Agents-Flex: Elegant LLM Development Framework - Video-IA.net

Agents-Flex — Elegant LLM Application Development Framework

Agents-Flex is an elegant LLM (Large Language Model) application development framework built with Java, designed to be simple and lightweight while providing comprehensive capabilities for building AI applications. Positioned as an alternative to LangChain, Agents-Flex offers a robust foundation for developers working with large language models.

Why Agents-Flex

• Java-Based: Built with Java for enterprise-grade reliability and performance
• Simple & Lightweight: Designed for ease of use without sacrificing functionality
• Comprehensive LLM Support: Supports common LLMs in the market and Ollama deployment
• Rich Protocol Support: Built-in HTTP, SSE, and WebSocket protocols for seamless integration

Key Features

• LLM Integration: Support for common large language models with Ollama deployment capabilities
• Prompt Framework: Rich prompt templates including FEW-SHOT, CRISPE, BROKE, and ICIO support
• Function Calling: Flexible Function Calling components with local method definition and execution
• Document Processing: Built-in Loader, Parser, and Splitter components for text processing
• Memory Management: MessageMemory and ContextMemory modules for conversation history and context
• Embedding Support: Rich embedding capabilities with extensible interface for custom algorithms
• Vector Store: Multiple vector database support with extensible VectorStore interface
• Chain Execution: Synchronous, asynchronous, and loop execution chains for various scenarios

Use Cases

• AI Application Development: Build sophisticated AI applications with Java
• LLM Integration: Seamlessly integrate with various large language models
• Document Processing: Handle complex text processing and document management
• Conversational AI: Create chatbots and conversational interfaces
• Knowledge Management: Build knowledge bases with vector storage and retrieval
• Enterprise AI: Develop enterprise-grade AI solutions with Java reliability

Technology Stack

• Java: Core framework built with Java for enterprise compatibility
• Apache License: Open-source framework with Apache License
• Modular Architecture: Extensible components for custom implementations
• Protocol Support: HTTP, SSE, and WebSocket integration capabilities

Getting Started

• Quick Start: Begin with the getting started guide
• Documentation: Comprehensive documentation available in Chinese
• GitHub Repository: Open-source project available on GitHub
• Community Support: Active community for support and contributions

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