture sequence," "onboarding emails," "welcome sequence," "re-engagement emails," "email automation," or "lifecycle emails." For in-app onboarding, see onboarding-cro.

React composition patterns that scale. Use when refactoring components with boolean prop proliferation, building flexible component libraries, or designing reusable APIs. Triggers on tasks involving compound components, render props, context providers, or component architecture. Includes React 19 API changes.

Inspirado na autoresearch de Karpathy, este loop de experimentação autônomo universal executa experimentos para qualquer projeto com métricas mensuráveis e variáveis ajustáveis, modificando, medindo e iterando autonomamente. É aplicável a diversos domínios, como landing pages, campanhas de anúncios e pipelines RAG, ou qualquer área com um sinal de feedback.

Gerencia o desenvolvimento de projetos Chronicle usando marcos rastreados em banco de dados, próximos passos e visualização de roteiro. Funciona com ferramentas MCP ou comandos CLI, eliminando atualizações manuais do DEVELOPMENT_HISTORY.md.

O SDK JavaScript/TypeScript do Azure Queue Storage (@azure/storage-queue) permite operações como enviar, receber, espiar e excluir mensagens em filas. Ele suporta recursos como tempo limite de visibilidade, codificação de mensagens e operações em lote.