Overview
DAGent is a powerful Python framework designed to simplify the creation of AI agents by leveraging directed acyclic graphs (DAGs) and large language models. The library allows developers to convert existing Python functions into intelligent, interconnected nodes that can make dynamic decisions and execute complex workflows.
Key Features
- Seamless integration with existing Python code
- Dynamic function selection using LLMs
- Support for multiple AI models (OpenAI, Groq, Ollama)
- Automatic tool description generation
- Flexible workflow construction through function nodes and decision nodes
- Easy-to-use API for building complex AI agent architectures
Use Cases
- Automated task management
- Complex problem-solving workflows
- Research and analysis assistants
- Intelligent process automation
- Multi-step computational tasks
- AI-driven decision-making systems
Technical Specifications
- Language: Python
- Model Support: OpenAI, Groq, Ollama
- Dependencies: Minimal external requirements
- Deployment: Pip installable
- Licensing: MIT License
- Compatibility: Python 3.8+