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IP65-rated TWOWIN T808P-G Edge AI computer features 8x GMSL2 cameras, aviation-grade M12/M16 connectors

TWOWIN Technology has introduced the TW-T808P-G, a rugged, fan-cooled, IP65 edge AI computer built around the NVIDIA Jetson Orin NX system-on-module (SoM). Designed specifically for autonomous driving, unmanned delivery vehicles, and smart inspection scenarios, the system provides up to 157 TOPS of AI performance and features various connectivity options for real-time processing in industrial and smart infrastructure environments. Housed in an aluminum alloy enclosure, the device features aviation-grade M12 and M16 connectors for Gigabit Ethernet (PoE), RS232/RS485 serial communication, and power. Other features include two FAKRA connectors for up to eight GMSL2 cameras, USB 3.0, CAN Bus, GPIO, HDMI, and...
A Look at Full Spectrum 3D Printing
https://invidious.privacyredirect.com/watch?v=Mjdwu-Ga_rA

Many modern desktop 3D printers include the ability to print in multiple colors. However, this typically only works with a few colors at a time, and the more colors you can use, the higher the machine’s cost and complexity. However, a recent technique allows printers to mix new colors by overlaying thin sheets of different filaments. [YGK3D] looks at how it works in a recent video.
In the early days of 3D printing, there were several competing approaches. You could have separate extruders, each with a different color. Some designs used a single extruder and switched between different filaments on demand....
AI For The Skeptics: Attempting To Do Something Useful With It

There are some subjects as a writer in which you know they need to be written, but at the same time you feel it necessary to steel yourself for the inevitable barrage of criticism once your work reaches its audience. Of these the latest is AI, or more specifically the current enthusiasm for Large Language Models, or LLMs. On one side we have the people who’ve drunk a little too much of the Kool-Aid and are frankly a bit annoying on the subject, while on the other we have those who are infuriated by the technology. Given the tide of...
A 6502 All in the Data

Emulating a 6502 shouldn’t be that hard on a modern computer. Maybe that’s why [lasect] decided to make it a bit harder. The PG_6502 emulator uses PostgreSQL. All the CPU resources are database tables, and all opcodes are stored procedures. Huh.
The database is pretty simple. The pg6502.cpu table has a single row that holds the registers. Then there is a pg6502.mem table that has 64K rows, each representing a byte. There’s also a pg6502.opcode_table that stores information about each instruction. For example, the 0xA9 opcode is an immediate LDA and requires two bytes.
The pg6502.op_lda procedure grabs that information and updates...
An Arm Mainboard for the Framework Laptop

Using the repair-friendly Framework 13 laptop chassis, I've tested the low-end x86 option (a Ryzen AI 5 340 Mainboard), the fastest RISC-V option (DC-ROMA II), and today I'm publishing results from the only Arm Mainboard, the MetaComputing AI PC, which has a 12-core Arm SoC and up to 32 GB of soldered-on RAM.
My Framework 13 has run on x86, RISC-V, and now Arm, making it something of a 'Ship of Theseus'.
Orange Pi Zero 3W – An Allwinner A733 SBC in Raspberry Pi Zero form factor

Orange Pi Zero 3W is Raspberry Pi Zero-sized SBC powered by an Allwinner A733 octa-core Arm Cortex-A76/A55 SoC paired with up to 16GB of LPDDR5 RAM, a microSD card slot, and footprints for eMMC flash or UFS storage. Other features include a 4K-capable mini HDMI port, two USB-C ports, one with DP 1.4 Alt mode, a MIPI DSI display connector, two MIPI CSI camera connectors, a WiFi 6 and Bluetooth 5.4 module, and a 40-pin GPIO header. OrangePi Zero 3W specifications: SoC – Allwinner A733 CPU Dual-core Arm Cortex-A76 @ up to 2.00 GHz Hexa-core Arm Cortex-A55 @ up to...
A Tale of Cheap Hard Drives and Expensive Lessons

When it comes to electronic gadgets, I’m a sucker for a good deal. If it’s got a circuit board on the inside and a low enough price tag on the outside, you can be pretty sure I’ll be taking it home with me. So a few years ago, when I saw USB external hard drives on the shelf of a national discount chain for just $10, I couldn’t resist picking one up. What I didn’t realize at the time however, was that I’d be getting more in the bargain than just some extra storage space.
It’s a story that I actually...
Don’t Trust Password Managers? HIPPO May Be The Answer!

The modern web is a major pain to use without a password manager app. However, using such a service requires you to entrust your precious secrets to a third party. They could also be compromised, then you really are in trouble. You could manage passwords with local software or even a notebook, but that adds cognitive load. You could use the same password across multiple sites to reduce the load, but that would be unwise. Now, however, with the HIPPO system, there is another way.
HIPPO is implemented as a browser extension paired with a central server. The idea is not...
Reminder: enable ZRAM on your Linux system to optimize RAM usage (and potentially save money)

With the price of RAM getting out of control, it might be a good idea to remind Linux users to enable ZRAM so they can get better performance without upgrading memory, or save money on their next single board computer by selecting a board with the right amount of memory.
I had already written about the subject when I enabled ZRAM on a ODROID-XU4Q in 2018 using zram-config, and did the same on my Ubuntu laptop at the time. In recent days, I found Firefox crashing often due to running out of memory on my system with 16GB of RAM, and...
DOOM on a Fancy Smart Toaster
https://invidious.privacyredirect.com/watch?v=8PfrCpZKCSM

Although toasters should be among the most boring appliances in a household – with perhaps just a focus on making their toasting more deterministic rather than somewhere between ‘still frozen’ and ‘charcoal’ – somehow companies keep churning out toasters that just add very confusing ‘smart’ features. Of course, if a toaster adds a big touch screen and significant processing power, you may as well run DOOM on it, as was [Aaron Christophel]’s reflexive response.
While unboxing the Aeco Toastlab Elite toaster, [Aaron] is positively dumbfounded that they didn’t also add WiFi to the thing. Although on the bright side, that should...