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System Coexistence: Bridging Legacy and Modern Architecture
Abstract Organizations are challenged with integrating legacy systems and modern applications in a way that ensures operational harmony and business continuity. This article explores the concept of system coexistence, the ability of diverse software systems built across different eras and architectures to function together within shared environments. It delves into practical strategies for achieving coexistence, such...
Published on: May 22, 2025 | Source:
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Agent mode 101: All about GitHub Copilotβs powerful mode
A full look at agent mode in GitHub Copilot, including what it can do, when to use it, and best practices. The post Agent mode 101: All about GitHub Copilotβs powerful mode appeared first on The GitHub Blog.
Published on: May 22, 2025 | Source:The Role of AI in Identity and Access Management for Organizations
Introduction Identity and Access Management (IAM)is a key pillar of any organization. It plays a vital role in enterprise securityβsecuring the resources and the data of an organization by making sure only authorized users have access. As the IT infrastructure of organizations is growing exponentially and increasing cyber threats, rule based IAM solutions are often insufficient. To enhance security, streamline...
Published on: May 22, 2025 | Source:Assessing Bias in AI Chatbot Responses
Abstract AI communication in the form of chatbots has brought about a new paradigm of communication and service delivery through the use oflarge language models(LLMs) like GPT. However, as these technologies are applied in daily life, questions about the bias of the answers given by chatbots also arise. In this paper, the focus will be on discussing the ethical considerations of AI chatbots, including the detection of...
Published on: May 22, 2025 | Source:Knowledge Graph Embeddings and NLP Innovations
Knowledge Graph Question Answering (KGQA) systems facilitate the structuring of typical natural language queries and consequently retrieve specific, relevant information from knowledge graphs efficiently. Given new advances in Knowledge Graph Embeddings (KGEs) and the sophistication of Large Language Models (LLMs), significant strides are being made in understanding complex semantic relationships and multi-hop queries....
Published on: May 22, 2025 | Source:Build a Simple REST API Using Python Flask and SQLite (With Tests)
You can find the complete project and test files for this tutorial on GitHub if youβd like to follow along or extend the code further. In this tutorial we are going to build a REST API using Python Flask. We will create a simple Flask application that serves a single endpoint, GET /items, which returns a list of items from a SQLite database. This guide is written for beginners and will walk you through each step in a...
Published on: May 22, 2025 | Source:Go 1.24+ Native FIPS Support for Easier Compliance
In February, Go released version 1.24, introducing significant enhancements to its cryptographic libraries, particularly in achieving FIPS (Federal Information Processing Standards) compliance. This update positions Go as a superior choice for developers building applications for U.S. federal government use. By eliminating dependency on third-party libraries and integrating FIPS compliance directly into its core, Go...
Published on: May 22, 2025 | Source:How to Deploy Your FastAPI + PostgreSQL App on Render: A Beginner's Guide
This guide is a comprehensive roadmap for deploying a FastAPI backend connected to a PostgreSQL database using Render, a cloud platform that supports hosting Python web apps and managed PostgreSQL databases. You can find the complete source code he...
Published on: May 22, 2025 | Source:An Animated Introduction to Elixir
Elixir is a dynamic, functional programming language designed for building scalable and maintainable applications. It leverages the battle-tested Erlang VM, known for running low-latency, distributed, and fault-tolerant systems. Elixir is based on an...
Published on: May 22, 2025 | Source:How to Create a Successful API Ecosystem
Application programming interfaces (APIs) are essential to a developerβs daily work. They are the reasons why diverse hardware and the internet communicate seamlessly. Here is an accessible look into the world of API ecosystem creation for coders of all skill levels. What Is an API Ecosystem and Its Role for Devs? An API ecosystem is a collection of APIs working together. They function alongside many programs,...
Published on: May 22, 2025 | Source:SaaS in an Enterprise - An Implementation Roadmap
With business software changing daily, companies are adopting Software as a Service (SaaS) solutions due to their agility, expandability, and economical nature. Compared to conventional software that must be installed on a local computer, SaaS is more appealing because it makes accessing applications over the internet much simpler. That said, a successful SaaS implementation entails consideration of planning, proper...
Published on: May 22, 2025 | Source:Code Reviews: Building an AI-Powered GitHub Integration
One common issue with growing teams with an extensive codebase is maintaining the code quality. It requires tremendous effort to maintain the code base, and manual code reviews often create a bottleneck during the development process. One standard practice is to get the pull request (PR) reviewed by a senior engineer before merging it into the code base. But developers often get overloaded with reviews as they continue...
Published on: May 22, 2025 | Source:Analyzing Techniques to Provision Access via IDAM Models During Emergency and Disaster Response
Introduction A natural or human-made disaster is a significant concern for populations across the world. It is important that the response to such cases be prompt and effective so that human and financial losses are minimized. In addition, while the response operations to such critical situations are often complex and complicated, a timely response is crucial. Therefore, designing and implementing effective identity...
Published on: May 22, 2025 | Source:MCP Servers: The Technical Debt That Is Coming
Over the last decade, weβve refined how APIs are built, shared, and consumed. REST became a common ground, OpenAPI offered structure, and gRPC brought speed. But now, in the age of AI, something new is surfacing: the rise of MCP servers β Model Context Protocol servers. These systems offer an enticing promise: bring AI into the loop by orchestrating backend calls, shaping flows in natural language, and empowering LLMs...
Published on: May 22, 2025 | Source:Chat With Your Knowledge Base: A Hands-On Java and LangChain4j Guide
Disclaimer: This article details an experimental project built for learning and demonstration purposes. The implementation described is not intended as a production-grade solution. Some parts of the code were generated using JetBrainsβ AI Agent, Junie. Large language models (LLMs) like GPT-4, Llama, and Gemini have revolutionized how we interact with information. However, their knowledge is generally limited to the...
Published on: May 22, 2025 | Source:GitHub Copilot's New AI Coding Agent Saves Developers Time β And Requires Their Oversight
At Microsoftβs Build developer conference, GitHub announced the rollout of a new AI coding agent built directly into GitHub Copilot. This upgraded assistant can now handle development tasks like fixing bugs, writing features, refactoring code, and improving documentation. Developers can assign issues to Copilot through GitHub.com, GitHub Mobile, or the GitHub command-line interface, just like assigning them to a human....
Published on: May 22, 2025 | Source:Intro to RAG: Foundations of Retrieval Augmented Generation, Part 2
In the last post, we discussed the basics of retrieval-augmented generation (RAG) and how it enhances the capabilities of large language models (LLMs) by integrating them with external knowledge sources. We also introduced the concept of vector embeddings and their role in semantic search. In this post, we'll dive deeper into the different layers of RAG, including vector RAG, graph RAG, and agents. We'll explore how...
Published on: May 22, 2025 | Source:Monolith: The Good, The Bad and The Ugly
After an initial very warm welcome and a wave of hype, microservices are no longer considered a silver bullet for all software pitfalls. We, as a community of engineers, started to notice the significant complexity they introduced. The plain old monolith approach started to get mainstream attention once again. That is why, today, I would like to bring it and its different subtypes to your attention in more detail.
Published on: May 22, 2025 | Source:AI Speaks for the World... But Whose Humanity Does It Learn From?
Generative AI models are widely celebrated for performing tasks that seem βclose to humanβ β from answering complex questions to making moral judgments or simulating natural conversations. But this raises a critical question that is too often overlooked:
Published on: May 22, 2025 | Source:Reading code is still the most effective method to debug multi-thread bug
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Published on: May 21, 2025 | Source:How to Merge HTML Documents in Java
Java developers are often handed the challenge of consolidating documents in efficient file processing workflows. With this prompt, HTML might not be the first document format that comes to mind β we might think of βfile processingβ as pertaining to robust, βbusiness-yβ formats like PDF or Excel first and foremost β but HTMLβs importance in many modern enterprise environments canβt be understated. Whether it's a...
Published on: May 21, 2025 | Source:Master Database Management Systems
Understanding how to manage data effectively is a critical skill for anyone pursuing a career in tech. And we just published a course on the freeCodeCamp.org YouTube channel that will teach you all about Database Management Systems (DBMS). This in-de...
Published on: May 21, 2025 | Source:Enforcing Architecture With ArchUnit in Java
You create a well-defined architecture, but how do you enforce this architecture in your code? Code reviews can be used, but wouldn't it be better to verify your architecture automatically? With ArchUnit you can define rules for your architecture by means of unit tests. Introduction The architecture of an application is described in the documentation. This can be a Word document, a PlantUML diagram, a DrawIO diagram,...
Published on: May 21, 2025 | Source:Creating a Web Project: Caching for Performance Optimization
In one of the previous articles on identifying issues in your project, βCreating a Web Project: Key Steps to Identify Issues,β we discussed how to analyze application performance and how collecting metrics can assist in this task. However, identifying a problem is only the first step; action must be taken to resolve it. Caching is arguably one of the most effective and widely used methods for accelerating your...
Published on: May 21, 2025 | Source:Exploring Intercooler.js: Simplify AJAX With HTML Attributes
Intercooler.js is a lightweight JavaScript library that enables developers to add AJAX functionality to their web applications with minimal effort. Inspired by HTML's simplicity, it allows the use of HTML attributes to handle dynamic updates instead of writing extensive JavaScriptcode. This library is ideal for developers who want the power of AJAX without diving into complex frameworks like React or Angular. Note:...
Published on: May 21, 2025 | Source:Agileβs Quarter-Century Crisis
TL; DR: Agile Failure at Corporate Level The data couldnβt be more supportive: Despite 25 years of the Agile Manifesto, countless books, a certification industry, conferences, and armies of consultants, weβre collectively struggling to make Agile work. My recent survey, although not targeting Agile failure, still reveals systemic dysfunctions that persist across organizations attempting to implement Agile practices:
Published on: May 21, 2025 | Source:How To Introduce a New API Quickly Using Quarkus and ChatGPT
My last two articles (part 1 and part 2) focused on getting to market quickly using Java. The only difference was the build automation tool that I used for each example. This time, I want to step outside of my comfort zone and try something a little different. I read about how Quarkus is a Kubernetes-native Java framework designed for building fast, lightweight microservices. Whatβs even better is that it is optimized...
Published on: May 21, 2025 | Source:How to thrive as a junior engineer: Tips and insights
Plus, ways teammates and leaders can be better mentors for their new counterparts. The post How to thrive as a junior engineer: Tips and insights appeared first on The GitHub Blog.
Published on: May 21, 2025 | Source:How to Refactor Complex Codebases β A Practical Guide for Devs
Developers often see refactoring as a secondary concern that they can delay indefinitely because it doesnβt immediately contribute to revenue or feature development. And managers frequently view refactoring as "not a business need" until it boils ove...
Published on: May 21, 2025 | Source:Why Vibe Coding Won't Destroy Software Engineering
AI is disrupting all industries at a pace not seen at any time in history. Technologies and industries that were once dominated by one or two companies or were very much βhuman-focusedβ are coming under threat. Google is losing ground to AI search, t...
Published on: May 21, 2025 | Source:How JavaScript Lint Rules Work (and Why Abstract Syntax Trees Matter)
Before I started to contribute to eslint-plugin-react, I didnβt think too deeply about the linters I used every day while writing code. Like many developers, I installed them at the start of a project, appreciated the red underlines or auto-fixes, an...
Published on: May 21, 2025 | Source:The Future of Java and AI: Coding in 2025
Expanding on the findings of "The State of Coding the Future with Java and AI" survey, this article focuses more on the unique perspective and potential for developers leveraging Quarkus for Java AI. Software development is evolving rapidly, and Java remains a cornerstone for enterprise applications, especially as Artificial Intelligence (AI) reshapes the coding landscape. In 2025, Java developers are at the forefront...
Published on: May 21, 2025 | Source:IoT and Cybersecurity: Addressing Data Privacy and Security Challenges
The Internet of Things has shaken up our lives, connecting everything from smart homes to massive industrial systems in a pretty smooth way. Sure, these tech upgrades make our day-to-day so much easier, but they have also brought some real concerns about security and privacy. With billions of IoT devices out there, are we really ready for the growing cybersecurity threats?
Published on: May 21, 2025 | Source:Securing the Future: Best Practices for Privacy and Data Governance in LLMOps
Over the last few years, they have rapidly developed in the field of large language models (LLMs) since these models can now underpin anything, from a customer service chatbot to an enterprise-grade solution. Now that such models are more woven into the fabric of daily operations, the definition of importance will extend beyond privacy to strong data governance. The operational infrastructure around LLMs is changing...
Published on: May 21, 2025 | Source:Prioritizing Cloud Security Risks: A Developer's Guide to Tackling Security Debt
In this era of ever-growing digital footprint, decreasing security debt has become so critical for organizations operating in the cloud. The myriads of unresolved security findings expose services vulnerable to emerging threats as well as pose risk to compliance and governance. The solution requires organizations to develop an efficient method for prioritizing security risks based on severity levels across different...
Published on: May 21, 2025 | Source: