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KiwiPi Series
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Benchmark Test
Tested hardware video encoding on RK3588
Hardware Video Encoding on RK3588

After testing HDMI-IN on RK3588 with Kiwipi 5B, I ran into a very simple problem. Recording video work, but CPU usage goes up fast. At first, I was using software for hardware video encoding. It works, but not for long runs or real-time pipelines, so I switched to hardware video encoding. And that’s where the board started to behave completely differently. What Hardware Video Encoding Actually Means Here On RK3588, video encoding is not done by the CPU; there is a dedicated hardware block (VPU). It handles H.264 and H.265 encoding directly. And this is not a small feature. The chip supports real-time encoding up to 8K resolution, which means the encoding is designed to run continuously without loading the CPU. So instead of: CPU doing everything frames getting delayed You get: dedicated pipeline stable throughput much lower CPU usage Switching From Software to Hardware Video Encoding At first, I used something like this: x264enc It works, but CPU usage can easily go above 100%. Then I switched to Rockchip hardware encoding. On RK3588, this usually goes through: MPP (Media Process Platform) or hardware-enabled ffmpeg / gstreamer plugins For example, using GStreamer: gst-launch-1.0 v4l2src device=/dev/video0 ! videoconvert ! mpph264enc !

KiwiPi Series, Benchmark Test
KiwiPi 5B RK3588 HDMI-IN Test
I Tested HDMI-IN on RK3588

Here’s What You Can Actually Do With It When I first saw that the RK3588 board (based on RK3588 architecture and performance) supports HDMI input, I thought it would be something niche and probably hard to use. Most single-board computers don’t even have HDMI-IN, so expectations were not very high. But after testing it on the KiwiPi 5B, I realized it’s actually one of the most interesting features – and also one of the least explained. So I decided to try it myself and see what it can really do in practice. Getting HDMI-IN to Work The setup is surprisingly straightforward. Once the system boots, the HDMI input shows up as a standard video device in Linux, using the V4L2 video interface. In my case, it appeared as: /dev/video0 To confirm it, I ran a quick check in the system, and the HDMI receiver was correctly detected as a video source. At this point, the board is already receiving signal – you just need to access it. HDMI input on RK3588 showing up as /dev/video0 in Linux Checking the Input Signal Before trying anything complex, I wanted to see what kind of signal the board is

KiwiPi Series, Benchmark Test
Raspberry Pi 5 vs KiwiPi Pi 5 Pro
Raspberry Pi 5 vs KiwiPi 5 Pro

Which board should you choose for real projects in 2026 A clear and simple look at Raspberry Pi 5 and KiwiPi Pi 5 Pro performance If you are choosing between Raspberry Pi 5 and KiwiPi 5 Pro, you are really deciding what kind of work you want to do. Both are small computers, but they are built for slightly different purposes. One is simple and widely supported. The other is more powerful and focused on heavy tasks like AI and advanced processing. Raspberry Pi 5 is the most popular option for beginners and hobby projects. It is easy to set up, has a huge community, and works well for learning, coding, and simple servers. KiwiPi 5 Pro, on the other hand, is built around a stronger chip. It is made for people who need more performance, especially for things like AI, video processing, and edge computing. Understanding the basic difference The Raspberry Pi 5 uses a quad-core ARM Cortex-A76 processor. It is fast compared to older Raspberry Pi models, and it handles everyday tasks well. You can browse the web, write code, and run lightweight applications without problems. The KiwiPi 5 Pro uses a much more powerful chip based on

Comparison, KiwiPi Series
How to Mount SDA1 in Raspberry Pi
How to Mount SDA1 in Raspberry Pi

If you are using a Raspberry Pi, sooner or later, you will run into storage devices like USB drives, SSDs, or external hard disks. When you plug one in, it does not always show up automatically the way it does on a normal computer. This is where the idea of mounting comes in. It sounds technical, but it is actually quite simple once you understand it. In this guide, I will explain how to mount sda1 in Raspberry Pi in a very clear and easy way. Think of this like explaining it to a friend who has never used Linux before. No complicated words, no confusing steps, just what you need to know to make it work. If you are setting up storage on Raspberry Pi, it usually means you plan to use it for real tasks like servers or development. If you are working with video or external devices, things can get a bit more interesting. For example, on more powerful boards like RK3588, you can even take HDMI input directly and process it in real time. I tested this setup in practice, and it turned out to be much more useful than expected. If you want to see

Others
RK3588 SBC Explained
RK3588 SBC: KiwiPi 5 Pro vs Rivals

If you’ve been looking into small but powerful computers, you’ve probably come across the term RK3588 SBC. It sounds technical, but the idea is actually simple. A single-board computer is just a full computer built onto one small board. You plug in power, storage, and a screen, and it works like a mini PC. The RK3588 is the brain of many of these boards. It’s a chip made by Rockchip, and it’s known for being fast, efficient, and flexible. You’ll find it inside different boards like the KiwiPi 5 Pro and others such as the Rock Pi 5 or similar RK3588-based devices. Let’s break this down in a very simple way and compare how these boards actually feel in real use. What is an RK3588 SBC? An RK3588 SBC is just a small computer powered by the RK3588 chip. That chip has eight CPU cores. Four are fast and handle heavy tasks. Four are slower but save power when you don’t need speed. This helps the system stay cool and efficient. It also has a strong GPU for graphics and video. It can play 4K and even 8K video, which is impressive for such a small board. There is

KiwiPi Series, Benchmark Test
Edge AI Robotics
Edge AI Robotics News: Live Updates 2026

What Is Edge AI Robotics? If you have been seeing more edge AI robotics news lately, there is a good reason. This field is moving fast, and now it is no longer just about experiments. Real robots are already working in real places. Edge AI robotics means robots can think and make decisions directly on the device (So that is cool). They do not need to send data to the cloud and wait for a response. Everything happens locally (very convenient). This makes them faster and more reliable. Edge AI Robotics Before, many robots depended on cloud systems. They would capture data, send it somewhere, wait, and then act; that works for some tasks, but not for real-time work. If a robot is moving, lifting, or interacting with people, even a small delay can cause problems. That is why edge AI is becoming the standard. It allows robots to react instantly. It also means they can keep working even if the internet is slow or completely unavailable. Latest Edge AI Robotics News: Real Industry Updates in 2026 The biggest change in recent news is simple. Robots are now being used in real jobs, not just tested

AI
Rockchip RK3588
RK3588 Simply Explained: Specs & Speed

When I first started looking into new single-board computers and AI devices, I kept seeing the Rockchip RK3588 everywhere. At some point it felt like every second board was using it. At first I didn’t pay much attention – just another chip name. But after digging into a few devices and testing some of them, it became pretty obvious why so many companies are building around it. What the Rockchip RK3588 actually is The RK3588 itself is a system-on-chip. In simple terms, it means most of the important parts of a computer are packed into one chip. You don’t have separate pieces for CPU, graphics, and AI – it’s all inside. That’s why devices based on it can stay relatively small and still be pretty capable. If you think about it in a simple way, the RK3588 is like a compact “brain” that can run a full device – whether it’s a mini PC, a smart display, or one of the top 5 AI boxes of 2026. What I found interesting is that it doesn’t really try to specialize in just one thing. Some chips are strong in graphics but weak in AI, others are fine for basic tasks but

Comparison
Top 5 AI Box Solutions
AI Box: Top 5 Solutions of 2026

Now, I want to tell you something new about Smart Box systems. Do you want to know what a Smart AI Box is? In 2026, the AI Box, also called a Smart Box, has become an important technology for real-time data processing, automation, and making decisions at the edge. These small systems handle data locally, which helps reduce delays, protect privacy, and support critical applications like smart cities, retail analysis, robotics, and industrial automation. This article looks at the top 5 AI Box solutions of 2026, comparing their designs, performance, and uses from a straightforward engineering perspective.By the way, if you want to follow how AI boxes are evolving in real-world applications, you can also check the latest edge AI and robotics news updates. Is AI Box the same as Smart Box? Actually, yes, you can call any AI box a Smart box. Most modern solutions integrate GPU-accelerated modules such as NVIDIA Jetson, enabling real-time computer vision, natural language processing, and multi-sensor data fusion. The importance of Smart solutions comes from three main benefits: The first is low latency, which is crucial for robotics, autonomous systems, and industrial control. Second, data privacy ensures sensitive data stays on the device. Third,

Comparison
Kiwipi5 RAM CPU Test
Kiwi Pi 5 RAM and CPU Benchmark Test

Introduction Single Board Computers (SBCs) using Rockchip’s RK3588S chipset are becoming increasingly popular in areas such as AIoT, robotics, edge computing, and multimedia. The Rockchip RK3588S chip features a powerful CPU, GPU, NPU, and multimedia capabilities, making it a flexible platform for both testing and final products. This article explains how to test SBCs that use RK3588S, with examples like Firefly boards and the Kiwi Pi 5. We will cover hardware checks and software testing. In this article, we present a quick test of the RAM and CPU on the Kiwi Pi 5 and ROC-RK3588S-PC, along with additional information below. Why the RK3588S? The RK3588S is an 8nm, octa-core SoC that combines: CPU: 4× Cortex-A76 (2.2GHz) + 4× Cortex-A55 (1.8GHz) GPU: ARM Mali-G610 MC4, supporting OpenGL ES 3.2, Vulkan 1.2 NPU: 6 TOPS AI acceleration (INT4/8/16, FP16, BF16, TF32) VPU: 8K/60fps decoding, 8K/30fps encoding Memory: Up to LPDDR4X 32GB Connectivity: HDMI 2.1, USB 3.1, PCIe, Ethernet, Wi-Fi 6 Also, want to say that RK3588S is a cost-optimized and compact variant of the RK3588. If you want a deeper look at the chip, you can check our guide on RK3588 specs and performance explained. Key SBC Examples This balance of general-purpose

KiwiPi Series, Benchmark Test

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