A tinkering programmer and author of "Spring Cloud Microservices in Action"
This tutorial walks Java developers through using Oracle’s Tribuo library to load the UCI wine‑quality dataset, train a regression model with CART‑based random forests, evaluate its performance, save the model, and later load it for predicting wine quality scores.
Facing a soaring AWS bill despite stable traffic, we traced the cost to over‑provisioned EC2 instances and leaking database connections, then upgraded to Spring Boot 3.5 and applied targeted pool, transaction, and JPA tweaks, achieving a 45% reduction in monthly spend while boosting performance and reliability.
Spring AI 1.0 GA introduces a comprehensive suite of AI capabilities for Java developers, including a ChatClient supporting 20 models, vector‑store integrations, RAG pipelines, advanced chat memory, @Tool function calling, model evaluation, observability, Model Context Protocol, and autonomous agents, with examples for major cloud providers.
The article explains Hibernate's @Formula annotation, showing how to define dynamic, read‑only fields with SQL expressions, provides code examples for simple concatenations, aggregate calculations, and multi‑table integrations, and offers best‑practice guidelines to optimize performance and avoid common pitfalls.
This article examines the drawbacks of Lombok—such as reduced readability, IDE instability, and debugging challenges—and demonstrates how replacing Lombok annotations with Java Records, explicit constructors, and MapStruct for mapping yields cleaner, type‑safe, and maintainable code while eliminating boilerplate.
This article compares three classic real‑time web technologies—Server‑Sent Events, WebSocket, and Long Polling—explaining their principles, Spring Boot implementations, advantages, disadvantages, and suitable scenarios to help developers select the optimal solution for live data updates.
After caching, indexing, and async optimizations still leave a Spring Boot REST API sluggish, this guide shows how fine‑tuning JVM options—such as enabling G1GC, adjusting pause targets, compressing class metadata, shrinking thread stacks, and pre‑touching memory—can triple response speed without changing application code.
This article chronicles how a developer transformed the TransDuck audio‑video SaaS tool into a native desktop application using Tauri, Vue, and ffmpeg, while leveraging the AI‑driven CodeBuddy extension to automate project scaffolding, code generation, error fixing, and UI refinement, cutting development time from days to a few hours.
PocketBase is a lightweight, Go‑based open‑source backend that bundles a real‑time SQLite database, user management, file storage, and a visual admin panel into a single executable, offering fast deployment, extensible APIs, and easy Docker or binary installation for small‑to‑medium projects.
Qwen3, Alibaba’s latest open‑source large language model, introduces a pioneering mixed‑inference architecture that blends top‑tier reasoning and non‑reasoning capabilities, delivering record‑breaking benchmark scores, multilingual support for 119 languages, cost‑effective deployment, and a 128K context window, now accessible via Ollama and OpenRouter.
