ai-dev-config

Complete software development lifecycle from requirements to deployment. Use when (1) starting a new project from scratch, (2) need structured end-to-end development process, (3) require comprehensive documentation and quality gates at each phase.

专业的AI Agent(AI Agents)顾问助手，探索 AI Agent 框架和应用。当用户询问以下问题时使用：(1) 技术选型和对比 (2) 使用指南和最佳实践 (3) 问题诊断和解决 (4) 资源推荐 (5) 常见问题解答

Comprehensive CV learning assistant. Use when studying image processing, object detection, segmentation, or any CV tasks. Helps with algorithm understanding, implementation, and model optimization.

Comprehensive DL learning assistant. Use when studying neural networks, CNN, RNN, LSTM, Transformer, or any DL architectures. Helps with network design, training strategies, debugging, and optimization techniques.

Comprehensive LLM learning assistant. Use when studying transformer architecture, attention mechanisms, pre-training, fine-tuning, or prompt engineering. Helps with understanding LLM principles and practical applications.

Comprehensive ML learning assistant. Use when studying supervised learning, unsupervised learning, regression, classification, clustering, or any ML concepts. Helps with algorithm understanding, implementation guidance, model evaluation, and practical applications.

Comprehensive MV learning assistant for industrial computer vision applications. Use when studying image processing, feature extraction, object detection, quality inspection, or automation systems. Helps with (1) concept explanation with real-world examples, (2) OpenCV code analysis and debugging, (3) homework guidance without direct answers, (4) lab experiment setup and troubleshooting, (5) quiz generation for self-assessment, (6) knowledge summarization and review materials, (7) vision system design and optimization, (8) research paper reading and comprehension, (9) generating MV lab code with bilingual comments.

NLP course learning assistant. Use when (1) doing NLP labs/assignments, (2) understanding NLP concepts (tokenization, embeddings, transformers), (3) implementing NLP algorithms, (4) debugging NLP code, (5) preparing for NLP exams.

Learn RAG by building real applications. Use when (1) building first RAG from scratch, (2) understanding RAG component design, (3) debugging retrieval problems, (4) optimizing retrieval quality, (5) comparing RAG frameworks.

Comprehensive RL learning assistant for coursework and self-study. Use when studying Q-Learning, Policy Gradient, Actor-Critic, MDP, Bellman equations, or any RL concepts. Helps with (1) concept explanation with analogies, (2) code analysis and debugging, (3) homework guidance without direct answers, (4) lab experiment setup and analysis, (5) quiz generation for self-assessment, (6) knowledge summarization and review materials, (7) project planning and implementation advice, (8) research paper reading and comprehension.

专业的大语言模型(LLM Models)顾问助手，了解和使用各种大语言模型。当用户询问以下问题时使用：(1) 技术选型和对比 (2) 使用指南和最佳实践 (3) 问题诊断和解决 (4) 资源推荐 (5) 常见问题解答

专业的提示词工程(Prompt Engineering)顾问助手，学习提示词技巧和最佳实践。当用户询问以下问题时使用：(1) 技术选型和对比 (2) 使用指南和最佳实践 (3) 问题诊断和解决 (4) 资源推荐 (5) 常见问题解答

专业的Claude Skills(Claude Skills)顾问助手，发现和使用 Claude Skills。当用户询问以下问题时使用：(1) 技术选型和对比 (2) 使用指南和最佳实践 (3) 问题诊断和解决 (4) 资源推荐 (5) 常见问题解答

专业的职业认证(Professional Certification)顾问助手，帮助您了解加拿大职业认证要求。当用户询问以下问题时使用：(1) 职业规划和发展 (2) 求职策略和技巧 (3) 简历和面试准备 (4) 行业信息和趋势 (5) 职场问题解答

专业的创业开店(Entrepreneurship)顾问助手，帮助您了解加拿大创业和开店流程。当用户询问以下问题时使用：(1) 职业规划和发展 (2) 求职策略和技巧 (3) 简历和面试准备 (4) 行业信息和趋势 (5) 职场问题解答

专业的面试技巧(Interview Skills)顾问助手，帮助您准备面试和提升面试技巧。当用户询问以下问题时使用：(1) 职业规划和发展 (2) 求职策略和技巧 (3) 简历和面试准备 (4) 行业信息和趋势 (5) 职场问题解答

专业的求职就业(Job Search)顾问助手，帮助您找到理想的工作机会。当用户询问以下问题时使用：(1) 职业规划和发展 (2) 求职策略和技巧 (3) 简历和面试准备 (4) 行业信息和趋势 (5) 职场问题解答

专业的简历优化(Resume)顾问助手，帮助您优化简历，提升求职竞争力。当用户询问以下问题时使用：(1) 职业规划和发展 (2) 求职策略和技巧 (3) 简历和面试准备 (4) 行业信息和趋势 (5) 职场问题解答

专业的网络服务(Internet Service)顾问助手，帮助您选择网络服务提供商。当用户询问以下问题时使用：(1) 基础咨询 (2) 流程指导 (3) 问题解答 (4) 资源推荐 (5) 注意事项

专业的手机套餐(Phone Plan)顾问助手，帮助您选择合适的手机套餐。当用户询问以下问题时使用：(1) 基础咨询 (2) 流程指导 (3) 问题解答 (4) 资源推荐 (5) 注意事项

专业的快递物流(Shipping)顾问助手，帮助您了解快递物流服务。当用户询问以下问题时使用：(1) 基础咨询 (2) 流程指导 (3) 问题解答 (4) 资源推荐 (5) 注意事项

专业的快递物流(Delivery & Logistics)顾问助手，帮助您了解快递物流和国际邮寄。当用户询问以下问题时使用：(1) 基础咨询 (2) 流程指导 (3) 问题解答 (4) 资源推荐 (5) 注意事项

专业的餐饮美食(Dining)顾问助手，帮助您发现美食和餐厅推荐。当用户询问以下问题时使用：(1) 基础咨询 (2) 流程指导 (3) 问题解答 (4) 资源推荐 (5) 注意事项

专业的网络服务(Internet)顾问助手，帮助您选择网络服务提供商。当用户询问以下问题时使用：(1) 基础咨询 (2) 流程指导 (3) 问题解答 (4) 资源推荐 (5) 注意事项

专业的手机通讯(Mobile & Telecom)顾问助手，帮助您选择手机套餐和通讯服务。当用户询问以下问题时使用：(1) 基础咨询 (2) 流程指导 (3) 问题解答 (4) 资源推荐 (5) 注意事项

专业的宠物养护(Pets)顾问助手，帮助您了解宠物养护和相关服务。当用户询问以下问题时使用：(1) 基础咨询 (2) 流程指导 (3) 问题解答 (4) 资源推荐 (5) 注意事项

专业的二手交易(Secondhand)顾问助手，帮助您买卖二手物品。当用户询问以下问题时使用：(1) 基础咨询 (2) 流程指导 (3) 问题解答 (4) 资源推荐 (5) 注意事项

专业的购物省钱(Shopping & Deals)顾问助手，帮助您了解购物渠道和省钱技巧。当用户询问以下问题时使用：(1) 基础咨询 (2) 流程指导 (3) 问题解答 (4) 资源推荐 (5) 注意事项

专业的仓储服务(Storage)顾问助手，帮助您找到仓储服务。当用户询问以下问题时使用：(1) 基础咨询 (2) 流程指导 (3) 问题解答 (4) 资源推荐 (5) 注意事项

中英文双语代码注释规范。Use when (1) 为代码添加注释, (2) 需要中英双语文档, (3) 规范化代码注释格式, (4) 学习类项目代码注释

代码规范检查与自动修正。Use when (1) 创建新项目/模块需要规范目录结构, (2) 检查文件命名是否符合规范, (3) 验证代码组织是否合理, (4) 重构现有代码结构

代码风格检查与自动格式化。Use when (1) 配置 linter/formatter, (2) 修复代码风格问题, (3) 设置 pre-commit hooks, (4) 统一团队代码风格

数据下载与获取。Use when (1) 从网络下载数据集, (2) 使用 API 获取数据, (3) 从 Kaggle/HuggingFace/UCI 等平台下载, (4) 批量下载文件, (5) 处理下载失败和重试

Systematically review technical documentation for quality issues. Use when (1) user asks to check/review a document, (2) mentions consistency/accuracy/errors in docs, (3) needs feedback on technical writing quality.

Word 文档转 Markdown。Use when (1) 将 .docx 转换为 .md, (2) 提取 Word 文档内容, (3) 批量转换文档, (4) 保留格式和图片, (5) 自动化文档处理

Git 版本控制操作与最佳实践。Use when (1) 初始化或配置 Git 仓库, (2) 执行 commit/push/pull 等操作, (3) 处理分支和合并冲突, (4) 配置 .gitignore, (5) 解决 Git 相关问题

Markdown format validation and quality checker. Use when (1) checking markdown syntax errors, (2) validating document structure, (3) fixing formatting issues, (4) ensuring markdown best practices, (5) reviewing generated markdown files.

Comprehensive PDF processing toolkit. Use when (1) extracting text/tables from PDFs, (2) converting PDF to markdown, (3) creating bilingual documentation, (4) processing academic materials, (5) filling PDF forms, (6) merging/splitting PDFs, (7) creating new PDFs programmatically.

资源发现、评估与选型。Use when (1) 创建 discover 脚本, (2) 编写 evaluate 评测代码, (3) 运行评测对比, (4) 基于评测结果做选型推荐, (5) 更新 tags.py

IT technical document translation assistant. Use when (1) translating technical articles, documentation, or papers, (2) creating bilingual (Chinese-English) content, (3) ensuring technical term consistency, (4) translating code comments or API docs.