Add comprehensive AI assistant documentation and custom instructions for IDELess

Author: Test User

aide/README.md

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+# LessVM IDELess AI Assistant (AIDE)
+
+AIDE (AI Development Environment) is the AI assistant component of the LessVM IDELess development environment. It provides context-aware assistance, code suggestions, error resolution, and learning resources to developers working with LessVM on Solana.
+
+## Overview
+
+AIDE integrates advanced AI capabilities directly into the IDELess development environment, offering real-time assistance that understands the context of your code, your project structure, and the specific challenges of LessVM development on Solana.
+
+## Features
+
+### Context-Aware Code Assistance
+
+- **Intelligent Code Completion**: Get context-aware code suggestions as you type
+- **Function Implementation**: Receive suggestions for implementing functions based on signatures
+- **Code Explanations**: Get detailed explanations of selected code blocks
+- **Refactoring Suggestions**: Identify opportunities for code improvement
+
+### Error Resolution
+
+- **Error Analysis**: Understand error messages in plain language
+- **Solution Suggestions**: Get specific fixes for identified errors
+- **Root Cause Identification**: Identify the underlying causes of issues
+- **Prevention Guidance**: Learn how to avoid similar errors in the future
+
+### Performance Optimization
+
+- **Gas Optimization**: Identify gas-intensive operations and suggest alternatives
+- **Execution Efficiency**: Get recommendations for more efficient algorithms and data structures
+- **Best Practices**: Learn LessVM-specific optimization patterns
+- **Comparative Analysis**: Compare different implementation approaches
+
+### Learning Support
+
+- **Concept Explanations**: Get clear explanations of LessVM and Solana concepts
+- **Documentation Integration**: Access relevant documentation directly in the IDE
+- **Learning Paths**: Follow structured learning sequences for specific topics
+- **Interactive Tutorials**: Learn through guided, hands-on exercises
+
+## Architecture
+
+AIDE is built with a modular architecture that integrates seamlessly with the IDELess development environment:
+
+```
+┌─────────────────────────────────────────────────────────┐
+│                    AIDE Component                        │
+│                                                         │
+│  ┌─────────────┐   ┌─────────────┐   ┌──────────┐      │
+│  │             │   │             │   │          │      │
+│  │   Context   │   │  Response   │   │  Model   │      │
+│  │  Analyzer   │◄─►│  Generator  │◄─►│ Service  │      │
+│  │             │   │             │   │          │      │
+│  └─────────────┘   └─────────────┘   └──────────┘      │
+│         ▲                 ▲               ▲            │
+│         │                 │               │            │
+│         ▼                 ▼               ▼            │
+│  ┌─────────────┐   ┌─────────────┐   ┌──────────┐      │
+│  │             │   │             │   │          │      │
+│  │ Knowledge   │   │    User     │   │  Cache   │      │
+│  │   Base      │   │  Interface  │   │ Manager  │      │
+│  │             │   │             │   │          │      │
+│  └─────────────┘   └─────────────┘   └──────────┘      │
+│                                                         │
+└─────────────────────────────────────────────────────────┘
+```
+
+### Components
+
+- **Context Analyzer**: Analyzes the current code context, project structure, and user actions
+- **Knowledge Base**: Contains LessVM-specific information, Solana concepts, and programming patterns
+- **Response Generator**: Creates natural language responses and code suggestions
+- **User Interface**: Provides chat-like interaction and inline suggestions
+- **Model Service**: Connects to AI model backends for advanced assistance
+- **Cache Manager**: Optimizes performance through efficient caching
+
+## Integration
+
+AIDE integrates with other IDELess components:
+
+- **Editor**: Provides inline suggestions and context-aware completions
+- **Debugger**: Offers insights during debugging sessions
+- **Simulator**: Suggests optimizations based on simulation results
+- **Deployment**: Assists with deployment configuration and troubleshooting
+
+## Technology Stack
+
+- **Frontend**: React with TypeScript
+- **State Management**: Redux with Redux Toolkit
+- **AI Integration**: Custom AI service connectors
+- **Natural Language Processing**: Advanced NLP models
+- **Code Analysis**: Custom parsers and analyzers for LessVM
+
+## Development
+
+### Prerequisites
+
+- Node.js (v16.x or higher)
+- npm (v8.x or higher)
+- IDELess development environment
+
+### Setup
+
+1. Clone the repository:
+   ```
+   git clone https://github.com/lessvm/ideless.git
+   cd ideless/aide
+   ```
+
+2. Install dependencies:
+   ```
+   npm install
+   ```
+
+3. Start the development server:
+   ```
+   npm run dev
+   ```
+
+### Project Structure
+
+```
+aide/
+├── public/             # Static assets
+├── src/                # Source code
+│   ├── components/     # React components
+│   │   ├── AiAssistant.tsx       # Main assistant component
+│   │   ├── ChatInterface.tsx     # Chat interface
+│   │   ├── CodeSuggestions.tsx   # Code suggestion component
+│   │   └── ...
+│   ├── services/       # Service modules
+│   │   ├── aiService.ts          # AI model integration
+│   │   ├── contextService.ts     # Context analysis
+│   │   ├── knowledgeService.ts   # Knowledge base access
+│   │   └── ...
+│   ├── store/          # Redux store
+│   │   ├── slices/
+│   │   │   ├── aiSlice.ts        # AI state management
+│   │   │   └── ...
+│   │   └── index.ts    # Store configuration
+│   ├── utils/          # Utility functions
+│   ├── types/          # TypeScript type definitions
+│   └── ...
+├── tests/              # Test files
+├── .eslintrc.js        # ESLint configuration
+├── tsconfig.json       # TypeScript configuration
+└── package.json        # Project dependencies
+```
+
+### Building
+
+To build the AIDE component for production:
+
+```
+npm run build
+```
+
+### Testing
+
+To run tests:
+
+```
+npm test
+```
+
+## Configuration
+
+AIDE can be configured through the IDELess settings:
+
+- **AI Model**: Select the AI model to use
+- **Suggestion Frequency**: Control how often suggestions appear
+- **Knowledge Base Updates**: Configure automatic updates
+- **Privacy Settings**: Control what data is shared with AI services
+
+## Custom Instructions
+
+AIDE follows specific custom instructions to ensure it provides helpful, accurate, and context-aware assistance. These instructions guide the AI's behavior, tone, and capabilities.
+
+See [Custom Instructions](./custom_instructions.md) for details.
+
+## AI Assistant Specification
+
+For a detailed technical specification of the AI Assistant component, see [AI Assistant Specification](./ai_assistant_specification.md).
+
+## Contributing
+
+We welcome contributions to AIDE! Please see our [Contributing Guide](../CONTRIBUTING.md) for details on how to get started.
+
+## License
+
+This project is licensed under the [MIT License](../LICENSE).
+
+## Acknowledgements
+
+AIDE builds on several open-source projects and AI research:
+
+- [React](https://reactjs.org/) for UI components
+- [Redux](https://redux.js.org/) for state management
+- [TypeScript](https://www.typescriptlang.org/) for type safety
+- Various AI and NLP research papers and models
+
+## Contact
+
+For questions or feedback about AIDE:
+
+- GitHub Issues: [https://github.com/lessvm/ideless/issues](https://github.com/lessvm/ideless/issues)
+- Discord: [https://discord.gg/lessvm](https://discord.gg/lessvm)
+- Email: [[email protected]](mailto:[email protected])