learn-cog（学习齿轮）

Learn Cog - 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:

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

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.

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

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

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

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

1. Active recall: Ask CellCog to quiz you, not just explain. Testing improves retention.

If CellCog is not installed

Run /cellcog-setup (or /cellcog:cellcog-setup depending on your tool) to install and authenticate. OpenClaw users: Run clawhub install cellcog instead. Manual setup: pip install -U cellcog and set CELLCOG_API_KEY. See the cellcog skill for SDK reference.