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Implements comprehensive demo system showing AI capabilities unlocked by each module export: - 8 progressive demos from tensor math to language generation - Complete tito demo CLI integration with capability matrix - Real AI demonstrations including XOR solving, computer vision, attention mechanisms - Educational explanations connecting implementations to production ML systems Repository reorganization: - demos/ directory with all demo files and comprehensive README - docs/ organized by category (development, nbgrader, user guides) - scripts/ for utility and testing scripts - Clean root directory with only essential files Students can now run 'tito demo' after each module export to see their framework's growing intelligence through hands-on demonstrations.
116 lines
3.8 KiB
Markdown
116 lines
3.8 KiB
Markdown
# Universal Agent Setup Prompt for Any Project
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Copy and paste this prompt to set up the same agent orchestration system in your other projects:
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---
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## 🤖 Multi-Agent Team Setup Request
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I want to set up a professional multi-agent workflow system for this project. Please create a `CLAUDE.md` file in the project root that establishes the following:
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### 1. **Agent Team Structure**
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Create these specialized agents with clear responsibilities:
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```
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Workflow Coordinator (Team Lead)
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├── Architect (Strategy & Design)
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├── Developer (Implementation)
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├── Quality Assurance (Testing & Validation)
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└── Documentation (Communication & Docs)
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```
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### 2. **Mandatory QA Testing Protocol**
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- QA Agent MUST test ALL code changes before ANY commit
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- QA has veto power - can block commits if tests fail
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- Developer CANNOT mark tasks complete without QA approval
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- Every code change triggers automatic QA review
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- Create comprehensive test suites that check:
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- Code imports without errors
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- Functions/classes work correctly
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- No syntax errors present
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- All tests pass successfully
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### 3. **Standard Workflow Pattern**
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Enforce this sequence for EVERY code update:
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1. **Planning Phase** (Coordinator + Architect)
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- Define objectives and structure
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2. **Implementation Phase** (Developer)
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- Write code following specifications
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- MUST notify QA when done
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3. **Testing Phase** (QA) - MANDATORY
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- Run comprehensive tests
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- Block progress if tests fail
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4. **Documentation Phase** (Documentation)
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- Add clear documentation
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5. **Review Phase** (Coordinator)
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- Verify all agents completed tasks
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- Ensure QA tests passed
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### 4. **Agent Communication Rules**
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- Structured handoffs between agents
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- Each handoff includes checklist of completed/pending items
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- Test results must accompany all code changes
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- Clear accountability for each agent
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### 5. **Git Workflow Standards**
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- Always use feature branches (never commit to main)
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- Test before committing
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- Descriptive commit messages
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- Clean commit history
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### 6. **Enforcement Mechanisms**
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- File should be named `CLAUDE.md` in project root
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- Claude reads this automatically at session start
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- Rules override default behavior
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- QA testing cannot be skipped
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### 7. **Project-Specific Customization**
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Adapt the agents for this specific project:
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- What type of project is this? [Web app, ML system, API, etc.]
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- What testing frameworks should QA use?
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- What documentation standards apply?
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- Any special requirements?
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Please create the CLAUDE.md file with these specifications, ensuring that:
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1. Every future Claude session will automatically follow these rules
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2. QA testing is mandatory and cannot be bypassed
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3. The agent team works as a cohesive unit
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4. Code quality is maintained through enforced testing gates
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Also create any supporting test files or scripts needed for the QA agent to properly validate code changes.
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---
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## 📋 Quick Setup Instructions
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1. **Copy the above prompt**
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2. **Paste it in your other Claude project**
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3. **Claude will create the CLAUDE.md file**
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4. **The system activates automatically in future sessions**
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## 🎯 Benefits You'll Get
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- ✅ Automatic QA testing before commits
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- ✅ Structured agent teamwork
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- ✅ Consistent code quality
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- ✅ Clear accountability
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- ✅ Professional development workflow
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- ✅ No broken code in your repository
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## 💡 Pro Tips
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- Customize agent names for your project type
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- Add project-specific testing requirements
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- Include your preferred git workflow
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- Specify documentation standards
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- Add any unique project rules
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## 🔄 Verification
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After setup, test by asking Claude:
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- "What are the agent responsibilities?"
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- "Can you commit without QA testing?"
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- "Show me the workflow for updating code"
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Claude should respond following the established protocols. |