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Uma meta-skill de engenharia de habilidades para Hanako, projetada para consolidar prompts fragmentados, habilidades antigas ou desordenadas em ativos de habilidade de longo prazo bem documentados, manteníveis, extensíveis e auto-reparáveis. Use-a para criação de novas habilidades, refatoração ou estabelecimento de gerenciamento abrangente de habilidades, não para pequenos ajustes ou correções de bugs.

Obtenha dados estruturados de redes sociais e plataformas web via APIs Parseium. Utilize quando usuários desejarem extrair perfis, posts, vídeos, comentários ou outros dados de Instagram, TikTok, YouTube, Reddit, LinkedIn, Zillow, Indeed ou App Store.

Graph Neural Networks (PyG). Node/graph classification, link prediction, GCN, GAT, GraphSAGE, heterogeneous graphs, molecular property prediction, for geometric deep learning.

AAU AI Cloud compute cluster interface. Use when the user mentions HPC, Slurm, GPU jobs, batch scripts, sbatch, srun, compute cluster, AI Cloud, CLAAUDIA, AAU HPC, Singularity containers on the cluster, training on GPUs, or anything related to running workloads on the AAU AI Cloud.

Measure the causal impact of a marketing campaign, promo, or intervention on a business metric (revenue, conversions, transactions) using Bayesian structural time series. Use this skill whenever the user mentions "causal impact", "campaign uplift", "promo effect", "incrementality", "did the campaign work", "revenue lift from campaign", "measure uplift", "what was the true effect", "counterfactual

Enforce, review, and generate consistent code across registered languages: Python, Golang, Bash/Shell, Rust, PowerShell, Terraform, Ansible. Auto-expands when new languages are encountered. Includes inline quality triage (performance, security, testability, architecture smells). Trigger on: "consistency", "style", "conventions", "review my code", "refactor", "clean up", "idiomatic", "linting", "be

iOS typography guidance. Triggers on: typography, fonts, type scale, text styling, iOS fonts, open source fonts, custom fonts, Dynamic Type, font pairing.

Django architecture patterns including DRF, ORM optimization, signals, middleware, and project structure

This skill should be used when the user asks to "install a package", "add a dependency", "check for vulnerabilities", "audit dependencies", or mentions "npm install", "pip install", "composer require", "yarn add", "pnpm add", "check vulnerability", "audit dependencies". Provides dependency security and version management by intercepting package installs to enforce latest versions and block vulnera

Codebase Analyzer workflow for brownfield codebases — deep structural analysis producing structured YAML artifacts for downstream agents. Use this skill whenever the user wants to analyze, assess, or understand an existing codebase — including requests like "analyze my codebase", "what's the health of this project", "check for tech debt", "audit dependencies", "understand this codebase before we s

Grade de referência em psicologia cognitiva UX: 106 vieses cognitivos e princípios comportamentais organizados em 4 categorias (Informação, Significado, Tempo, Memória) para auditar, projetar ou otimizar interfaces. Use esta skill ao abordar vieses cognitivos, psicologia UX, nudge, design de persuasão, dark patterns, auditoria comportamental, heurísticas de decisão ou otimização.

Use when doing a code review or design analysis from the perspective of Linus Torvalds - applying principles of good taste, simplicity, pragmatism, and zero tolerance for unnecessary complexity. Triggered by "linus review", "brutal review", "is this code good", or requests for opinionated technical critique.