A veteran Java developer took a 5‑wan‑yuan retail project, relied on an end‑to‑end AI code generator for a month, then faced chaotic project structures, security flaws, and massive refactoring before discovering FeiSuan JavaAI's multi‑agent workflow that finally turned the disaster into a deliverable.
The article compares Alibaba’s Druid and Spring Boot’s default HikariCP connection pools, explaining how connection pooling works, presenting benchmark results that show HikariCP’s lower latency and higher TPS, detailing HikariCP’s lock‑free ConcurrentBag and bytecode optimizations, and highlighting Druid’s rich monitoring, SQL firewall and leak detection features to help developers choose the right pool for different scenarios.
This tutorial walks through why distributed transactions are needed in a Spring Cloud order‑stock‑point scenario, compares local and distributed transaction models, introduces Seata’s architecture and three transaction modes, shows environment setup, code implementation, testing steps, and common pitfalls with solutions.
This article showcases ten built‑in Spring Boot utilities—including version retrieval, system property access, temporary and home directory handling, method introspection, generic type resolution, process ID extraction, property binding, and package path registration—each illustrated with concise code examples that dramatically reduce the need for custom helper classes.
JDK 26 introduces a suite of impactful JEPs—including primitive type pattern matching, G1 GC throughput gains, AOT object caching for faster startup, built‑in PEM encoding, stricter final‑field handling, HTTP/3 support, LazyConstant, structured concurrency, and a mature Vector API—each backed by code examples and performance data to help developers modernize their Java applications.
Spring Sentinel is a high‑performance Maven plugin for Spring Boot that performs static code analysis to spot N+1 queries, unsafe transaction calls, architectural anti‑patterns, and security risks, offering configurable rule profiles, CI/CD‑ready reports, and flexible suppression mechanisms.
This article presents fourteen practical Java collection techniques—ranging from creating immutable and empty collections to using computeIfAbsent, Map.merge, Collectors.groupingBy, and EnumMap/EnumSet—each illustrated with concise code snippets and explanations that improve readability, safety, and performance in Spring Boot applications.
JDK 26, the latest non‑LTS Java release, adds ten JEP‑driven enhancements—including pattern‑matching for instanceof and switch, HTTP/3 support, PEM encoding, structured concurrency, lazy constants, a vector API, Applet removal, final‑mean changes, AOT cache support, and G1 GC throughput gains—providing developers with practical new capabilities to test before the next LTS version.
The article introduces OKHttpUtil, a lightweight wrapper around Square’s OkHttp library that enables Java developers to perform HTTP GET, POST, file upload, and download operations with a single line of code, includes Maven setup, Spring Boot integration, fluent API usage, and examples of wrapping external services such as eBay.
The article explains how traditional AOP‑based permission checks in Spring MVC cause performance overhead and proposes a custom annotation‑driven solution that integrates with HandlerMapping to perform fine‑grained, configurable access control efficiently.
This article introduces MyBatisPlus Pro, walks through adding the MyBatisPlus dependency, creating a utility class, defining a generic BaseController with full CRUD, pagination support, and shows how to extend it in specific controllers, providing a ready‑to‑use RESTful API template.
This article introduces Spring AI’s AskUserQuestionTool, a portable Java utility that lets AI agents ask clarification questions before answering, eliminating prompt‑driven misalignments, and demonstrates its configuration, workflow, and a complete runnable example on Spring Boot 3.5.0.
The article explains three typical deadlock scenarios in Spring Boot 3.5—circular‑wait, connection‑pool starvation, and implicit DML deadlocks—shows minimal 10‑line code reproductions, demonstrates the resulting errors, and provides concrete fixes such as ordered locking, removing REQUIRES_NEW propagation, and using asynchronous events.
The article examines the limitations of UUIDs for distributed systems, outlines the strict requirements for global unique IDs, compares common approaches such as database auto‑increment and Redis, and provides a detailed analysis of Twitter's Snowflake algorithm with its structure, Java implementation, advantages, drawbacks, and mitigation strategies.
A Java team rebuilt the popular Node.js AI‑Agent platform OpenClaw from scratch, replacing AI‑generated “vibe code” with a carefully refactored architecture that leverages Spring AI, JobRunr, and Spring Modulith, and demonstrates how to run the new Java version with just a few commands.
This article explains how to integrate the Java‑DataLoader library into a Spring Boot 3.5.0 application, covering dependency setup, entity and repository definitions, service methods, DataLoader configuration, testing, contextual loading, and custom two‑level caching to achieve high‑performance batch data fetching.
AgentScope Java is an open‑source, agent‑oriented framework that brings ReAct, tool calling, memory, multi‑agent collaboration, runtime intervention, plug‑in integration, reactive architecture, GraalVM native images and OpenTelemetry observability to Java, enabling production‑grade AI agents with familiar Java tooling.
This article presents nine practical Java code‑optimization techniques—including string formatting, loop refactoring, resource management, buffered I/O, multithreading, enums, exception handling, and third‑party libraries—each illustrated with before‑and‑after code samples and clear explanations of why the improved version is more readable, efficient, and maintainable.
Spring Boot 4.0.6 has been officially released, bringing 65 bug fixes and patches for eight CVE security issues—including a critical Actuator endpoint exposure—across 4.0.x, 3.5.x, 3.4.x, 3.3.x, and 2.7.x versions, so users should upgrade promptly.
The author recounts a 16‑year IT journey—from unproductive early jobs and frequent moves, through a pivotal switch to a major internet firm, to successive roles as tech lead, manager, and backend head—highlighting the challenges, decisions, and lessons that shaped a successful technical leadership path.
The article provides a side‑by‑side analysis of Spring AI 2.0 and LangChain4j, comparing their goals, version alignment, programming models, RAG and agent capabilities, ecosystem integration, learning curve, and operational considerations to help Java teams decide which library best fits their project constraints.
This article introduces Google Tink, an open‑source cryptographic library for Java, explains its design goals and primitive abstractions, and walks through concise code examples that generate keysets, perform AEAD encryption, stream large files, compute MACs, and create digital signatures, all with minimal boilerplate.
This guide explains how to integrate Anthropic's Claude Code AI assistant into JetBrains IntelliJ IDEA, detailing a five‑minute setup, the deep IDE‑level fusion, project‑wide context awareness, immersive workflows, and a comparison with other AI coding solutions.
This article walks through using RSA to encrypt Spring Boot API responses, covering the theory behind RSA, two security scenarios, Maven dependency setup, configuration, controller annotations, encryption/decryption code, a front‑end JavaScript example, common pitfalls, and a final security summary.
This article explores the complete execution flow of Spring Boot’s auto‑configuration, detailing the role of @EnableAutoConfiguration, the AutoConfigurationImportSelector hierarchy, how candidate configurations are loaded from spring.factories, filtered by conditions, and how to create custom starters, with interview‑style Q&A.
This article walks through building a Spring Boot 3.5.0 service that uses Apache POI and XDocReport to load a DOCX file, extract images, convert it to HTML, and expose a controller endpoint for instant online preview without external plugins.
This tutorial walks through building a Spring Boot 3 project that integrates Alibaba's EasyExcel for Excel export and import, covering project structure, Maven dependencies, entity mapping, listener implementation, service and controller code, testing endpoints, and key Spring Boot 3 considerations such as Jakarta packages, JDK 17+, response header handling, memory management, and production‑grade best practices.
This article walks through Spring Boot 3.5.0’s URI building tools—including UriComponents, UriBuilderFactory, encoding options, ServletUriComponentsBuilder, and MVC link generation—showing how to construct correct, automatically‑encoded URLs for RestTemplate, WebClient, and controller methods with concrete code examples and outputs.
The article introduces the liteflow rule‑engine framework, explains its architecture, component types, EL rule files, data‑context handling, configuration options, and demonstrates a real‑world e‑commerce workflow that replaces verbose if‑else code with concise rule definitions.
The author announces a refreshed Spring AI 2.0 video tutorial series and provides a detailed overview of the framework’s design goals, provider‑agnostic API, full‑type model support, Spring integration, enterprise value, typical use cases, and a comparison with competing Java AI libraries.
This article dissects the @SpringBootApplication annotation, explaining how it combines @SpringBootConfiguration, @EnableAutoConfiguration, and @ComponentScan, and walks through the auto‑configuration mechanism, conditional annotations, and common interview questions with concrete code examples.
This guide demonstrates how to use a custom @SensitiveFilter annotation together with an AOP aspect and the lightweight sensitive‑word library to implement global sensitive‑word filtering in Spring Boot 3, supporting both automatic replacement and detection modes while eliminating repetitive code across controllers.
In just 20 minutes, the author uses Cursor AI with Opus 4.7 to create a complete pet‑adoption solution that includes a WeChat mini‑program front‑end, a Vue‑based admin portal, and a Spring Boot backend with JWT security, demonstrating rapid AI‑assisted development and detailed architecture.
Three high‑severity CVEs affecting Apache OpenNLP (up to version 2.5.8 and 3.0.0‑M2) enable denial‑of‑service, privilege escalation, and XXE attacks, allowing attackers to crash services, gain higher privileges, or read arbitrary files, and the article outlines mitigation steps.
This article dissects the Spring Boot startup sequence step by step, showing how a minimal @SpringBootApplication triggers listeners, type deduction, auto‑configuration loading, environment preparation, IOC container creation, bean refresh, and embedded Tomcat launch, with interview‑ready explanations.
The article explains how excessive if‑else branching in multi‑business Java systems harms maintainability and reliability, and demonstrates how a flow engine combined with plugin extensions can isolate code, configure per‑business execution chains, and safely handle success, rollback, and callbacks.
After reviewing more than a thousand pull requests, the author identifies seven recurring problems—unreadable code, hidden error handling, thread‑safety oversights, N+1 database queries, hard‑coded configuration, ignoring failure paths, and overly large PRs—and explains why they matter and how to avoid them.
This article enumerates ten frequent pitfalls when using MyBatis‑Plus—such as incorrect total counts in pagination, pagination interceptor misconfiguration, logical‑delete failures, auto‑fill issues, optimistic‑lock mismatches, null handling in query wrappers, poor batch‑insert performance, enum mapping errors, type‑handler problems, and overall pros and cons—providing concrete examples, root‑cause analysis, and practical solutions for each.
The article explains how standard Spring Boot controller‑level validation leaves service methods unchecked, and demonstrates using @Validated with MethodValidationPostProcessor, custom exception handling, and a MethodValidationExcludeFilter to apply, convert, and selectively disable validation across the application.
The article explains how MCP adds an AI‑friendly protocol layer on top of traditional Java backend services, enabling models to call tools safely, and outlines the security, governance, and testing practices Java engineers need to adopt.
The article presents ten practical AI prompt templates that cover the full software development workflow—from requirement clarification and code generation to testing, refactoring, debugging, performance tuning, SQL optimization, documentation, design review, and cross‑language translation—helping developers get accurate, production‑ready results from AI.
The article outlines a step‑by‑step learning system compiled by senior architects, covering skill foundations, source‑code analysis, distributed and microservice architectures, concurrency, performance tuning, essential Java tools, and a hands‑on e‑commerce project to help developers become well‑rounded architects.
The article explains how JDK 24’s Gatherer API extends Java streams with custom intermediate operations, compares its functionality to Groovy’s rich collection methods, and provides concrete Gatherer implementations for slicing, fixed and sliding windows, folding, and subsequence detection, complete with runnable code examples.
A tiny UI tweak that required a meeting with four backend groups exposed the pain of calling many micro‑services from the front‑end, and the article shows how introducing a Backend‑For‑Frontend (BFF) layer can aggregate, transform, and simplify those calls while improving reliability and performance.
The article analyzes how OpenAI's Codex CLI, an AI coding agent, is shifting Java development from manual code writing to task‑oriented automation, outlining suitable use cases, practical prompting techniques, and the new skills engineers must adopt to keep quality and control.
The article explains that a daemon (background) thread in Java supports user threads but does not prevent JVM shutdown; when all non‑daemon threads finish, the JVM exits regardless of daemon threads, covering definitions, usage scenarios, creation methods, pitfalls, detailed comparisons, and typical interview questions.
The article explains how integrating Arthas with the Model Context Protocol (MCP) enables AI-driven, natural‑language troubleshooting of Java‑based online incidents, offering step‑by‑step diagnostics, concrete case studies, and a balanced view of its advantages and current limitations.
JDK 26 adds HttpRequest.BodyPublishers.ofFileChannel, letting developers read specific file segments directly from a shared FileChannel without copying data into heap memory, dramatically reducing memory usage and simplifying parallel chunk uploads to object storage such as OSS or S3.
This article walks through the design and implementation of a TCP long‑connection communication scheme using Netty and Spring Boot 2.2.0, covering project architecture, module layout, message flow, detailed code explanations, testing procedures, and deployment considerations.
This article introduces MongoDB fundamentals, walks through Windows installation, shows how to integrate Spring Boot with MongoDB via Maven, configures connection settings, demonstrates both MongoRepository and MongoTemplate usage with full code examples, and compares MongoDB to Redis for typical use cases.
This article curates ten open‑source AI projects on Gitee that Java developers can use to learn RAG pipelines, AI agents, knowledge‑base construction, Text‑to‑SQL, workflow orchestration, and multi‑model integration, offering concrete use cases, learning goals, and guidance on selecting a learning path.
The article explains the four ways to create a thread pool in Java, why the Executors factory methods are unsafe for production, how to manually configure ThreadPoolExecutor with its seven parameters, and compares scheduled and ForkJoin pools while providing interview‑focused Q&A and practical configuration formulas.
This article analyzes ten frequent pitfalls when using MyBatis-Plus—such as incorrect pagination totals, pagination plugin misconfiguration, logical delete failures, auto‑fill issues, optimistic‑lock mismatches, null handling in QueryWrapper, batch‑insert performance, enum mapping errors, wrapper condition overrides, and type‑handler problems—provides root‑cause explanations, concrete code examples, and practical solutions to help developers write more robust and efficient Java backend code.
This guide shows how to integrate asyncTool into a Spring Boot project, configure custom thread pools, define core interfaces, and compose serial, parallel, or mixed task flows with full‑link callbacks, fault tolerance, and performance optimizations for complex multi‑threaded orchestration.
This article walks through building a Netty‑based WebSocket server integrated with Spring Boot, configuring the channel pipeline, implementing custom handlers, exposing a push‑message service, and testing the end‑to‑end flow that enables the backend to push real‑time messages to web clients.
The article explains why well‑crafted prompts are crucial for AI‑assisted programming, introduces the STAR principle for prompt design, and provides ten ready‑to‑use prompt templates covering requirement analysis, test generation, code explanation, refactoring, debugging, performance tuning, SQL design, documentation, architecture review, and language translation.
This article explains why CompletableFuture replaces traditional Future in high‑concurrency Java applications, demonstrates core APIs such as runAsync, supplyAsync, thenApply, allOf, anyOf, thenCombine, and exception handling, and provides detailed code examples—including serial, parallel, aggregation, and an e‑commerce order‑processing case—to guide robust asynchronous programming.
This article explains a standard Spring MVC + OpenFeign design pattern for microservices, where a contract‑first interface defines routing and API specs, Controllers implement business logic, and Feign clients reuse the same interface for remote calls, with full Maven project setup, code samples, and Nacos integration.
This article demonstrates a step‑by‑step implementation of API anti‑brush (rate limiting) using a Spring Interceptor combined with Redis, explains how to configure time windows and request limits, introduces a custom @AccessLimit annotation for fine‑grained control, discusses path‑parameter pitfalls, real‑IP handling, and shares practical testing results.
The article demonstrates how to eliminate repetitive try‑catch blocks in Java Spring applications by using Spring's @ControllerAdvice for centralized exception handling, a custom Assert interface backed by enums for error codes, and unified response objects, resulting in cleaner, more maintainable code.
This article explains why Disruptor—a lock‑free, high‑throughput Java queue from LMAX—was chosen over traditional brokers, details its core concepts such as RingBuffer, Sequence, and WaitStrategy, and provides a step‑by‑step SpringBoot demo that can handle up to six million orders per second without pressure.
The article shows how a growing list of if‑else checks for user eligibility becomes hard to maintain, then walks through designing and implementing a Java rule engine—defining rule abstractions, building an AND/OR executor, and demonstrating usage with concrete examples, while discussing its advantages and drawbacks.
A tiny front‑end tweak that required five microservice calls turned the front‑end into a glue layer, prompting a meeting with four backend teams, and the author explains how adopting a Backend‑for‑Frontend (BFF) pattern resolves such integration pain points with concrete examples and code.
This article examines ten frequent pitfalls when using MyBatis-Plus—such as incorrect pagination counts, disabled pagination, logical‑delete mishandling, auto‑fill failures, optimistic‑lock issues, batch‑insert slowness, enum mapping errors, JSON type‑handler problems, and query‑wrapper quirks—explains their causes, and provides concrete code‑level solutions and best‑practice recommendations.
This article explains three Spring Boot 3.5.0 techniques—ResponseBodyEmitter, SseEmitter, and StreamingResponseBody—for delivering multiple asynchronous values as a stream, complete with code samples, curl demonstrations, and a front‑end EventSource example.
This article walks Java engineers through building production‑grade enterprise AI assistants, explaining the roles of LLM, RAG, Agent and Skill, detailing a layered architecture, best‑practice code samples, deployment strategies, observability, security and cost‑control considerations.
The article explains that recent Spring AI updates—AutoMemoryTools and the Session API—introduce long‑term and short‑term memory capabilities, arguing that Java AI agents must shift focus from merely invoking tools to managing context and memory to become reliable production systems.
MateClaw is an open‑source, Java‑centric AI operating system built on Spring Boot 3.5 and Spring AI Alibaba that runs as a single JAR, offering multi‑agent collaboration, a structured wiki‑style knowledge base, tool‑guarded utilities, multi‑model routing, and cross‑channel deployment while keeping all data on‑premises.
The article enumerates ten typical traps when using MyBatis-Plus—such as incorrect pagination counts, ineffective pagination plugins, logical delete mishandling, auto‑fill failures, optimistic‑lock issues, null‑value conditions, batch‑insert slowness, enum mapping errors, wrapper overwrites, and type‑handler problems—explains why they occur, and provides concrete code‑level solutions and best‑practice recommendations.
This guide walks through setting up a local LLM with Ollama, configuring Spring Boot and LangChain4j, defining function‑calling tools for weather, order status, logistics and coupons, creating AI service beans, exposing REST controllers, and troubleshooting common integration issues.
This article analyzes the Model Context Protocol (MCP), detailing its architecture, JSON‑RPC extensions, Streamable HTTP transport, and governance layers, and demonstrates how to transform high‑traffic Java microservices into a secure, observable AI‑native capability layer using an independent MCP gateway, tooling standards, and production‑grade implementations.
The article explains why returning a Result wrapper from the Service layer couples business and presentation logic, reduces reusability, complicates testing and transaction handling, and suggests keeping services pure by returning domain objects and handling errors via exceptions.
Sun Microsystems, once hailed for its groundbreaking CPUs, operating systems, and programming language, rose from a Stanford‑born workstation startup to dominate 80s‑90s workstations and servers, but arrogance, market blind spots, and the rise of Linux and Intel CPUs led to its rapid decline and eventual acquisition by Oracle.
This article explains why Java generics are essential, clarifies the conventional meanings of type parameters T, E, K, V, describes how to use unbounded, upper‑bounded and lower‑bounded wildcards, introduces the PECS rule, details type erasure, and lists common pitfalls with practical code examples.
This guide walks through using the SpringAIAlibaba framework to integrate Alibaba Baichuan with Spring Boot via LangChain4j, explains core concepts, compares LangChain4j to Spring AI and OpenAI, and provides step‑by‑step dependency setup, environment configuration, code examples, and a simple browser test.
This guide demonstrates how to integrate LangChain4j into a SpringBoot application to enable multi‑turn chat memory and per‑user session isolation using @MemoryId, configuring ChatMemoryProvider, updating the AI service interface, and testing with curl requests.
This article explains why traditional function‑calling is insufficient for production AI services and shows how Spring AI's Model Context Protocol (MCP) introduces bidirectional communication, addressable resources, parameterized prompts, tool orchestration, and server‑initiated sampling, providing a complete roadmap to build a production‑grade AI microservice architecture.
MyBatis generates mapper implementations at runtime using JDK dynamic proxies; the proxy intercepts interface calls, builds a statementId from the interface’s fully‑qualified name and method name, looks up the corresponding MappedStatement via the namespace‑id convention, and delegates execution to SqlSession, eliminating the need for a concrete class.
The article explains why loading a Java AI agent with dozens of tools hurts token efficiency and accuracy, and how Spring AI’s dynamic tool discovery—implemented via ToolSearchToolCallAdvisor—lets models fetch only the needed tools per turn, saving up to 64% of tokens and simplifying tool governance for large Java back‑ends.
The article dissects an Alibaba interview question about the volatile modifier, showing why answering only with a lazy‑loaded singleton is insufficient, and explains how volatile prevents instruction reordering, establishes memory barriers, and creates happens‑before relationships to make double‑checked locking safe.
This article demonstrates seven practical ways to access configuration properties in a Spring Boot 3.5.0 application, covering ContextRefreshedEvent listeners, ConfigurableEnvironment, the Environment interface, @Value, @ConfigurationProperties, ConfigurableBeanFactory, and the Actuator /env endpoint, each with code examples and usage notes.
The 2025 MCP specification replaces the old HTTP+SSE transport with Streamable HTTP, requiring Java services to handle both POST and GET, manage session IDs, support reconnection and authentication, and rethink gateway, load‑balancing, and client recovery strategies instead of relying on a simple SSE long‑connection model.
The article explains why ordinary MyBatisPlus pagination becomes slow and memory‑hungry when processing millions of rows, and demonstrates three alternatives—regular query, stream query, and cursor query—detailing their implementations, trade‑offs, and practical code snippets for MySQL and Oracle environments.
An interview‑focused analysis explains how processes allocate resources, threads handle CPU scheduling, and coroutines act as lightweight user‑mode threads, comparing their creation costs, switching overhead, and memory usage, and highlights Java 19/21 virtual threads as the Java implementation of coroutines.
This guide shows how to set up a Spring Boot 3.x project with JDK 17, add the spring‑ai‑alibaba‑starter, configure an Alibaba Cloud Bailei API key, and implement a simple chat controller to call the model via Spring AI.
Easy‑Trans is a SpringBoot starter that provides five translation modes—simple ID‑to‑name, dictionary code‑to‑text, enum mapping, RPC cross‑service, and custom data source—allowing developers to replace repetitive lookup code with a single @Trans annotation, optionally enabled with caching for high performance.
This article compares Spring AI 2.0 and LangChain4j, examining their positioning, version alignment, architecture, programming model, RAG support, observability, learning curve, and ecosystem integration to help Java teams decide which library best fits their AI project constraints.
The article presents a step‑by‑step, three‑month‑tested workflow that embeds Anthropic Claude and OpenAI Codex into IntelliJ IDEA via the Continue plugin, enabling Java developers to auto‑generate CRUD code, unit tests, and refactorings, connect Claude to the database, and avoid repetitive coding tasks without purchasing a subscription.
This note explains Java inheritance, covering the single‑inheritance class hierarchy, a Car class example, a ChildCar subclass that adds a load field, and eight key inheritance capabilities such as member reuse, method overriding, and constructor chaining, illustrating why inheritance improves code reuse and quality.
This article demonstrates how to create a millisecond‑level real‑time online user tracking system using Spring Boot 3.5, WebSocket with STOMP, and Redis pub/sub, covering environment setup, Maven dependencies, server‑side configuration, presence services, event listeners, and a simple front‑end page.
The article examines the delayed double‑delete cache invalidation technique, reveals its hidden risk of cache‑penetration‑induced database load, compares Facebook's lease‑based solution and Uber's version‑number approach, and advises when the method is appropriate for high‑traffic systems.
Java developers using AI to generate code find speed gains, but vague API boundaries cause AI to misinterpret intent; clear, well‑named, constrained interfaces are essential for reliable AI assistance, making API design a core factor in future development productivity.
This article analyses why a single‑agent LLM approach quickly hits scalability, context, and governance limits, and presents a production‑ready Spring AI Multi‑Agent design—including layered architecture, agent metadata, skill engineering, routing strategies, orchestration, resilience, A2A service discovery, Kubernetes deployment, observability, security, and cost‑control—backed by concrete Java code examples.
A newcomer swapped MyBatis for MyBatis‑Plus in an old Java project, which caused a runtime exception about unsupported java.time.LocalDateTime conversion; the root cause was a MyBatis version change and an outdated MySQL JDBC driver, fixed by upgrading the driver.
The article argues that for typical file‑upload scenarios you should upload to MinIO first and then write to the database without trying to enforce strong distributed consistency, explaining the pitfalls of transaction‑based solutions and offering simple async cleanup strategies.
This article shows how to use Hutool's OshiUtil wrapper of OSHI in a Spring Boot 3 application to retrieve CPU, memory, OS, JVM, disk and network information with just a few lines of code, covering dependency setup, code examples, usage scenarios and common pitfalls.
During a Meituan second-round interview, the candidate explains how to diagnose and resolve high RocketMQ consumption latency in production, outlining a three‑step approach—stop the bleeding, recover service, and cure the root cause—through consumer scaling, message forwarding, logic optimization, concurrency tuning, queue expansion, and monitoring.
The article explains how the Spring AI @Tool annotation transforms large language models from guesswork to real‑time data retrieval and action execution, presenting ten concrete scenarios—query, write, aggregation, cross‑system integration, proactive push, Text‑to‑SQL, role‑based access, external services, workflow triggers, and intelligent diagnostics—each illustrated with Java code, LLM decision flow, best‑practice tips, and cost considerations.
The article explains Java annotations, covering their purpose, usage in compilation, documentation and runtime, demonstrates built‑in annotations such as @Deprecated, @Override and @SuppressWarnings, shows how to define custom annotations, set retention policies, and create annotation processors with concrete code examples.
This tutorial shows how to integrate Apache Commons Configuration2 with Spring Boot 3 to load, refresh, persist, and listen to configuration changes in real time, using periodic reload triggers, auto‑save, and event listeners so updates take effect without restarting the service.
