stringl1l1l1l opened a new pull request, #1333: URL: https://github.com/apache/dubbo-admin/pull/1333
This PR introduces a complete redesign and enhancement of the Dubbo Admin AI system, transforming it from a basic ReAct agent into a production-ready intelligent troubleshooting platform with advanced capabilities. ## Major Changes ### Architecture Redesign - **Enhanced ReAct Agent Pipeline**: Redesigned the Think-Act-Observe cycle with improved memory management and context awareness - **Modular Tool System**: Implemented a flexible tool registry supporting multiple tool managers (Mock, Internal, MCP) - **Advanced Memory Management**: Added session-based conversation history with sliding window memory and turn-based organization - **Streaming Response System**: Built comprehensive Server-Sent Events (SSE) support for real-time AI interactions ### AI Capabilities Enhancement - **Multi-Model Support**: Expanded model support including Qwen3, Qwen-max, DeepSeek, and embedding models - **RAG Integration**: Added Retrieval-Augmented Generation with Pinecone vector database and Cohere reranking - **Knowledge Base Tools**: Integrated Kubernetes documentation retrieval and domain-specific knowledge tools - **Intent Recognition**: Improved user intent classification with memory search and configuration guidance ### Tool & Integration Ecosystem - **MCP (Model Context Protocol) Support**: Added MCP server integration for real-time cluster operations - **Memory Tools**: Built comprehensive session memory retrieval and management tools - **Document Processing**: Added advanced Markdown and PDF processing for knowledge base creation ### Production-Ready API Server - **RESTful API Design**: Complete HTTP server with Gin framework and proper error handling - **Session Management**: Full session lifecycle management with automatic cleanup - **OpenAPI Documentation**: Comprehensive API documentation with examples and schemas - **CORS Support**: Cross-origin resource sharing for web integration ### Enhanced User Experience - **Real-time Streaming**: Live response streaming with content blocks and progress indicators - **Context Preservation**: Intelligent conversation context management across sessions - **Error Recovery**: Robust error handling and graceful degradation - **Usage Tracking**: Token usage monitoring and cost tracking ### Technical Improvements - **Configuration Management**: Environment-based configuration with validation - **Logging System**: Structured logging with configurable levels - **Testing Suite**: Comprehensive unit and integration tests - **Build System**: Updated build process and dependency management ## Key Features Added 1. **Advanced RAG Pipeline**: Semantic search with vector embeddings and reranking 2. **Multi-Domain Knowledge**: Kubernetes and Dubbo-specific documentation retrieval 3. **Real-time Tool Execution**: Live system monitoring and diagnostic capabilities 4. **Session Persistence**: Conversation history and context management 5. **Production Monitoring**: Health checks, metrics, and observability ## Breaking Changes - Complete API redesign - old endpoints are no longer compatible - New session-based interaction model replaces stateless requests - Updated configuration format and environment variables - Modified response schemas for streaming support **To help us figure out who should review this PR, please put an X in all the areas that this PR affects.** - [] Docs - [ ] Installation - [x] User Experience - [ ] Dubboctl - [x] Console - [ ] Core Component -- This is an automated message from the Apache Git Service. To respond to the message, please log on to GitHub and use the URL above to go to the specific comment. To unsubscribe, e-mail: notifications-unsubscr...@dubbo.apache.org For queries about this service, please contact Infrastructure at: us...@infra.apache.org --------------------------------------------------------------------- To unsubscribe, e-mail: notifications-unsubscr...@dubbo.apache.org For additional commands, e-mail: notifications-h...@dubbo.apache.org
