While the Raspberry Pi 5 remains the favourite "gold standard" for a huge community of users due to its ease of use, the Rock 4 has a few hidden advantages for users looking for a little more edge. One of the most significant advantages is the native M.2 expansion slot, which allows you to ditch slow microSD cards in favour of lightning-fast NVMe storage directly on the board. The device also handles sustained workloads well, maintaining impressive thermal performance and often staying cooler than the Pi under load. You still get the familiar form factor, but with a little more flexibility for high-performance projects such as media servers or advanced emulators. Of course, you lose some of the plug-and-play simplicity of the Pi, but for those who like a slightly more ‘professional’ approach to hardware, the Rock 4 is an attractive alternative. It's basically its more powerful cousin, unafraid of heavy tasks, while the Pi remains friendly and accessible.

Kubernetes is an open-source container orchestration platform that automates the deployment, scaling, and management of applications in cloud and on-premise environments. With high availability, self-healing architecture, and flexible scaling, it allows you to build systems that are resilient to failures and ready for dynamic traffic growth. Today, it is the foundation of modern, scalable solutions based on microservices.

Docker and Docker Compose are powerful tools that allows you to package applications and their dependencies into lightweight, portable containers, making deployment fast and consistent across different environments. Below is a list of basic Docker commands that will help you get started and manage containers effectively.

There are many acronyms in software engineering. We are often familiar with their concepts and use them in our daily work, but we do not always remember their definitions exactly. In this brief overview, I have tried to collect the most popular ones.

Using multiple libraries we can get an UnsupportedClassVersionError. However, stack trace does not return the JDK version in which the problematic class was compiled, but the numeric value "major.minor version", the so-called Class File Version.

Juggernaut XL is a much more advanced model for generating images than Stable Diffusion. The example includes information on how to quickly install the relevant libraries with a few commands and write a Python script that generates images.

Running DeepSeek on local servers ensures full control over data and enhances security by eliminating the risk of leaks to external providers. It also allows for model customization to meet specific organizational needs, incorporating proprietary data and unique requirements. Additionally, independence from cloud services provides greater operational stability, freedom from provider policy changes, and potentially lower long-term costs.

Stable Diffusion allows users to generate AI images from text prompts. While it's often used with powerful GPUs, it can also run on a CPU, making AI-driven creativity accessible to more users. Whether for art, design, or experimentation, Stable Diffusion offers a flexible way to bring ideas to life with just a few lines of text.

REST APIs play a crucial role in IoT devices like the Raspberry Pi, enabling seamless communication between embedded systems and external applications. They allow sensors and actuators to send and receive data efficiently, making IoT deployments more scalable and flexible. While Flask and Flask-RESTX have been popular choices for building APIs, FastAPI offers a modern alternative with better performance, automatic data validation, and asynchronous support. Its speed and ease of use make it ideal for resource-constrained IoT environments, improving response times and reducing overhead. As IoT continues to evolve, leveraging FastAPI can lead to more efficient and responsive device interactions.

Integrating your systems with the OpenAI API unlocks a world of possibilities, from automating complex tasks to enhancing user interactions with AI-driven insights. With natural language processing, code generation, and intelligent data analysis, OpenAI enables smarter decision-making and greater efficiency. Whether you’re improving customer support, optimizing workflows, or developing cutting-edge applications, this integration ensures seamless scalability and adaptability. In this article, you'll learn how to quickly configure and connect your system to the OpenAI API.