Skip to content
AI Engineer logo

AI Engineer

专注于 LLM 应用开发,涵盖 RAG 和 LangChain 架构。

SKILL.md

Full skill instructions

AI Engineer Skills

提供构建现代 AI 应用的核心能力。

包含的技能模块

1. RAG 实现 (RAG Implementation)

  • 核心价值: 构建基于私有知识库的问答系统。
  • 关键技术: 向量数据库, 文本分块, 检索增强生成.
  • 使用场景: 智能客服、文档问答助手。

2. LangChain 架构 (LangChain Architecture)

  • 核心价值: 掌握 LLM 应用开发的通用框架。
  • 关键技术: Chains, Agents, Memory, Tools.
  • 使用场景: 复杂 AI 工作流编排、Agent 开发。

如何使用

  • RAG 开发: "请参考 RAG 实现,帮我设计一个文档问答系统的架构。"
  • Agent 编排: "请使用 LangChain 架构,帮我写一个能搜索互联网的 Agent。"

More Other skills

Delegate independent tasks to specialized agents working concurrently with isolated context.

295.4K 206.3K
View

Applies Anthropic's official brand colors and typography to any sort of artifact that may benefit from having Anthropic's look-and-feel. Use it when brand colors or style guidelines, visual formatting, or company design standards apply.

179.7K 100.1K
View

Toolkit for styling artifacts with a theme. These artifacts can be slides, docs, reportings, HTML landing pages, etc. There are 10 pre-set themes with colors/fonts that you can apply to any artifact that has been creating, or can generate a new theme on-the-fly.

179.7K 89.5K
View

A set of resources to help me write all kinds of internal communications, using the formats that my company likes to use. Claude should use this skill whenever asked to write some sort of internal communications (status reports, leadership updates, 3P updates, company newsletters, FAQs, incident reports, project updates, etc.).

179.7K 76.1K
View

Fundamental design principles for writing maintainable, testable Python code.

40.2K 21.9K
View

Modern responsive layouts using container queries, fluid typography, CSS Grid, and mobile-first strategies.

40.2K 20K
View

Generate Playwright tests from scenarios using interactive browser exploration and validation.

39.7K 18.2K
View

Modern React state management with Redux Toolkit, Zustand, Jotai, and React Query for every state category.

40.2K 14.7K
View

GDPR-compliant data handling with consent management, data subject rights, and privacy controls.

40.2K 14.3K
View

Python error handling patterns including input validation, exception hierarchies, and partial failure handling. Use when implementing validation logic, designing exception strategies, handling batch processing failures, or building robust APIs.

40.2K 13.5K
View

Detailed multi-file refactor planning with safety checks and rollback guidance.

39.7K 13K
View