DevOps

Portfolio optimization using PyPortfolioOpt for mean-variance optimization, efficient frontier analysis, risk modeling, and discrete allocation. Use when building investment portfolios, calculating optimal weights, analyzing risk-return tradeoffs, maximizing Sharpe ratio, minimizing volatility, or converting weights to share allocations. Supports HRP, CVaR, semivariance, and custom objectives.

LLM observability with self-hosted Langfuse 3.x - tracing, evaluation, monitoring, prompt management, and cost tracking

Assess companies for Azure Ascent prospect fit using NICE framework and Reality-Map classification

Validate images against tacosdedatos illustration style guide. Use this skill when reviewing generated images, checking uploaded images for brand consistency, providing quality feedback on visual assets, or deciding if an image is ready for publication. Returns pass/fail with specific actionable feedback.

Create bold, high-end, production-grade frontend interfaces with the mindset of a professional UI/UX designer and frontend engineer. This skill is used when the user asks to design or redesign web interfaces (components, pages, dashboards, or applications) that must feel intentional, distinctive, and non-generic.The model should actively draw inspiration from a wide range of real-world design references (e.g. modern product interfaces, editorial layouts, design systems, experimental web design, trends seen on platforms like Pinterest, Awwwards, Dribbble), without copying any single source.The output must be real, implementation-ready code, but should avoid rigid, template-like, or overly symmetric “AI-looking” components. Layouts, spacing, typography, hierarchy, and interaction patterns should feel designed, not generated.Preference is given to strong visual direction, thoughtful UX decisions, and controlled experimentation over safe or conventional UI patterns.

Templates and patterns for requirements documents. Use when creating specifications, validating spec structure, or managing requirements documentation.

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 and git's hunks group them together.

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.