DevOps

Research and recommend optimal tech stacks for rapid MVP development. Analyzes requirements and recommends programming languages, frameworks, databases, AI models, APIs, services, and deployment platforms. Prioritizes developer experience, free tiers, type safety, and battle-tested solutions.

Comprehensive software architecture skill for designing scalable, maintainable systems using ReactJS, NextJS, Bun, Express, React Native, Swift, Kotlin, Flutter, Postgres, GraphQL, Go, Python. Includes architecture diagram generation, system design patterns, tech stack decision frameworks, and dependency analysis. Use when designing system architecture, making technical decisions, creating architecture diagrams, evaluating trade-offs, or defining integration patterns.

ADM2020 알루미늄 설계 매뉴얼(Specification, Commentary, Design Guide, Examples)을 검색하고 구조계산을 수행하며, 설계 워크플로우를 제공합니다. 알루미늄 구조설계, 6061-T6/6063-T5 합금, 템퍼 지정, 열영향부(HAZ), 좌굴상수, ASD 설계 관련 질문에 즉시 활성화되며, 공식 추출, 예제 매칭, 합금별 계산, 용어 설명, 기호 정의를 지원합니다.

Expert in 2000s-era music visualization (Milkdrop, AVS, Geiss) and modern WebGL implementations. Specializes in Butterchurn integration, Web Audio API AnalyserNode FFT data, GLSL shaders for audio-reactive visuals, and psychedelic generative art. Activate on "Milkdrop", "music visualization", "WebGL visualizer", "Butterchurn", "audio reactive", "FFT visualization", "spectrum analyzer". NOT for simple bar charts/waveforms (use basic canvas), video editing, or non-audio visuals.

Use when you need facts before making decisions. Triggers: starting a new task,unclear requirements, need to understand codebase, unsure what exists,"what do we have", "gather information", "look at", "find out".Do NOT use for interpretation or planning - that's ant-orient.

DevOps and server management for Skriptoteket on home server (hemma.hule.education). Branched skill covering deploy, database, users, CLI, security, network, DNS, and troubleshooting.

Expert guidance for Docker Compose including multi-container applications, service definitions, networks, volumes, environment variables, health checks, and orchestration. Use this when working with Docker Compose files and container orchestration.

Assess commercial viability of book concepts for Amazon KDP self-publishing. Use when the user has a Book Concept Document and wants to understand market demand, competition, pricing, and positioning before committing to write. Produces a Market Research Report with viability scorecard and Go/No-Go recommendation. Works standalone (commercial analysis only) or after idea-validator (integrated assessment). Nonfiction only.

This skill should be used when the user asks to "confluence page", "create documentation", "tech design", "write to confluence", "read from confluence", "link confluence", "create TDD", "write runbook", "meeting notes", "release notes", "architecture decision", or needs guidance on creating, managing, and organizing documentation in Confluence with integration to Jira workflows.

Generate Django REST Framework serializers with validation, nested relationships, and best practices. Use when creating or updating API serializers, especially for complex models with relationships.

Verify 3-Mirror skill sync consistency across .public/skills, .codex/skills, and .claude/skills. Use after skill changes, before commits, or for CI validation.

Systematically debug issues using Sherpa's Bug Hunt workflow. Activates when fixing bugs, investigating errors, debugging broken functionality, or handling regressions. Prevents symptom-fixing by enforcing reproduction-first approach.

This skill should be used when the user asks to "modify OAPS internals", "add a new subsystem", "understand OAPS architecture", "add a CLI command", "write OAPS tests", "create builtin hooks", "add a hook rule", "debug OAPS", "fix OAPS bug", "extend OAPS", "navigate the OAPS codebase", "understand the spec system", "understand hooks", "OAPS CI failing", or when working on src/oaps/ code, oaps.cli._commands, oaps.hooks, oaps.spec, oaps.config, oaps.repository, or oaps.artifacts packages.

Automatically generate conventional commit messages when user has staged changes and mentions committing. Analyzes git diff and status to create properly formatted commit messages following conventional commits specification. Invoke when user mentions "commit", "staged", "committing", or asks for help with commit messages.

AWS CLI v2 quick-reference for experienced developers. Covers compute (Lambda, ECS, EKS), storage (S3, DynamoDB, Aurora), networking (VPC, SSM tunneling), security (IAM, Secrets Manager), and GitHub Actions CI/CD. Use when asked to "write aws commands", "debug aws access", "set up cross-account roles", "configure aws cli", "assume role", "S3 bucket operations", or "deploy to ECS".

Generate images and videos using Google GenAI models. Use when user asks to "generate image with Gemini/Nano Banana", "create video with Veo", "make an image using Imagen", or requests media generation with specific models like gemini-2.5-flash-image, gemini-3.0-pro-image, imagen-3.0, veo-3.1, or veo-3.0.

Comprehensive DuckDB database backup toolkit supporting both file-based (cp) and native (ATTACH+COPY) backup approaches. Use when you need to backup DuckDB databases locally or to remote storage, create daily scheduled backups, verify backup integrity, or manage backup retention policies.

PPO network architecture sizing for trading models. Trigger: (1) model files are unexpectedly small/large, (2) choosing hidden_dims for training, (3) balancing model capacity vs inference speed.

Deploy the Light Bot application to the staging server using SSH and Docker Compose.

Follow these patterns when implementing quant domain resources like Dataset, Signal, Alpha, Portfolio, Strategy, Universe, Backtest, or MonitoringRun in OptAIC. Use for creating DB models, DTOs, services, and tests for trading-specific entities.