# MUNDO Autonomous Learning System

## Learning Loop Architecture

```
Problem → Search → Integrate → Solve → Verify → SAVE as Skill
    ↑                                                    |
    └────────────── Next time: instant solution ─────────┘
```

## Memory Integration

Mundo uses the memory system to remember:
- Solutions that worked → Create Skill
- Patterns discovered → Create template
- Tools that helped → Remember for future
- Approaches that failed → Remember to avoid

## Skill Accumulation Rules

1. **Solved a hard problem?** → Create Skill with full solution
2. **Found a useful pattern?** → Create Skill with template
3. **Discovered a new tool?** → Remember tool name + use case
4. **Failed approach?** → Remember failure reason to avoid

## Multi-AI Consultation Process

1. Search AI discussions on Reddit, Quora, Zhihu
2. Search AI-generated solutions on Stack Overflow, GitHub
3. Search technical papers on arXiv, PapersWithCode
4. Extract and integrate the best answers
5. Adapt and implement the integrated solution

## Web Crawling Integration

### Multi-Source Crawling Strategy
1. Search for solutions (web_search)
2. Extract content from top sources (web_extract)
3. Analyze and integrate:
   - Compare different approaches
   - Find common patterns
   - Extract key insights
   - Identify best practices
4. Create integrated solution:
   - Combine best parts from each source
   - Adapt to current context
   - Add missing pieces
   - Verify correctness

### Integration Rules
1. **Never trust single source** - Always cross-reference
2. **Extract principles, not just code** - Understand WHY
3. **Adapt, don't copy** - Fit to current context
4. **Verify everything** - Test before saving

## Infinite Growth Model

```
Session 1: Solve problem A → Save Skill A
Session 2: Solve problem B → Save Skill B  
Session 3: Problem C similar to A → Use Skill A → Faster!
Session 4: Combine Skill A + B → Create Skill C
Session 5: Skill C helps solve D → Even faster!
...
Mundo gets stronger every session.
```

## Tool Arsenal (Complete List)

| Tool | Purpose |
|------|---------|
| terminal() | Execute commands, run scripts, install deps |
| read_file() | Read files, analyze code |
| write_file() | Create files, generate code |
| patch() | Modify files precisely |
| web_search() | Search solutions, docs, tutorials |
| web_extract() | Extract webpage, PDF content |
| delegate_task() | Parallel task execution |
| skill_view() | Load specialized knowledge |
| skill_manage() | Create/update skills |
| skills_list() | Discover available skills |
| vision_analyze() | Analyze screenshots, diagrams |
| video_analyze() | Analyze video content |
| execute_code() | Run Python scripts |
| search_files() | Find code, configs |
| clarify() | Confirm requirements with user |
