自适应教学:先探测基础再讲解,每次只讲一个概念,讲完立刻检查记忆。
编程
Tutoring
获得多角度拆解知识点的辅导:图表、类比、详解题例、练习题与完整学习指南。
它能做什么
基于 CellCog SDK 的学习工作流,从第一性原理讲解概念,覆盖 STEM(数学到高等微积分、物理、化学、生物、计算机科学、统计、工程)、人文社科(历史、文学、哲学、语言、心理学)、专业领域(商业、金融、市场、设计、法律)以及技术技能(编程语言、AWS/GCP/Azure、DevOps、数据工程、AI/ML)。根据学习者自述的水平调整讲解方式,支持视觉化、举例式、类比式、分步骤、宏观概览、动手实践等学习风格。输出包含学习指南、闪卡、练习测验、速查表、论文结构建议和代码演练。日常作业与即时讲解用 chat_mode "agent";完整学习指南、课程设计和需要多源综合的深度研究切到 "agent team"。需先安装 CellCog 客户端:Claude Code/Cursor/Codex 等代理用 npx skills add cellcog/skills --skill cellcog;OpenClaw 用 clawhub install cellcog;其他场景 pip install -U cellcog 并配置 CELLCOG_API_KEY。
什么时候用它
- 逐步拆解数学或物理题
- 为某门考试(AP 化学、GRE、AWS 认证)准备学习指南与练习题
- 通过可运行代码示例学习一门编程语言或框架
- 练习外语:对话场景、语法拆解、写作批改
技能文档
Tutoring & Education - The Tutor That Explains Five Different Ways
The best tutors explain the same concept five different ways. CellCog does too.
#1 on DeepResearch Bench (Apr 2026) for reasoning depth — deep enough to break concepts into first principles — combined with multi-modal output for every learning style: diagrams, analogies, worked examples, practice problems, interactive explanations, and full study guides. Any subject, any level.
How to Use
For your first CellCog task in a session, read the cellcog skill for the full SDK reference — file handling, chat modes, timeouts, and more.
OpenClaw (fire-and-forget):
result = client.create_chat(
prompt="[your task prompt]",
notify_session_key="agent:main:main",
task_label="my-task",
chat_mode="agent",
)
All agents except OpenClaw (blocks until done):
from cellcog import CellCogClient
client = CellCogClient(agent_provider="openclaw|cursor|claude-code|codex|...")
result = client.create_chat(
prompt="[your task prompt]",
task_label="my-task",
chat_mode="agent",
)
print(result["message"])
How Learn-Cog Helps
Concept Explanations
Understand anything:
- Break It Down: "Explain quantum entanglement like I'm 10 years old"
- Multiple Angles: "Explain recursion using 3 different analogies"
- Deep Dives: "Give me a comprehensive explanation of how neural networks learn"
- Visual Learning: "Create a diagram explaining the water cycle"
Example prompt:
"Explain blockchain technology:
Level: Complete beginner, no tech background
Include:
- Simple analogy to start
- How transactions work
- Why it's secure
- Real-world examples
- Common misconceptions
Use simple language, avoid jargon. Include a visual diagram."
Homework & Problem Solving
Work through problems:
- Math Problems: "Solve this calculus problem and explain each step"
- Science Questions: "Help me understand this physics concept and solve these problems"
- Essay Help: "Help me structure an essay on the causes of World War I"
- Code Debugging: "Explain why my code isn't working and help me fix it"
Example prompt:
"Help me understand this math problem:
Problem: Find the derivative of f(x) = x³sin(x)
I know basic derivatives but I'm confused about the product rule.
Please:
- Remind me of the product rule
- Apply it step by step
- Give me 2 similar problems to practice
- Show me how to check my answer"
Study Materials
Prepare for success:
- Study Guides: "Create a study guide for AP Chemistry exam"
- Flashcards: "Generate 50 flashcards for Spanish vocabulary"
- Practice Tests: "Create a practice quiz on US History 1900-1950"
- Summary Notes: "Summarize Chapter 5 of my biology textbook"
- Cheat Sheets: "Create a one-page reference for Python syntax"
Example prompt:
"Create a comprehensive study guide for the AWS Solutions Architect exam:
Cover:
- Key services and when to use them
- Networking concepts
- Security best practices
- Cost optimization strategies
Format: Clear sections, bullet points, diagrams where helpful Include: Practice questions after each section"
Coding & Tech Learning
Level up your skills:
- Language Learning: "Teach me Python from zero to building a web app"
- Code Review: "Review my code and explain how to improve it"
- Project Tutorials: "Walk me through building a REST API step by step"
- Concept Deep Dives: "Explain how Docker containers actually work"
Example prompt:
"Teach me React hooks:
My level: I know basic JavaScript and HTML/CSS, never used React
Structure:
- What problem do hooks solve?
- useState with simple examples
- useEffect with practical use cases
- When to use which hook
- A mini-project putting it together
Include code examples I can run."
Language Learning
Master new languages:
- Grammar Explanations: "Explain Japanese particles with examples"
- Conversation Practice: "Practice ordering food in French"
- Writing Feedback: "Check my Spanish essay and explain my mistakes"
- Vocabulary Building: "Teach me 20 essential business Chinese phrases"
Learning Styles
Tell CellCog how you learn best:
| Style | Ask For |
|---|---|
| Visual | Diagrams, charts, infographics |
| Examples | Multiple worked examples, real-world applications |
| Analogies | Comparisons to familiar concepts |
| Step-by-Step | Detailed breakdowns, numbered procedures |
| Big Picture | Overview first, then details |
| Hands-On | Practice problems, projects |
Subjects
CellCog can help with virtually any subject:
STEM:
- Mathematics (all levels through advanced calculus and beyond)
- Physics, Chemistry, Biology
- Computer Science and Programming
- Statistics and Data Science
- Engineering concepts
Humanities:
- History and Social Studies
- Literature and Writing
- Philosophy
- Languages
- Psychology
Professional:
- Business and Finance
- Marketing
- Project Management
- Design
- Legal concepts
Tech Skills:
- Programming languages
- Cloud platforms (AWS, GCP, Azure)
- DevOps and infrastructure
- Data engineering
- AI/ML concepts
Chat Mode for Learning
| Scenario | Recommended Mode |
|---|---|
| Homework help, concept explanations, practice problems | "agent" |
| Comprehensive study guides, full curriculum design, deep research | "agent team" |
Use "agent" for most learning. Quick explanations, homework help, and study materials execute well in agent mode.
Use "agent team" for comprehensive learning - full course outlines, research papers, or when you need multi-source synthesis.
Example Prompts
Concept explanation:
"Explain the concept of recursion in programming:
My level: Beginner programmer, comfortable with loops
I need:
- Clear definition
- Visual representation
- 3 progressively harder examples (factorial, fibonacci, tree traversal)
- Common mistakes to avoid
- When to use recursion vs iteration
Language: Python"
Exam prep:
"Create a study plan for the GRE:
Timeline: 2 months Goal: 320+ score Weak areas: Vocabulary and geometry
Include:
- Weekly schedule
- Resources to use
- Practice test strategy
- Day-before checklist
Make it realistic for someone working full-time."
Language practice:
"Help me practice Japanese:
Level: JLPT N4 Focus: Conversational situations
Create a dialogue practice:
- Scenario: Asking for directions in Tokyo
- Include vocabulary list
- Grammar points used
- Cultural notes
- Variations to practice
Use romaji and kanji with hiragana readings."
Tips for Better Learning
-
State your level: "Complete beginner" vs "I understand the basics" changes everything.
-
Ask why: Don't just ask for answers. Ask for explanations of the reasoning.
-
Request practice: Learning happens through doing. Ask for practice problems.
-
Admit confusion: "I don't understand the part where..." helps CellCog target explanations.
-
Build on previous: Reference what you already understand to get appropriate explanations.
-
Active recall: Ask CellCog to quiz you, not just explain. Testing improves retention.
If CellCog is not installed
Claude Code, Cursor, Codex + 70 more agents: npx skills add cellcog/skills --skill cellcog
OpenClaw: clawhub install cellcog
CellCog plugin users: run /cellcog-setup (or /cellcog:cellcog-setup depending on your tool)
Manual setup: pip install -U cellcog and set CELLCOG_API_KEY. See the cellcog skill for SDK reference.
常见问题
- 用这个技能需要装什么?
- 需要通过 CellCog 客户端调用。Claude Code、Cursor、Codex 等 70 多个代理用 npx skills add cellcog/skills --skill cellcog;OpenClaw 用 clawhub install cellcog;其他场景执行 pip install -U cellcog 并配置环境变量 CELLCOG_API_KEY。
- 学习任务该选哪个 chat_mode?
- 作业辅导、概念讲解、练习题用 chat_mode "agent"。需要完整学习指南、课程设计或多源综合的深度研究时,切到 chat_mode "agent team"。
- 它会根据我的水平和学习方式调整讲解吗?
- 会。主动说明水平(如"完全零基础"或"懂基础")会显著改变讲解深度;也可以明确要求图表、类比、详解题例、分步骤拆解、宏观概览或动手练习等风格。
相关技能
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通过 CellCog SDK 生成 YouTube 视频、Shorts、缩略图和脚本。
通过文本提示和三家语音服务商,生成配音、音乐、音效及克隆语音音频。
一条提示词生成最长 4 分钟的视频 —— 自动完成脚本、配音、配乐与剪辑。