Mastering Structured Output in Spring AI: Getting Precise JSON from Large Language Models

This article walks through using Spring AI with Ollama to enforce JSON‑schema‑based structured output for agents, showing why structured responses matter, how Spring AI generates schemas from Java beans, and providing complete runnable code for both basic and advanced tool‑calling scenarios.

AgentOllamaStructured Output

0 likes · 11 min read

Mastering Structured Output in Spring AI: Getting Precise JSON from Large Language Models

ITPUB

Jan 7, 2026 · Backend Development

Step‑by‑Step Guide to Upgrade Spring Boot 3.x to 4.0 Without Pain

This guide walks through upgrading a Spring Boot 3.x project to 4.0, covering Gradle version bump, dependency version catalog updates, modular starter changes, the breaking Jackson 3 package rename, Redisson API adjustments, verification steps, and best‑practice upgrade path to avoid common pitfalls.

Gradlejackson-3redisson

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Step‑by‑Step Guide to Upgrade Spring Boot 3.x to 4.0 Without Pain

Alibaba Cloud Native

Jul 21, 2025 · Cloud Native

How to Transform REST APIs into MCP Services with Higress, Nacos, and Spring AI

This guide walks through setting up a Docker network, deploying Higress and Redis, configuring MCP server parameters, registering services in Nacos, converting REST APIs to MCP, and using Spring AI Alibaba for automatic registration and exposure, demonstrating end‑to‑end cloud‑native service integration.

cloud-nativemicroservicesspring-ai

0 likes · 7 min read

How to Transform REST APIs into MCP Services with Higress, Nacos, and Spring AI