How DataAgent Turns AI into a Virtual Data Analyst for Enterprise Insights

DataAgent, built on Spring AI Alibaba, tackles the "last mile" of AI data analysis by combining deterministic workflow orchestration with large‑model reasoning, offering human‑in‑the‑loop feedback, dynamic prompt configuration, hybrid retrieval, containerized Python execution, streaming SSE, multi‑model scheduling, multi‑source connectivity, and secure API‑key management to deliver instant, insight‑rich reports for business users.

AIAnalyticsDataAgent

0 likes · 11 min read

How DataAgent Turns AI into a Virtual Data Analyst for Enterprise Insights

Java Architecture Diary

Dec 15, 2025 · Backend Development

Why Spring AI 2.0 Requires Java 21: Virtual Threads Replace Reactive Programming

The latest Spring AI 2.0 and Spring Cloud 2025.1 releases make virtual threads the default concurrency model, showing why Java 21 is essential for AI workloads, how Spring Cloud drops Reactive Kafka, adds MVC‑plus‑virtual‑thread support, and what pitfalls developers must avoid.

Java21SpringAIVirtualThreads

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Why Spring AI 2.0 Requires Java 21: Virtual Threads Replace Reactive Programming

Rare Earth Juejin Tech Community

Mar 15, 2025 · Artificial Intelligence

Integrating DeepSeek Large Model with SpringAI in Java Applications

This article provides a concise guide on using SpringAI to connect Java applications with the domestic large‑language model DeepSeek, covering design philosophy, configuration, code examples for chat, streaming, structured output, security hardening, performance tuning, and production best practices.

AI integrationBackend DevelopmentChatClient

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Integrating DeepSeek Large Model with SpringAI in Java Applications

Alibaba Cloud Native

Jun 9, 2024 · Cloud Native

Deploy a SpringAI Chatbot in Minutes with Alibaba Cloud AppStack

This guide walks you through obtaining free ECS resources and a DashScope API‑key, initializing a SpringAI application with the AppStack template, deploying it via the built‑in pipeline, and verifying the AI chatbot runs successfully, while also showing optional template‑based batch upgrades.

ChatbotCloud NativeSpringAI

0 likes · 6 min read

Deploy a SpringAI Chatbot in Minutes with Alibaba Cloud AppStack