Machine Learning

HOL4 interactive proof development. Use when working with HOL4 proofs, .sml theorem files, Holmake builds, or hol-agent-helper.sh sessions. (project)

Shell configuration management for bazzite-ai. Updates bashrc, zshrc,starship.toml, and ghostty configs from /etc/skel defaults. Use whenusers want to reset shell configs to system defaults, check synchronizationstatus, or troubleshoot shell configuration issues.

UI/UX design intelligence. 50 styles, 21 palettes, 50 font pairings, 20 charts, 8 stacks (React, Next.js, Vue, Svelte, SwiftUI, React Native, Flutter, Tailwind). Actions: plan, build, create, design, implement, review, fix, improve, optimize, enhance, refactor, check UI/UX code. Projects: website, landing page, dashboard, admin panel, e-commerce, SaaS, portfolio, blog, mobile app, .html, .tsx, .vue, .svelte. Elements: button, modal, navbar, sidebar, card, table, form, chart. Styles: glassmorphism, claymorphism, minimalism, brutalism, neumorphism, bento grid, dark mode, responsive, skeuomorphism, flat design. Topics: color palette, accessibility, animation, layout, typography, font pairing, spacing, hover, shadow, gradient.

.NET 8.0 development expertise for VoiceLite including WPF patterns, async/await best practices, IDisposable patterns, and NuGet package recommendations. Activates when working on C# code, WPF XAML, or .NET-specific issues.

JupyterLab ML/AI development environment management via Podman Quadlet.Supports multi-instance deployment, GPU acceleration (NVIDIA/AMD/Intel),token authentication, and per-instance configuration. Use when users needto install, start, stop, or manage JupyterLab containers for ML development.

Design spec-based review workflows with visual proof and issue classification. Use when setting up review processes, validating against specifications, or implementing screenshot-based visual validation.

Process modeling using BPMN notation and flowchart patterns. Creates process diagrams with activities, gateways, events, swimlanes, and decision points for workflow documentation.

UI/UX design intelligence. 50 styles, 21 palettes, 50 font pairings, 20 charts, 8 stacks (React, Next.js, Vue, Svelte, SwiftUI, React Native, Flutter, Tailwind). Actions: plan, build, create, design, implement, review, fix, improve, optimize, enhance, refactor, check UI/UX code. Projects: website, landing page, dashboard, admin panel, e-commerce, SaaS, portfolio, blog, mobile app, .html, .tsx, .vue, .svelte. Elements: button, modal, navbar, sidebar, card, table, form, chart. Styles: glassmorphism, claymorphism, minimalism, brutalism, neumorphism, bento grid, dark mode, responsive, skeuomorphism, flat design. Topics: color palette, accessibility, animation, layout, typography, font pairing, spacing, hover, shadow, gradient.

適切なプロジェクト構造、setup.py/pyproject.toml、PyPIへの公開を使用して配布可能なPythonパッケージを作成。Pythonライブラリのパッケージング、CLIツールの作成、Pythonコードの配布時に使用。

Use when creating Docusaurus plugins (remark, rehype, theme, content, lifecycle) to extend markdown, modify HTML, or add custom functionality

Select appropriate AI/ML models based on capability matching, benchmarks, cost-performance tradeoffs, and deployment constraints.

UML diagram generation including class, sequence, activity, use case, and state diagrams

Write and edit GitHub Actions workflow files. Use when creating new workflows, editing existing .github/workflows/*.yml files, or setting up CI/CD pipelines. Triggers on requests like "create a workflow", "add GitHub Actions", "set up CI", or "edit the workflow file".

データ準備からモデル学習、検証、本番デプロイメントまでのエンドツーエンドMLOpsパイプラインを構築します。MLパイプラインの作成、MLOpsプラクティスの実装、またはモデル学習とデプロイメントワークフローの自動化時に使用します。

Create new slash commands for DevAgent workflows. Use when you need to create a new command file in .agents/commands/ and symlink it to .cursor/commands/ for Cursor IDE integration. This skill handles the complete command creation workflow including file generation, symlink creation, and structure validation.

This skill should be used when working with Python projects that use uv for package and project management. Use this skill for running Python scripts and CLI tools with `uv run`, managing dependencies, creating projects, handling virtual environments, and executing commands within isolated project environments. Essential for projects with pyproject.toml files.

ベストプラクティスとセキュリティ標準に従った、Deployment、Service、ConfigMap、Secret用の本番環境対応Kubernetesマニフェストの作成。KubernetesYAMLマニフェストの生成、K8sリソースの作成、本番グレードのKubernetes構成の実装に使用します。

Generates new Claude Code Skills with intelligent defaults. Activates when user discusses creating a new skill, capability, or reusable workflow. Infers purpose from context, creates proper YAML frontmatter, suggests tool restrictions, and sets up supporting file structure. Use when user mentions "create a skill", "new skill", "skill for", or discusses adding reusable capabilities.

Manages CDP parent segments using `tdx ps` commands with YAML configs. Covers master tables, attributes, behaviors, `tdx ps validate` for join validation, `tdx ps preview` for data preview, and schedule configuration (daily/hourly/cron). Use when creating customer master tables, validating join match rates, or troubleshooting parent segment workflows.

Estimate and optimize AI/ML costs including token usage, context window management, batch processing, and caching strategies.