Machine Learning

Design and refactor beam tracking ML/RL pipelines (CSI teacher vs RSRP student), enforce shape contracts, and produce inference-safe models.

Apply sophisticated design system principles to HTML emails including typography hierarchy, color palettes, spacing systems, and layout patterns. Use when creating email templates that need cohesive, intentional design within email HTML constraints. Covers section composition, visual rhythm, and brand application.

Analyze and validate HTML heading hierarchy (H1-H6) on web pages. Use when users ask to check headings structure, verify H1 presence, analyze SEO heading hierarchy, find heading issues, or audit page structure. Detects missing H1, multiple H1s, skipped levels, empty headings, and hierarchy violations.

Proxmox VE virtualization platform reference for VM/LXC management, clustering,storage, and networking. Includes Terraform and Ansible integration patterns.Use when working with Proxmox configurations, CLI commands, troubleshootingVMs/containers, or planning resource allocation.Triggers: proxmox, qemu, kvm, lxc, pve, vm, container, cluster, vzdump, qm, pct.

Station Service SDK를 사용한 테스트 시퀀스 개발 가이드. SequenceBase 패턴, emit 메서드, manifest.yaml 작성법 제공. 사용자가 시퀀스 개발, SequenceBase 구현, 테스트 자동화 코드 작성, manifest.yaml 설정, emit 메서드 사용법을 문의할 때 활성화.

Guide for authoring Dagu workflows including YAML syntax, steps, executors, scheduling, dependencies, and workflow composition

Create a new Claude Code slash command with proper YAML frontmatter structure. Use when the user wants to add a custom slash command to a plugin. Handles command file creation with description, argument hints, allowed tools, and all advanced features.

Docker, Kubernetes, CI/CD, model monitoring, and cloud platforms. Use for deploying ML models to production, setting up pipelines, or infrastructure.

Generate pnpm workspace configuration files for monorepo package management. Triggers on "create pnpm workspace", "generate pnpm-workspace.yaml", "pnpm monorepo setup", "workspace config".

Auto-detect and load minimal context from Skills folders using progressive disclosure, trimming 1400 tokens from system prompt through metadata-first loading. Use when optimizing token usage, managing multiple skills, or preventing context bloat. Load YAML metadata first, then conditionally load full SKILL.md only for matched skills based on task triggers. Achieves 10% accuracy improvement via targeted context. Triggers on "optimize skills", "reduce tokens", "smart loading", "skill efficiency".

Automate F5 Distributed Cloud web console operations through browser automation using mcp__claude-in-chrome MCP tools. Handles multi-provider authentication (Azure SSO, Google, Okta, SAML, native username/password), detecting session expiry and navigating login flows. Warns when VPN is required. Use when creating HTTP/TCP load balancers, origin pools, WAF policies, deploying cloud sites (AWS/Azure/GCP), managing DNS zones, configuring service policies, or executing any F5 XC GUI-based tasks. Triggers on: F5 XC console, GUI automation, browser automation, login, SSO, authenticate, tenant management, visual configuration, Web App and API Protection, WAAP.

Identifies files over 300 lines and decomposes them into smaller modules while preserving functionality exactly. Use when user says "streamline", "decompose files", "refactor large files", or wants to break down oversized source files.

Apply ZyntroTest brand guidelines and design system to all UI components. Use this skill when building, modifying, or reviewing any HTML/CSS components, pages, or features for ZyntroTest.com to ensure brand consistency, proper styling, and adherence to the established design system. This skill should be proactively applied whenever creating or editing visual elements, forms, buttons, cards, layouts, or any user-facing components.

Multi-service orchestration with Docker Compose, focusing on network isolation, environment-specific profiles, and service discovery. Triggers: docker-compose, container-networking, docker-profiles, service-discovery, yaml-config.

Generates PowerPoint presentations from templates with consistent styling across tables, charts, and Mermaid diagrams. Use when creating PPTX files, working with template-based presentations, or applying unified styling from style.yaml. Supports Python, R, and native PowerPoint shapes.

Provides reference documentation and examples for all of the available Flowbite TailwindCSS HTML UI Components plus the related Typography and Forms plugins.

Create distinctive, production-grade frontend interfaces with high design quality. Use this skill when the user asks to build web components, pages, artifacts, posters, or applications (examples include websites, landing pages, dashboards, React components, HTML/CSS layouts, or when styling/beautifying any web UI). Generates creative, polished code and UI design that avoids generic AI aesthetics.

Create, configure, and deploy Hugging Face Spaces for showcasing ML models. Supports Gradio, Streamlit, and Docker SDKs with templates for common use cases like chat interfaces, image generation, and model comparisons.

Execute configuration-driven analysis workflows from YAML files. Use for running analysis pipelines, data processing tasks, and automation workflows defined in YAML configuration.

Bridge Rust and Python using PyO3 with proper GIL handling and async compatibility. Use when integrating Python ML models or libraries.