Here is short info about post: Modern API testing workflows often rely heavily on automation tools such as Postman to simplify validation, regression, and continuous monitoring of APIs. Postman’s “Fix Test” feature, for example, attempts to automatically diagnose and patch failing tests by analyzing responses and suggesting code updates. While this can be useful for quick fixes, it can also encourage a reactive, rather than investigative, approach to failures — potentially masking deeper reliability or design issues. To truly ensure API reliability, maintainability, and test integrity, ... How To Investigate Failures, Preserve Test Intent, And Protect API Reliability Without Relying Solely On Postman’s “Fix Test”

Here is short info about post: Artificial Intelligence is transforming how we build modern software applications. Whether it’s intelligent chatbots, document summarizers, or contextual assistants, integrating AI capabilities directly into Java-based backends is now easier than ever. Traditionally, integrating AI into Java required complex external API calls or Python bridges, but modern frameworks like Quarkus and LangChain4j have simplified this process significantly. In this article, we will explore how to build AI-infused Java applications using Quarkus and LangChain4j, step by step. We will set up a ... How To Build AI-Infused Java Applications Using Quarkus With LangChain4j

Here is short info about post: As artificial intelligence continues to evolve, many developers are looking for ways to integrate AI capabilities directly into their existing systems. If you already have a REST API built with Node.js, you’re in a great position to take the next step — upgrading your service into an AI-ready MCP (Model Context Protocol) server. In this article, we’ll go step-by-step through how to evolve a simple Node.js REST API into an MCP-compliant server that can interact with AI models, providing structured ... How To Upgrade Your Node.js REST API Into An AI-Ready MCP Server

Here is short info about post: Integrated Development Environments (IDEs) are essential tools for developers, offering a unified platform for coding, debugging, and managing projects. While traditional IDEs like Visual Studio Code or IntelliJ are powerful, organizations often need tailored development environments to suit specific workflows or technologies. This is where Eclipse Theia comes in. Eclipse Theia is a modern, extensible, and open-source framework that allows developers to build their own IDEs or customized developer tools. It combines flexibility, modern web technologies, and compatibility with VS ... How To Build A Custom IDE With Eclipse Theia

Here is short info about post: Artificial Intelligence (AI) chatbots have rapidly evolved from simple keyword-based systems into intelligent conversational assistants capable of understanding complex questions and generating natural, human-like responses. A powerful approach to enhancing chatbot intelligence is Retrieval-Augmented Generation (RAG) — a technique that combines large language models (LLMs) with information retrieval using vector embeddings and similarity search. In this article, you’ll learn how to build a simple AI-based chatbot powered by RAG, step by step, complete with Python code examples. You’ll see how ... How To Build A Simple AI-Based Chatbot Powered By RAG, Vector Embeddings, And Similarity Search

Here is short info about post: In today’s era of AI-assisted software development, productivity is no longer limited by how fast you can type or how many libraries you can memorize. It’s now about how effectively you can leverage intelligent tools that extend your workflow. Among the most innovative tools leading this revolution are MCP (Model Context Protocol) agents—modular, context-aware AI components that enhance your IDE experience. When integrated properly, these agents can perform everything from automated refactoring to intelligent debugging. And the most seamless way ... How To Integrate MCP Agents Into Your Coding Workflow Using The DevoxxGenie Plugin For JetBrains IDE

Here is short info about post: Running database updates in a production environment is one of the most critical and risky tasks in web application management. When you’re working with Laravel — a robust and elegant PHP framework — it provides several tools and best practices to make this process safe and efficient. However, performing migrations or schema changes incorrectly can cause service interruptions, data corruption, or even total application downtime. The goal is to perform database updates without downtime, ensuring users continue to interact with ... How To Run Database Updates In Laravel Without Downtime Ensuring Smooth Application Operation And Secure Data Changes

Here is short info about post: Debugging is one of the most intellectually demanding and skill-refining activities in software engineering. When you inherit a codebase — often one lacking documentation, written by multiple contributors, and exhibiting unpredictable behavior — you face a classic case of debugging unknown code in a complex, context-free system. In such systems, context-free means that the logic flow is not easily traceable through explicit dependencies or predictable state changes. The code can behave differently depending on hidden conditions, asynchronous triggers, or non-deterministic ... How To Debug Unknown Code In Complex Context-Free Systems

Here is short info about post: The way organizations manage applications and infrastructure has dramatically shifted in recent years. Traditional manual deployments have given way to automation-driven approaches, ensuring consistency, reproducibility, and faster delivery cycles. Among these approaches, GitOps has emerged as a modern operational framework that applies DevOps best practices to infrastructure automation. GitOps leverages Git repositories as the single source of truth for declarative infrastructure and applications. When combined with tools like Helm, OpenShift, and ArgoCD, GitOps provides a powerful workflow for automating application ... How To Migrate To A GitOps Workflow With Helm, OpenShift, And ArgoCD

Here is short info about post: When working with PySpark, it’s easy to get carried away with writing transformations and actions that “just work” during development. However, once these pipelines are deployed in production, unexpected errors such as corrupted input files, schema mismatches, null values, or partitioning issues can cause serious disruptions. If error handling is not carefully designed, even a small data inconsistency can bring down the entire pipeline, delay downstream jobs, or worse, produce inaccurate results silently. In this article, we will explore how ... How To Properly Handle Errors To Make PySpark Pipelines More Reliable And Production Ready

Here is short info about post: Building real-time applications has always been one of the most exciting yet challenging areas of modern web development. Traditionally, WebSockets required dedicated servers, persistent connections, and careful scaling strategies to handle thousands—or even millions—of concurrent users. Thankfully, with the rise of serverless platforms, we can now achieve real-time communication without maintaining traditional server infrastructure. In this article, we’ll explore how to build serverless WebSockets using Cloudflare Workers, Hono, and Durable Objects. We will walk step by step through the architecture, ... How To Build Serverless WebSockets With Cloudflare, Hono, And Durable Objects

Here is short info about post: Working with data is often messy. Data engineers, analysts, and scientists spend large amounts of time preparing, cleaning, and querying datasets before valuable insights can emerge. Artificial Intelligence (AI) is rapidly changing this picture, bringing automation, intelligence, and simplicity into data workflows. Among modern platforms, Databricks SQL provides a unique advantage: it combines the scalability of the Databricks Lakehouse with AI-driven features that make querying and managing data tasks much more efficient. In this article, we’ll explore how AI can ... How To Simplify Data Tasks With AI In Databricks SQL