#spring
8 articles tagged with #spring
What 6 Months of GraalVM Native Image Taught Me About Java's Future — And What Surprised Me
Six months after shipping our first GraalVM native Spring Boot service in production, here's what held up, what broke, and the RuntimeHintsRegistrar patterns I wish I knew on day one. Real metrics, honest mistakes, and a 2026 decision matrix.
Spring AI MCP Server: Exposing Your Spring Boot App to AI Agents
Build production MCP servers with Spring AI. Step-by-step tutorial with @McpTool, security patterns, transport choices, and guardrails from day one.
Spring AI Agent Loops in Production: Tool Calling, Memory, and Guardrails — What Actually Works After 3 Months
I built a production agent with Spring AI — ReAct loops, tool calling, conversation memory, and token budget guardrails. Here's the code that survived real traffic and the $47K mistake I learned from.
Spring AI + RAG in Production: Structured Output, Ollama, and pgvector — What Actually Works
I built a production RAG pipeline with Spring AI, Ollama, and pgvector. Here's the structured output pattern, local dev setup, and the hybrid search approach that survived 6 months of real traffic.
What 3 Months of GraalVM Native Image Taught Me About Rust's Real Advantage
GraalVM gives Spring Boot millisecond startup and 75% less memory. But Rust still wins — just not where you'd expect. Here's what I learned running both in production.
Why I Stopped Using LangChain4j for Spring Boot APIs — And Started Using Spring AI
I spent weeks building a RAG pipeline with LangChain4j before switching to Spring AI. Here's the honest comparison — auto-config, pgvector, and why staying in the Spring ecosystem saved me from framework glue code.
Why I Stopped Writing Unit Tests for Spring Boot APIs — And Started Using Testcontainers
I spent years mocking repositories, faking transactions, and testing things that were already tested. Then I switched to integration tests with real PostgreSQL containers and caught 3x more bugs. Here's the honest case for Testcontainers in Spring Boot.
Spring Boot 3.x: What Actually Changed (And What to Do About It)
Spring Boot 3 dropped Java 17 minimum and brought records, virtual threads, and AOT compilation. Here's what matters for your existing apps and new projects.