zhizhunbao

Convert between .ipynb and .py formats for course assignments. Use when (1) user asks to convert notebook to script or vice versa, (2) mentions "转换" or "convert", (3) needs to switch between interactive and script formats.

Vectorize PDF textbooks for semantic search. Use when (1) need to quickly find concepts in textbooks, (2) building personal knowledge base, (3) preparing study materials with searchable content, (4) want to query textbook semantically.

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

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

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.

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.

Convert markdown lab reports to Word documents with proper formatting. Use when (1) user needs to submit .docx, (2) mentions "转docx" or "convert to word", (3) preparing lab submission.

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.

Add concise study notes to lecture materials. Use when (1) user asks to add notes to extracted PDFs/slides, (2) mentions "笔记" or "notes", (3) organizing course content.

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

Prepare and validate lab assignments for submission. Use when (1) user asks to prepare submission, (2) mentions "提交" or "submit lab", (3) ready to upload to Brightspace.

Generate code and output screenshots from Python scripts for assignment documentation. Use when (1) user needs to create screenshots for Lab.docx, (2) mentions "代码截图" or "screenshot", (3) needs to capture code execution and results.

Verify consistency between .py, .ipynb, and .md files for lab assignments. Use when (1) user asks to check consistency, (2) mentions "一致" or "consistency", (3) before lab submission.

Generate bilingual learning materials from structured content. Use when (1) translating technical articles, (2) creating dual-language study notes, (3) preparing course materials with original and translation, (4) converting scraped content to bilingual markdown.

Create assignment submission documents (Word/PDF) with screenshots, discussions, and analysis. Use when (1) user needs to create Lab.docx or Assignment.docx, (2) mentions "作业文档" or "submission document", (3) needs to organize screenshots and discussions for submission.

Scrape course materials from Brightspace LMS. Use when (1) need to download course content (slides, labs, assignments), (2) organize course materials locally, (3) filter specific module types, (4) batch download from multiple courses.

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

Work with Weka data files (.arff format). Use when (1) user needs to convert ARFF to CSV, (2) mentions Weka data files, (3) needs to extract column names from ARFF files.

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 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 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.

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

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

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.

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.

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.

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

网页抓取与数据提取。Use when (1) 需要抓取网页内容, (2) 绕过反爬虫机制, (3) 处理动态加载内容, (4) 批量采集数据, (5) 解析特定网站结构