Spring AI
DeepResearch System Documentation 1. Introduction & Overview DeepResearch is a Java-based intelligent research automation system built with Spring AI and Alibaba Graph. It enables an end-to-end workflow — from information gathering to analysis, and finally, structured report generation. Key Capabilities * Reasoning Chain: * Automatically constructs a logical analysis process from collected materials
RAG
# Key Takeaways - **Retrieval-Augmented Generation (RAG)** overcomes the limitations of static LLMs by combining text generation with information retrieval from enterprise databases — ensuring **accuracy, context, and transparency**. - **Spring Boot + Spring AI** streamline AI model integration into enterprise apps, supporting **multiple providers** without invasive code or infrastructure changes. - **MongoDB
Spring AI
Article #116 of 2025 (Estimated reading time: 15 minutes) --- Drawing from Langchain’s article, we see that beyond the familiar Chat-mode agents, there’s immense potential in newer operational forms: Key New Agent Types * Autonomous, continuously running agents — These break free from the user-initiated dialogue limitation. They can run