
My edge AI company is up and running. Venture's have been launched and we are driving toward our first revenue. Check out the build, the whole process is document! Jetson is the core!

My edge AI company is up and running. Venture's have been launched and we are driving toward our first revenue. Check out the build, the whole process is document! Jetson is the core!
So far so good. 36-39C on idle, 49-52C streaming 1080p YouTube.
2 cons for me:
Someone from Radxa just leaked their new SBC in the Discord.
The Dragon Q8B will run on the Qualcomm Snapdragon 8cx Gen 3. It will have 4x USB 3.2 10gbps and probably a 4x16 bit LPDDR4x memory bus.
The 8cx was built for windows Laptops so we will probably get support for it. In relation to SBCs it has an extremely powerful CPU (and GPU) which can compete with mid-range desktop CPUs like the i5-1235U.
It will technically be slightly slower than the Orion o6 but with much better software/driver support. And still faster than the other two Qualcomm SBCs from Radxa (except the npu from the Q900).
In general it will probably be released on May 30.
What are your thoughts about it and what do you think it will cost?
Geek bench:
Long time lurker, first time poster with an actual project to share. I'm building Octane — an open source retro gaming handheld platform from scratch. Here's the full breakdown.
The brain: Radxa Cubie A7S
Allwinner A733, 6GB LPDDR5, WiFi 6, USB-C DisplayPort Alt Mode, ~$50. It's the only SBC at this price point that hits everything simultaneously: DPI GPIO lines for a direct-connect screen, USB-C DP Alt Mode for dock output, and a PCIe FFC expansion port that's become the key to the whole WiFi architecture.
The OS: OctaneOS
A custom Batocera Linux fork with Allwinner A733 support built from the ground up. Zero upstream Batocera A733 support exists — everything below the emulation layer (kernel, device tree, display driver) is being written specifically for this hardware. Kernel is Linux 5.15 from Radxa's Allwinner AIOT BSP.
Three play modes baked into the OS:
- Handheld — DPI screen direct via LCD0 GPIO
- Wired docked — USB-C DisplayPort Alt Mode, one cable does everything
- Wireless streaming — MT7921K M.2 on the PCIe FFC port as a dedicated private AP radio, streams to a Raspberry Pi Zero 2W in the dock
The dual WiFi architecture:
This is the part I'm most proud of figuring out. The onboard FCU760K handles home network internet as wlan0. The MT7921K M.2 card on the PCIe FFC expansion port runs as wlan1 — a completely independent radio on an independent bus, acting as a private AP for the streaming session. Two fully isolated radios, no interference, no shared bandwidth. Intel AX210 was ruled out because LAR enforcement blocks 5GHz AP mode on Linux.
The dock:
Raspberry Pi Zero 2W as the dock chip. Outputs HDMI, Component (Y/Pb/Pr), and Composite simultaneously — all three live with no selector switch. Plug in your CRT, your PVM, and your modern TV at the same time and they all get a signal. No commercial handheld at any price does this. Composite is native on the Pi Zero 2W — single solder point. Component via a small DAC board.
The CI pipeline:
Full Buildroot compile on GitHub Actions. The build spans multiple sessions over weeks of active development on an A733 target that didn't exist before this project. A checkpoint-failure cache technique keeps build artifacts alive across runs so nothing gets thrown away between sessions. Hat tip to suckbluefrog from Batocera-Multilib for pre-packaged dl cache tarballs for ecwolf and same-cdi — those two packages would have been a permanent CI blocker otherwise.
Where it stands:
Build environment up, A733 target defined, CI running. Hardware not yet in hand — building the software stack before the board arrives. Very much in progress and building in public from day one.
Everything is open source — spec, OctaneOS source, wiring diagrams, STL files, all of it.
*Disclosure: OctaneOS is developed with Claude Code assistance per community rules. The architecture decisions, hardware research, and project direction are mine — Claude Code handles build system execution and file-level work.*
Links:
- GitHub: github.com/GameOctane/OctaneOS
- Full build system writeup: gameoctane.com/how-octaneos-is-built-the-architecture-behind-the-software
- Project intro: gameoctane.com/introducing-a-new-open-source-handheld-octane
Happy to go deep on the A733 bring-up, the dual-radio architecture, the PCIe FFC expansion, or anything else. This community has been a huge reference — glad to finally have something to contribute back...and learn more than I ever realized was possible.
https://arace.tech/products/milk-v-jupiter-2
Looks like the Milk-V Jupiter 2 is now available for purchase and Sipeed has the K3 Pico-ITX and the K3 CoM260 Kit are available for purchase.
Both companies seem to be using the exact same CPU. So which one would you choose and why?
Trying to find a cheap single board computer on Amazon is way harder than it should be. You search for SBCs and end up scrolling through endless accessories, bundles, and completely unrelated stuff.
I got frustrated enough that I built a small tool: https://sbc.cheap
For some context, I’m also the creator of https://pibenchmarks.com, so I spend a lot of time looking at SBCs and comparing hardware. This was a problem I kept running into over and over.
The site automatically checks Amazon every 30 minutes, filters out as much of the noise as possible, and just shows actual SBCs sorted by price (lowest to highest). The goal is basically: “show me the cheapest real boards without making me dig for them.”
It’s not perfect. Some accessories still slip through depending on how badly listings are labeled, and the Amazon API is way more limited than I expected (can’t even get review scores, and searches are capped pretty hard). But overall it works pretty well and saves me a ton of time.
If you try it and notice missing boards or too many false positives, I’d genuinely appreciate the feedback. I can tweak the filters over time.
I’m also thinking about doing the same thing for Mini PCs since they have the exact same problem.
Curious if this is useful to anyone else or if I’m the only one who was annoyed enough to build something for it.
The Luckfox Aura is an impressive compact embedded single board computer (eSBC) built around Rockchip's RV1126B, packing quad-core performance, a built-in NPU for edge AI, Wi-Fi 6 dual-band, gigabit Ethernet with PoE support, USB 3.0, dual MIPI CSI-2 quad-lane camera connectors, 4K video encode and decode, MIPI DSI display output, an RTC battery connector, and onboard audio, all starting from just USD $50.
In this video I unbox the board, take a close look at the hardware, flash Debian 13 (Trixie) to the eMMC using SoC Toolkit, connect to Wi-Fi, run apt update and upgrade, and put it through the SBC Tier List where it earns a well-deserved S class.
Whether you're after something ideal for running OpenClaw with local TTS and STT, aiming to run Frigate NVR with RKNN inference, want a PoE-powered headless Linux server, or are simply after an affordable Debian board that works right out of the box, the Luckfox Aura is well worth a look.
最近Rasberry PI5を購入しようか検討しているんだけど、やっぱりトランプ関税やメモリ高騰、ホルムズ海峡閉鎖のせいでとても高いんだよね
それで、主な原因の一つにメモリ高騰があるけど、その対策のためにDDR3搭載のRasberry PIが出ると思う?皆の意見を聞きたい
I have had mine running for a while, very happy with it. I have the armour cooler and was very happy during most use it rarely goes over 60 degrees.
The other day I had it doing a lot of work so it was using the CPU at ~100% for well over an hour before I left. In this whole time, I did not get to 90 degrees (but got to very high 80s).
I was surprised because I kept seeing claims that it overheats easily, so I went to check the chip's frequency, thinking 'I have never seen mine throttle' and apparently the chip should reach 2.7GHz, but I have never seen btop report over 2GHz, so it looks like mine has been throttling all the time, which explains the generally low temperatures.
I am running armbian. Has anyone seen reported fequency higher than 2GHz in real usage?
Edit: Turns out it reaches the expected frequency per core and with the armor cooler does not get to throttle. My confusion was caused by not understanding how btop reports frequency. Thanks to everyone who helped!
What would you use if you want something similar to an Amazon fire stick. But completely open source and customizable.
I want to use that instead of my tv native os.
I know I could make this idea with a raspberry, but I think that it's too much for this purpose. I want to achieve it with a device with the lower specs posible.
I want to install there my own browser and some other Linux programs to watch my media.
Has someone made something similar to what I want?
Thank you!
Hi Everyone,
I am a musician with a visual impairment, and the available tablets aren’t cutting it for my needs, so I would like to build a pdf sheet music reader from a monitor connected to an SBC. I own a couple of Orange Pi, but I’m not opposed to buying a different SBC for this project if I need to. I know pretty much any OS will have the software to read PDFs, but I am wondering if there is a dedicated OS out there for this purpose (something like InkBox but for SBC) This rig will be used for nothing else (I’m going to mount it to a music stand) so the more streamlined I can make it, the better.
Can anyone recommend an OS for this?
Does anyone know of an RPi model (or equivalent) which has the camera interface, ethernet with POE in and can run motion project (legacy)? I am currently running motion on a RPI 4B but it needs power nearby and the Wifi signal is suboptimal.
[ The r/raspberrypi community is their usual unhelpful self, not allowing any look across the rim of their fiefdom for devices which might fit a need when one cannot find the exact thing in their area ]
Is anyone familiar with this SBC or have used it? I'm curious to know what other people's experience has been with this board. I've bought the 4GB model since the 8GB model is set to be released in mid 2025 and I'm impatient.
Edit:
I realized I was a complete idiot... It is 2026, I could have literally just spent the extra $40 ish for the 8GB model and got it at the same time... FML
Edit number 2:
I was able to get it rectified, so now I have the 8GB model coming.