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:

  1. Remind me of the product rule
  2. Apply it step by step
  3. Give me 2 similar problems to practice
  4. 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:

  1. What problem do hooks solve?
  2. useState with simple examples
  3. useEffect with practical use cases
  4. When to use which hook
  5. 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:

StyleAsk For
VisualDiagrams, charts, infographics
ExamplesMultiple worked examples, real-world applications
AnalogiesComparisons to familiar concepts
Step-by-StepDetailed breakdowns, numbered procedures
Big PictureOverview first, then details
Hands-OnPractice 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

ScenarioRecommended 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

  1. State your level: "Complete beginner" vs "I understand the basics" changes everything.

  2. Ask why: Don't just ask for answers. Ask for explanations of the reasoning.

  3. Request practice: Learning happens through doing. Ask for practice problems.

  4. Admit confusion: "I don't understand the part where..." helps CellCog target explanations.

  5. Build on previous: Reference what you already understand to get appropriate explanations.

  6. 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。

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