DevOps

Data structures, algorithms, complexity analysis, and CS theory. Master algorithmic problem-solving and computational thinking.

Escape Docker containers and exploit Kubernetes clusters using privileged containers, Docker socket access, misconfigurations, and API abuse. Use when testing container security or performing container escape.

Prevents 30+ critical AI/ML mistakes including data leakage, evaluation errors, training pitfalls, and deployment issues. Use when working with ML training, testing, model evaluation, or deployment.

Expert guidance for developing cross-platform desktop applications with Avalonia UI framework. Use when building, debugging, or optimizing Avalonia apps including MVVM architecture, XAML design, data binding, styling, theming, custom controls, and cross-platform deployment for Windows, macOS, Linux, iOS, Android, and WebAssembly.

Checks a story's plot for inconsistencies, logical gaps, and timeline errors.

Category theory for compositional computing with string diagrams, quantum circuits, and QNLP. Covers monoidal categories, functors, tensor evaluation, and practical applications in quantum natural language processing and diagrammatic reasoning.

Expert in photo content recognition, intelligent curation, and quality filtering. Specializes in face/animal/place recognition, perceptual hashing for de-duplication, screenshot/meme detection, burst photo selection, and quick indexing strategies. Activate on 'face recognition', 'face clustering', 'perceptual hash', 'near-duplicate', 'burst photo', 'screenshot detection', 'photo curation', 'photo indexing', 'NSFW detection', 'pet recognition', 'DINOHash', 'HDBSCAN faces'. NOT for GPS-based location clustering (use event-detection-temporal-intelligence-expert), color palette extraction (use color-theory-palette-harmony-expert), semantic image-text matching (use clip-aware-embeddings), or video analysis/frame extraction.

Analyze TypeScript errors and provide detailed diagnostics with root cause analysis and specific fix recommendations

Use when implementing Disney's 12 animation principles with GSAP (GreenSock Animation Platform)

Configure release builds for maximum performance with LTO, optimizations, and binary stripping. Use for production deployments.

Build autonomous end-to-end full-stack testing agents using Claude's Computer Use API, LangGraph orchestration, and hybrid Playwright automation. Use this skill when building testing infrastructure, test automation, CI/CD test integration, or self-healing test systems.

Stages specific lines from git diffs when hunk-level staging is too coarse. Use when a file contains multiple unrelated changes that need separate semantic commits, split commits, partial staging, or cherry-picking specific lines. Requires git-lines tool on PATH.

DevOps essentials: Docker, CI/CD pipelines, deployment strategies. Use when: containerizing apps, setting up CI/CD, deploying to production. Triggers: "docker", "dockerfile", "ci/cd", "github actions", "deploy", "kubernetes", "compose", "container", "pipeline".

Generate CI/CD pipeline configurations for GitHub Actions, GitLab CI, Jenkins. Use when setting up automated build and deployment pipelines.

Marketing and sales copywriting principles focused on benefits over features. Use when writing landing pages, product descriptions, marketing emails, or any sales copy. Emphasizes showing user pain, specific outcomes, and making readers feel smart.

Provider-agnostic wait-for-change skill that uses the Dumbwaiter MCP server to wait on PR events (GitHub first) via wait.start/status/cancel/await, with progress notifications and durable state.

Chrome DevTools MCP for browser automation. Five servers configured for parallel agents. Auto-select available server, cleanup when done.

Follow zhongyi TCM system best practices and coding conventions. Use when writing new code, reviewing existing code, or ensuring consistency with project patterns. Helps maintain Django/DRF patterns, i18n, Bootstrap5 styling, and TCM-specific conventions.

Use when deploying to Vercel - covers vercel.json configuration, environment variables (printf gotcha), monorepo setup, Next.js issues, preview deployments, and common build errors

Iteration 17 of Multiplicity Cascade - Generates multiplicity manifestos