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.
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"])
Understand anything:
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."
Work through problems:
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"
Prepare for success:
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"
Level up your skills:
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."
Master new languages:
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 |
CellCog can help with virtually any subject:
STEM:
Humanities:
Professional:
Tech Skills:
| 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.
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."
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.
共 2 个版本