深度學習

Process unstructured brain dumps, transcripts, and stream-of-consciousness notes into structured knowledge base content. Use when converting raw ideas, meeting notes, or recorded thoughts into organized documentation.

Help with Python ML/DL development. Assists with PyTorch code, model debugging, tensor shape issues, CUDA errors, gradient problems, and training optimization. Use when user has ML code issues or asks about PyTorch, transformers, or deep learning.

Structure Rust code using modules, traits, builders, and newtypes. Use when designing APIs, abstracting behavior, or preventing type confusion.

Apply consistent coding style and formatting standards using automated tools (ESLint, Prettier, Ruff) with clear naming conventions, top-down code organization, and appropriate function/component sizing. Use this skill when writing any code in any language, naming files and variables, structuring code within files, organizing imports, configuring linters and formatters, or setting up pre-commit hooks. Apply when working on TypeScript/JavaScript files, Python files, .NET/C# files, configuration files (tsconfig.json, .prettierrc, .eslintrc), or any code that needs consistent formatting and naming. This skill ensures automated formatting with Prettier/Ruff (let tools handle it), ESLint/analyzer enforcement, TypeScript strict mode always enabled, proper naming conventions (PascalCase.tsx for React components, camelCase.ts for utilities, IPascalCase for interfaces with I prefix, PascalCase for types without prefix, camelCase for functions/constants/database fields/API endpoints/JSON keys, no underscore prefix for

Deep technical assistant for projects that combine Neural Quantum States (FFNN-based) with Sample-based Quantum Diagonalization (SQD). Trigger this skill whenever the task involves: (1) designing or analyzing NQS architectures for quantum chemistry, (2) connecting classical samplers to qiskit-addon-sqd, (3) studying sample-efficiency, bias, and variance in few-sample regimes (e.g. 12-bit / 14-bit H2).

Create detailed travel itineraries with activities, logistics, and day-by-day schedules. Use for vacation planning, trip organization, and travel documentation.

Executive leadership guidance for strategic decision-making, organizational development, and stakeholder management. Includes strategy analyzer, financial scenario modeling, board governance frameworks, and investor relations playbooks. Use when planning strategy, preparing board presentations, managing investors, developing organizational culture, making executive decisions, or when user mentions CEO, strategic planning, board meetings, investor updates, organizational leadership, or executive strategy.

Load when optimizing content for search engines, performing keyword research,writing meta tags, analyzing SEO performance, or any task related to organicsearch visibility. Contains comprehensive SEO best practices for 2024-2025.

Frontend development guidelines for React/TypeScript applications. Modern patterns including Suspense, lazy loading, useSuspenseQuery, file organization with features directory, MUI v7 styling, TanStack Router, performance optimization, and TypeScript best practices. Use when creating components, pages, features, fetching data, styling, routing, or working with frontend code.

Load when starting work in 10x-Mapmaster or when unsure about project standards. Covers file organization, naming conventions, type constraints, SQL style, and project-specific limits (200-char descriptions, answer enums). Use to understand how the codebase is structured and what standards to follow.

生成和验证 JSON-LD 结构化数据，支持 Article、BlogPosting、Organization、WebPage、Product、LocalBusiness 等 Schema.org 类型。自动检测页面类型，验证语法，检查必需字段，提供 Google Rich Results 测试工具链接和 Next.js 组件代码示例。

Automatically review Rust code after edits to .rs files, providing pragmatic suggestions for idiomatic patterns, performance, safety, and code organization. Activate when Rust source files are modified or when explicitly requested.

This skill guides the process of creating new Claude Code skills, covering skill anatomy, frontmatter format, naming conventions, organization patterns, and when to use personal vs company-specific skills. Use this skill when you want to create a new skill or understand skill structure.

Access shared business context including company identity, mission, org chart, staff directory, and policies. Use this when an agent needs to understand the business they work for, organizational structure, who's who, or business policies. Returns content from org/business/ directory.

This skill should be used when setting up production-ready multi-tenant support with Organizations, Memberships, Invitations, and Superadmin role in a Next.js App Router application. Use this skill when implementing tenant isolation, role-based permissions, invitation flows, or converting a single-tenant app to multi-tenant. Includes complete schema, API routes, helpers, security guardrails, and UI patterns for reusable multi-tenant architecture.

Production-ready authentication framework for TypeScript with Cloudflare D1 support via Drizzle ORM or Kysely. Use this skill when building auth systems as a self-hosted alternative to Clerk or Auth.js, particularly for Cloudflare Workers projects. CRITICAL: better-auth requires Drizzle ORM or Kysely as database adapters - there is NO direct D1 adapter. Supports social providers (Google, GitHub, Microsoft, Apple), email/password, magic links, 2FA, passkeys, organizations, and RBAC. Prevents 12+ common authentication errors including D1 adapter misconfiguration, schema generation issues, session serialization, CORS, OAuth flows, and JWT token handling.Keywords: better-auth, authentication, cloudflare d1 auth, drizzle orm auth, kysely auth, self-hosted auth, typescript auth, clerk alternative, auth.js alternative, social login, oauth providers, session management, jwt tokens, 2fa, two-factor, passkeys, webauthn, multi-tenant auth, organizations, teams, rbac, role-based access, google auth, github auth, micros

Provides patterns and guidance for implementing user-scoped data filtering and multi-tenancy in web applications. Use this skill when you need to: (1) Restrict data access based on user identity, (2) Implement ownership checks for database operations, (3) Build multi-tenant applications with organization-level data scoping, (4) Implement admin bypass for viewing all data, (5) Create audit trails for data access. This skill focuses on Python, FastAPI, and SQLAlchemy.

Software testing patterns, strategies, and best practices. Use when writing tests, discussing test architecture, mocking, fixtures, or test organization. Triggers on mentions of testing, unit tests, integration tests, pytest, jest, mocking, fixtures, TDD, test coverage.

Create professional diagrams using Mermaid or DOT/Graphviz. Mermaid for flowcharts, sequences, classes, ER, Gantt, architecture with semantic coloring and WCAG AA accessibility. DOT/Graphviz for pure network graphs, semantic webs, and maximum layout control.

Frontend development guidelines for React/TypeScript applications. Modern patterns including Suspense, lazy loading, useSuspenseQuery, file organization with features directory, MUI v7 styling, TanStack Router, performance optimization, and TypeScript best practices. Use when creating components, pages, features, fetching data, styling, routing, or working with frontend code.