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spring-ai

7 articles · Page 1 of 1
Tech Ocean
Tech Ocean
Jun 10, 2026 · Artificial Intelligence

5 Agent Orchestration Patterns to Elevate Spring AI from Single‑Turn Q&A to Multi‑Step Decision Making

The article explains five concrete agent‑orchestration patterns—Chain, Routing, Parallelization, Orchestrator‑Workers, and Evaluator‑Optimizer—showing how to combine Spring AI's ChatClient with simple Java control flow to transform single‑turn interactions into controlled, multi‑step decision workflows, complete with code examples and guidance on when to use each pattern.

Artificial IntelligenceBackendJava
0 likes · 8 min read
5 Agent Orchestration Patterns to Elevate Spring AI from Single‑Turn Q&A to Multi‑Step Decision Making
Tech Ocean
Tech Ocean
Jun 10, 2026 · Artificial Intelligence

Building a Production‑Ready AI Customer Service Bot: 6 Deployment Checkpoints with Spring AI

The article explains why Spring AI lacks a dedicated Agent framework, then walks through six concrete orchestration patterns—Chain, Routing, Parallelization, Orchestrator‑Workers, Evaluator‑Optimizer, and a selection guide—showing Java code, reasoning, and trade‑offs for building a multi‑step, production‑grade customer‑service chatbot.

agent orchestrationchain workflowcustomer service bot
0 likes · 8 min read
Building a Production‑Ready AI Customer Service Bot: 6 Deployment Checkpoints with Spring AI
The Dominant Programmer
The Dominant Programmer
May 25, 2026 · Artificial Intelligence

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.

Function CallingJSON SchemaOllama
0 likes · 11 min read
Mastering Structured Output in Spring AI: Getting Precise JSON from Large Language Models
ITPUB
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
0 likes · 12 min read
Step‑by‑Step Guide to Upgrade Spring Boot 3.x to 4.0 Without Pain
Ubiquitous Tech
Ubiquitous Tech
Aug 21, 2025 · Backend Development

Build a Streamable HTTP MCP Server with Spring AI 1.1

This article walks through creating a Java Spring Boot MCP Server that supports Streamable HTTP using the newly released Spring AI 1.1 snapshot, covering repository setup, Maven dependencies, configuration, service implementation, and verification with example code and screenshots.

BackendMCPMCP server
0 likes · 14 min read
Build a Streamable HTTP MCP Server with Spring AI 1.1
Ubiquitous Tech
Ubiquitous Tech
Jul 10, 2025 · Backend Development

How to Extend Spring AI MCP Server for Authentication and Authorization

This article walks through extending a Spring AI MCP Server to add authentication and authorization, comparing header‑based and parameter‑based schemes, showing the required Maven dependency, source code modifications, custom transport provider, interceptor integration, and testing the secured endpoints.

AuthorizationHTTP SSEJava
0 likes · 11 min read
How to Extend Spring AI MCP Server for Authentication and Authorization