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Introduction PostgreSQL, known for its robust performance and advanced features, is a highly popular relational database management system (RDBMS). One of its standout features is the support for storing and querying JSON data. JSON (JavaScript Object Notation) is a lightweight data interchange format that’s easy to read and write for both humans and machines. Using JSON in PostgreSQL can be particularly advantageous when you’re dealing with unstructured or semi-structured data. Hibernate, a widely-used ORM (Object-Relational Mapping) framework for Java, provides ... Modifying JSON Data in PostgreSQL Using the Hibernate Framework
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MariaDB, an open-source relational database management system (RDBMS) that branched from MySQL, has evolved significantly since its inception in 2009. While traditionally known for its use in managing transactional databases, MariaDB has undergone a redesign to remain relevant in the era of artificial intelligence (AI) and machine learning (ML). The most significant step in this journey is the introduction of MariaDB Vector Edition, which enables handling complex AI workloads, particularly those involving vectors—mathematical representations used in AI algorithms. This article ... MariaDB in the AI Era: Embracing Vector Edition for AI Workloads
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The modern web application development space is often focused on creating rich client-side experiences. Frameworks like React, Vue, and Angular have taken center stage in this ecosystem. However, many developers still face the challenge of achieving these interactive user interfaces (UIs) while maintaining simplicity and minimizing JavaScript complexity. One emerging solution to this is HTMX—a relatively lightweight library that enables dynamic interaction with minimal JavaScript code. HTMX (previously known as htmx) is an open-source library that allows you to enhance ... Augmenting the Client With HTMX
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Dependency Injection (DI) is a design pattern widely used in software development to improve code modularity, testability, and maintainability. At its core, DI allows classes to declare their dependencies, and these dependencies are injected into the classes by a DI framework. This relieves classes from the responsibility of creating or managing their dependencies, promoting the Single Responsibility Principle (SRP). When working with DI in frameworks like ASP.NET Core, it’s crucial to understand the lifecycle of services, which governs how often ... Understanding the Lifecycle of Singleton, Scoped, and Transient Services in Dependency Injection
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Functional programming (FP) is a powerful paradigm that emphasizes the use of pure functions, immutability, and high-order functions to process and transform data. Python, though primarily an object-oriented language, offers significant support for functional programming principles, especially through modules like itertools. The itertools module, in particular, harnesses the power of functional programming to create efficient, reusable, and memory-conscious code patterns. In this article, we’ll explore how functional programming principles power Python’s itertools module. We’ll dive into key concepts, explain how ... Functional Programming Principles Powering Python’s itertools Module
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API security is a critical aspect of modern web and mobile application development, where APIs serve as the backbone for communication between different systems. In this context, securing these APIs is paramount. Two technologies that have emerged as leading tools for enhancing API security are Kong Gateway and Open Policy Agent (OPA). Kong Gateway provides a robust API management solution with flexible routing, load balancing, and security policies, while OPA enables fine-grained, customizable policy enforcement. Together, these tools form a ... Enhanced API Security Using Kong Gateway and OPA for Policy Decisions
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Lombok is a popular Java library designed to minimize boilerplate code, making your code more concise and readable. It leverages annotations to automate tasks like creating getters, setters, constructors, and more. However, with each new version of the Java Development Kit (JDK), developers face new challenges and opportunities to optimize their code. JDK 23 brings various features and improvements, and understanding how Lombok integrates with it is crucial. In this article, we will discuss the Lombok library and explore how ... Using Lombok Library with JDK 23: A Comprehensive Guide
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In today’s fast-paced world, managing food inventory efficiently is essential for minimizing waste and ensuring that meals are prepared with the freshest ingredients. With the rise of modern web technologies, it’s possible to create powerful, user-friendly applications that streamline this process. In this article, we will guide you through building a Food Inventory Management App using Next.js, Material-UI, Firebase, Flask, and Hugging Face to track food items and generate recipe suggestions. Technology Stack Overview Next.js: A React framework that simplifies ... Building a Food Inventory Management App with Next.js, Material-UI, Firebase, Flask, and Hugging Face for Recipe Generation
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Oracle is a powerful relational database management system (RDBMS) widely used in enterprise environments. However, like any system, it has certain limitations and restrictions. One such limitation is on the size of expression lists in IN clauses. This can be especially problematic when you need to work with large datasets. The IN clause is often used in SQL queries to filter data based on a list of values, but Oracle places a restriction on the maximum number of items you ... Workarounds for Oracle Restrictions on the Size of Expression Lists
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Kubernetes, often abbreviated as K8s, has transformed the way organizations manage and deploy applications. Initially developed by Google, Kubernetes is an open-source platform designed to automate the deployment, scaling, and management of containerized applications. Since its inception, Kubernetes has become a de facto standard for container orchestration, significantly impacting the Software Development Life Cycle (SDLC) and how developers approach software development and deployment. In this article, we’ll explore Kubernetes’ impact on the SDLC, its influence on developers, and emerging trends ... Kubernetes: Revolutionizing the SDLC and Shaping the Future of Development
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Retrieval-Augmented Generation (RAG) is a sophisticated natural language processing (NLP) method that combines the power of neural networks and search algorithms to retrieve relevant information from external knowledge sources to generate coherent and contextually accurate responses. In many applications, improving the quality of RAG can significantly enhance the performance of a system, especially in tasks that require both factual accuracy and contextual relevance, such as question answering, summarization, and dialogue generation. One way to improve the quality of RAG is ... How to Improve RAG Quality by Storing Knowledge Graphs in Vector Databases
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Java, a programming language traditionally associated with large-scale enterprise applications, has found its footing in artificial intelligence (AI) development. While Python and R are the more popular choices in AI due to their simplicity and extensive libraries, Java provides a compelling alternative. Its robustness, speed, scalability, and cross-platform capabilities make it an ideal choice for complex AI projects. In this article, we’ll explore how Java can be used for AI development, look at practical coding examples, and analyze its relevance ... Exploring How the Java Programming Language Can Be Used for AI Development