Merge pull request #24 from ruvnet/lion-agi-v1b

Lion agi v1b

Author: ruvnet

scripts/lion_agi.md

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+# LionAGI: Autonomous AI System
+
+LionAGI is an autonomous AI system integrated with SPARC that enables advanced AI capabilities through various specialized components. This document outlines the system's architecture, deployment, and testing scenarios.
+
+## Architecture
+
+LionAGI operates as a distributed system with the following key components:
+
+1. **Core Components**
+   - Chain Processing Engine
+   - Agent Management System
+   - Memory Management System
+   - Tool Integration Framework
+   - Workflow Automation Engine
+
+2. **Infrastructure**
+   - Deployed on Fly.io for scalable, distributed operation
+   - Automatic machine provisioning and scaling
+   - Cross-region deployment capabilities
+   - Secure secret management for API keys
+
+3. **Resource Management**
+   - Dynamic memory allocation (2048MB default)
+   - Multi-CPU support (2 CPUs default)
+   - Automated cleanup and resource recovery
+
+## Autonomous Features
+
+### 1. Chain Builder
+Advanced chain processing system that:
+- Implements autonomous decision making through sequential reasoning
+- Handles dynamic input processing with automatic type inference
+- Features self-healing error handling mechanisms
+- Maintains persistent state across processing cycles
+- Generates detailed execution logs and output reports
+- Automatically scales processing based on input complexity
+
+### 2. Agent System
+Autonomous agent management that:
+- Orchestrates multiple concurrent tasks with priority scheduling
+- Features dynamic tool discovery and integration
+- Implements persistent memory with automatic pruning
+- Uses predictive planning for task optimization
+- Incorporates feedback loops for continuous improvement
+- Supports agent-to-agent communication and coordination
+
+### 3. Memory Manager
+Sophisticated memory management system that:
+- Maintains distributed conversation history across nodes
+- Uses intelligent retrieval with relevance scoring
+- Dynamically adjusts context windows based on content
+- Implements automatic memory cleanup with importance weighting
+- Features optimized storage with compression and indexing
+- Supports cross-session memory persistence
+
+### 4. Tool Integration
+Advanced tool integration framework that:
+- Supports automatic tool discovery and registration
+- Implements secure sandboxed execution environments
+- Features intelligent error recovery with retry mechanisms
+- Maintains tool execution metrics and performance monitoring
+- Supports dynamic tool chain composition
+- Implements automatic version management
+
+### 5. Workflow Automation
+Comprehensive workflow automation system that:
+- Creates self-optimizing workflow pipelines
+- Handles complex dependency resolution
+- Supports distributed parallel execution
+- Features real-time monitoring and alerting
+- Generates detailed analytics and reports
+- Implements automatic workflow optimization
+
+## Deployment Architecture
+
+### Fly.io Integration
+The system leverages Fly.io's distributed infrastructure:
+
+```
+┌─────────────────────────────────────┐
+│            Fly.io Platform          │
+├─────────────────────────────────────┤
+│ ┌─────────────┐    ┌─────────────┐ │
+│ │   Region:   │    │   Region:   │ │
+│ │    IAD      │    │    LAX      │ │
+│ │  (Primary)  │    │ (Secondary) │ │
+│ └─────────────┘    └─────────────┘ │
+│                                     │
+│ ┌─────────────────────────────────┐ │
+│ │        Shared Resources         │ │
+│ │ - Configuration                 │ │
+│ │ - Secrets Management           │ │
+│ │ - Machine Management           │ │
+│ └─────────────────────────────────┘ │
+└─────────────────────────────────────┘
+```
+
+### Deployment Features
+- **Automatic Provisioning**: Creates unique app instances with timestamp-based naming
+- **Secret Management**: Secure handling of API keys and credentials
+- **Resource Scaling**: Dynamic resource allocation based on workload
+- **Regional Distribution**: Support for multi-region deployment
+- **Machine Specifications**:
+  ```
+  CPU: shared-cpu-1x
+  Memory: 2048 MB
+  Python Environment: 3.x
+  ```
+
+## Testing Infrastructure
+
+### Environment Setup
+```bash
+# Directory Structure
+lionagi/
+├── chains/     # Chain execution environments
+├── agents/     # Agent state and configurations
+├── memory/     # Persistent storage
+└── tools/      # Tool integrations
+```
+
+### Dependencies
+Each component requires specific packages:
+
+1. **Chain Builder**
+   ```
+   lionagi          # Core functionality
+   ```
+
+2. **Agent System**
+   ```
+   lionagi          # Core functionality
+   requests         # External communication
+   ```
+
+3. **Memory Manager**
+   ```
+   lionagi          # Core functionality
+   pandas           # Data management
+   ```
+
+4. **Tool Integration**
+   ```
+   lionagi          # Core functionality
+   python-dotenv    # Configuration management
+   ```
+
+5. **Workflow Automation**
+   ```
+   lionagi          # Core functionality
+   pyyaml          # Workflow definitions
+   ```
+
+### Automated Testing Process
+1. **Environment Initialization**
+   - Creates isolated test environment
+   - Configures Fly.io resources
+   - Sets up security credentials
+
+2. **Deployment Process**
+   - Generates unique application instance
+   - Configures machine resources
+   - Deploys required dependencies
+
+3. **Test Execution**
+   - Runs selected test scenario
+   - Monitors performance metrics
+   - Captures execution logs
+
+4. **Cleanup Process**
+   - Stops running machines
+   - Releases allocated resources
+   - Removes test applications
+
+## Running Tests
+
+Tests are executed through the `lionagi_test.sh` script in `sparc_cli/scripts/test/`:
+
+```bash
+./lionagi_test.sh
+```
+
+The script provides:
+- Interactive scenario selection
+- Automated environment setup
+- Real-time execution monitoring
+- Comprehensive cleanup
+
+### Test Flow
+1. Creates unique Fly.io application
+2. Sets up secure environment with API keys
+3. Deploys test infrastructure
+4. Executes selected scenario
+5. Monitors performance and results
+6. Performs automated cleanup
+
+### Monitoring and Logs
+- Real-time execution monitoring
+- Color-coded status output
+- Detailed error reporting
+- Performance metrics collection
+
+## Security Considerations
+
+- Secure API key management through Fly.io secrets
+- Isolated test environments
+- Automatic resource cleanup
+- Sandboxed execution environments
+- Secure communication channels