updating readme

Author: moondevonyt

.gitignore

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 .env
-.DS_Store
+.DS_Store
+NOTES.md

README.md

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 The main mission is to build [artificial financial intelligence](https://www.afi.xyz) - a focused version of AGI specifically for trading and investing.
 
 ## 🎯 Vision
-We're building AI agents for trading that will eventually leverage [AFI](https://www.afi.xyz) and our custom trading models. With 4 years of experience training humans to automate their trading through our [bootcamp](https://algotradecamp.com), we understand where AI agents can gain an edge over human limitations.
+We're building AI agents for trading that will eventually leverage [AFI](https://www.afi.xyz). With 4 years of experience training humans to automate their trading through our [bootcamp](https://algotradecamp.com), we understand where AI agents can gain an edge over human limitations.
 
 ## 💡 Key Advantage
 AI agents overcome the biggest challenges that plague human traders:

ROADMAP.md

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+
+- Never work directly on `main`
+- Create new features on branches:
+  ```bash
+  git checkout -b feature/risk-control-agent
+  ```
+
+### 2. Development Process
+1. Start each feature:
+   ```bash
+   git checkout develop
+   git pull
+   git checkout -b feature/new-feature
+   ```
+
+2. Work on your code
+3. Commit regularly:
+   ```bash
+   git add .
+   git commit -m "✨ Added new risk control feature"
+   ```
+
+4. Push feature:
+   ```bash
+   git push origin feature/new-feature
+   ```
+
+5. Create Pull Request on GitHub to merge into `develop`
+
+## 🎯 Best Practices
+
+### Code Organization
+1. Keep modules small and focused
+2. Use clear naming conventions
+3. Document with docstrings
+4. Add print statements for debugging:
+   ```python
+   print(f"🌙 Moon Dev Debug: Processing trade signal: {signal}")
+   ```
+
+### Git Commits
+- Use emoji prefixes:
+  - ✨ New feature
+  - 🐛 Bug fix
+  - 📚 Documentation
+  - ⚡️ Performance
+  - 🧪 Tests
+
+### Testing
+1. Write tests for new features
+2. Run tests before commits
+3. Use pytest for testing
+
+## 📝 Development Steps
+
+1. **Setup Phase**
+   - [x] Initialize repository
+   - [x] Create README
+   - [ ] Set up project structure
+   - [ ] Create requirements.txt
+
+2. **Core Development**
+   - [ ] Build risk control agent
+   - [ ] Develop exit strategy agent
+   - [ ] Create entry agent
+   - [ ] Implement sentiment analysis
+   - [ ] Design strategy execution
+
+3. **Testing & Documentation**
+   - [ ] Write unit tests
+   - [ ] Create usage examples
+   - [ ] Document API
+   - [ ] Add installation guide
+
+## 🔑 Remember
+- Commit often
+- Use clear commit messages
+- Test before pushing
+- Document as you go
+- Keep security in mind (no API keys!)

docs/docsplan.md

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+plan is to build really great docs for every single module in a way that ai can read them and learn based on them.

examples/examplespan.md

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+the plan is to have an example for everything we build here in this folder, and ideally a video segment for it too that we can link to
+
+essentially im building all this live on youtube, so as long as i take a minute out in the streams to review things i should be able to make super short, consumable docs for this and keep every example video and doc under 15 mins
+