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Property-Based Testing in Practice
Property-based testing (PBT) is a testing methodology where users
write executable formal specifications of software components and
an automated harness checks these specifications against many
automatically generated inputs. From its roots in the QuickCheck
library in Haskell, PBT has made significant inroads in mainstream
languages and industrial practice at companies such as Amazon,
Volvo, and Stripe. As PBT extends its reach, it is important to understand
how developers are usin … ⌘ Read more

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Getting Started with Offload: Automating Everyday Workflows with Docker
Every developer eventually hits a wall with their local machine. Maybe it’s training an AI model that drains your CPU, compiling a massive codebase that makes your fan sound like a jet engine, or simply trying to run GPU workloads on a laptop that doesn’t have one. The result is the same: slow builds, limited… ⌘ Read more

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ASUS Adds Amston Lake Atom x7000RE Based Models to Its Windows 11 IoT Lineup
ASUS has expanded its industrial motherboard lineup with new Amston Lake models built on Intel’s Atom x7000RE processors. Designed for Windows 11 IoT environments, these compact boards combine low power operation with support for high resolution video, extended temperature tolerance, and flexible connectivity for automation and embedded computing. All four processors are built on the […] ⌘ Read more

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Astra SL2600 processors from Synaptics combine Arm cores and RISC-V Coral NPU
Synaptics has unveiled the Astra SL2600, a family of multimodal processors designed for edge computing across consumer, enterprise, and industrial IoT applications. The lineup debuts with the SL2610 product line, targeting low-power and high-performance designs used in smart home, automation, robotics, and retail systems. The Astra SL2600 family is built around the new Synaptics Torq […] ⌘ Read more

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Automating stateful apps with Kubernetes Operators
Member post originally published on the Middleware blog by Keval Bhogayata, covering Automating Stateful Apps with Kubernetes Operators. If you’ve ever had issues with scaling databases or automating upgrades in Kubernetes, Operators can help by saving… ⌘ Read more

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DL40N Fanless 1.3L Mini PC with Intel Twin Lake Processors
The DL40N is a fanless 1.3-liter mini PC powered by Intel Twin Lake processors and up to 16GB DDR5 memory. It supports triple 4K display output, dual 2.5G Ethernet, and multiple USB and COM ports for reliable 24/7 operation in applications such as factory automation, digital signage, kiosks, and more. Built on Intel’s Twin Lake […] ⌘ Read more

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@prologic@twtxt.net Where do I stand on “Chat Control”? How long of a response/rant do you want? 😅 It’s a disaster. As I understand it, they want to spy on me directly on my devices before encryption even happens – jfc, no, fuck off. And since there are so many devices, they want to automate the scanning, which is the worst idea you could possibly have.

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How GitHub Copilot enabled accessibility governance process improvements in record time
See how we turned weekly accessibility grade signals into an automated, accountable remediation workflow—powered by GitHub Copilot and cross‑functional collaboration.

The post [How GitHub Copilot enabled accessibility governance process improvements in record time](https://github.blog/ai-and-ml/github-copilot/how-we-automated-accessibility-compliance-in-five-h … ⌘ Read more

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Managing Kubernetes Workloads Using the App of Apps Pattern in ArgoCD-2
Managing a cloud native infrastructure at scale is no longer just about deploying single applications – it’s about organizing environments, defining clear boundaries and keeping everything version-controlled, consistent, automated and easily managed within a simple and… ⌘ Read more

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XMPP Interop Testing: MOAR TESTS!
Ever heard of XMPP Interop Testing? It’s this cool project that helps make sure different XMPP servers can all work
together smoothly. Our XMPP Interop Testing project provides a suite of automated tests that can be integrated into
CI/CD pipelines to verify the compliance and interoperability of XMPP server implementations.

Late last year, we reported that we had secured funding graciously provided by NLnet that allowed
us to massively build out t … ⌘ Read more

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EdgeLogix-1145 Brings Industrial Control and Edge Computing with Raspberry Pi CM5
The EdgeLogix-1145 is a rugged industrial controller that integrates edge computing, PLC functionality, and IIoT gateway capabilities. Designed around the Raspberry Pi CM5, it offers a compact, fanless platform designed for automation tasks in harsh environments such as factories, energy systems, and smart infrastructure. The system is built on the Broadcom BCM2712 SoC, a quad-core … ⌘ Read more

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Touchscreen Smart Box Based on ESP32-P4 with Wi-Fi 6 or Ethernet
The ESP32-P4 Smart 86 Box is a compact development board with a 4-inch capacitive touchscreen, designed for HMI, smart control panels, and edge processing. Its 86 mm form factor allows it to be easily installed in wall-mounted enclosures for use in embedded automation and smart terminal applications. As the name implies, this board is built […] ⌘ Read more

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MYIR Launches Sub-$100 i.MX 91 Board for Embedded and Industrial Use
MYIR has introduced the MYC-LMX91, a compact SoM powered by NXP’s energy-efficient i.MX 91 processor. Designed for smart devices, the module targets applications such as industrial gateways, EV chargers, smart home systems, medical platforms, and building automation. The MYC-LMX91 is built around the 1.4 GHz Arm Cortex-A55-based i.MX 91 (MIMX9131CVVXJAA) and comes equipped with 1GB […] ⌘ Read more

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AAEON EPIC-RPS7 Targets Compact Industrial Control with 14th Gen Intel Core Support
AAEON has introduced the EPIC-RPS7, a 4″ industrial SBC aimed at cost-sensitive applications like industrial control, PLC automation, and remote monitoring. It supports 12th to 14th Gen Intel Core processors (up to 65W TDP), bringing high performance to space-limited deployments. The EPIC-RPS7 supports up to 64GB of DDR5 memory across two SODIMM slots and is […] ⌘ Read more

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“AI” automated PR reviews mostly useless junk
The team that makes Cockpit, the popular server dashboard software, decided to see if they could improve their PR review processes by adding “AI” into the mix. They decided to test both sourcey.ai and GitHub Copilot PR reviews, and their conclusions are damning. About half of the AI reviews were noise, a quarter bikeshedding. The rest consisted of about 50% useful little hints and 50% outright wrong comments. Last week we reviewed all our exp … ⌘ Read more

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Announcing the Automated Governance Maturity Model
We are entering an era where Governance is increasingly important; with AI systems generating code and becoming a critical part of application’s runtime infrastructure, we can produce outputs at an increasingly rapid pace. Organizations and individuals… ⌘ Read more

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Someone has started to run git pull on one of my repos – once every two minutes. This is a very pointless endeavour. I push new code a couple of times per month.

So far, this isn’t causing any issues. I think this is just a regular human being who misconfigured some automation. And I hope this doesn’t mean that the “AI” bots have finally discovered my page …

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Nobody writes emails by hand using RFC 5322 anymore, nor do we manually send them through telnet and SMTP commands. The days of crafting emails in raw format and dialing into servers are long gone. Modern email clients and services handle it all seamlessly in the background, making email easier than ever to send and receive—without needing to understand the protocols or formats behind it! #Email #SMTP #RFC #Automation

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In-reply-to » Can you beat me at the circle game? 😂 https://neal.fun/perfect-circle/

Can you automate the drawing with a script? On X11, you can:

#!/bin/sh

# Position the pointer at the center of the dot, then run this script.

sleep 1

start=$(xdotool getmouselocation --shell)
eval $start

r=400
steps=100
down=0

for step in $(seq $((steps + 1)) )
do
    # pi = 4 * atan(1)
    new_x=$(printf '%s + %s * c(%s / %s * 2 * (4 * a(1)))\n' $X $r $step $steps | bc -l)
    new_y=$(printf '%s + %s * s(%s / %s * 2 * (4 * a(1)))\n' $Y $r $step $steps | bc -l)

    xte "mousemove ${new_x%%.*} ${new_y%%.*}"
    if ! (( down ))
    then
        xte 'mousedown 1'
        down=1
    fi
done

xte 'mouseup 1'
xte "mousemove $X $Y"

Interestingly, you can abuse the scoring system (not manually, only with a script). Since the mouse jumps to the locations along the circle, you can just use very few steps and still get a great score because every step you make is very accurate – but the result looks funny:

🥴

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Btw @andros@twtxt.andros.dev ; The automated feed you put together for Hacker News… Does it at any point rewrite parts of the feed as it goes along? 🤔 I’ve had to unfollow it because I’ve found in practise it makes a twt, then seems to modify that same twt (observed by content manually) at least twice. This ends up becoming effectively an “Edit” and essentially duplicate (looking) posts 😢

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AI problems, top to bottom:

1: Open AI nerds, believe fine tuning a language model algorithm, will eventually produce an AGI god.

2: Subpar artists and techbros who can’t code, convinced AI image bashing and vibe coding, will help convince the dumber parts of Internet, they are a real deal.

3: Parasites, using AI to scam people, because they just want passive income, selling crap, made by an automated process.

Side: Adobe&co, killing Flash/old web, pricing new artists and developers out, to face learning curves of free tools, or use AI, peddled as solution.

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CNCF Research Reveals How Cloud Native Technology is Reshaping Global Business and Innovation
New study identifies a shift from security concerns to collaboration and efficiency as the top priority in cloud native adoption, emphasizing the need for seamless teamwork and automation KubeCon + CloudNativeCon Europe, London, UK – April… ⌘ Read more

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Cloud Native Computing Foundation Announces Argo CD v3 Update to Enhance Scalability and Security for Kubernetes
Latest release boosts automation, performance, and security for Kubernetes-native GitOps KubeCon + CloudNativeCon Europe, London, UK – April 1, 2025 – The Cloud Native Computing Foundation® (CNCF®), which builds sustainable ecosystems for cloud native software, today… ⌘ Read more

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Microchip PolarFire-Powered TinyBeast FPGA Delivers Real-Time Performance with DDR4 and PCIe
CrowdSupply recently introduced the TinyBeast FPGA, a compact platform based on Microchip’s PolarFire FPGA technology. It stands out for its ability to offload computationally intensive tasks from the central processor, enabling real-time data processing in space-constrained environments like automation, measurement, and robotics. TinyBeast FPGA comes in two c … ⌘ Read more

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Firefly Automation Controller Adds Industrial Control Capabilities to Raspberry Pi Compute Module
CrowdSupply recently featured the Firefly Automation Controller, a platform combining Raspberry Pi Compute Module-compatible modules with the STM32H7 microcontroller for industrial applications. With IO-Link Class B channels, it supports communication and control of sensors and actuators. The STM32H7 microcontroller, running at up to 480 MHz, manages … ⌘ Read more

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M5Stamp PLC Controller with Opto-Isolated Inputs, Relays, PWR CAN, and RS485
The M5Stamp PLC Controller, built on the StampS3A module, is a compact programmable logic controller designed for industrial automation and remote monitoring. With wireless connectivity, versatile I/O, and industrial communication support, it fits applications such as smart manufacturing and distributed control. The StamPLC leverages the StampS3A, which incorporates an ESP32-S3FN8 microcontroll … ⌘ Read more

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SOMDEVICES Expands SoM Lineup with µSMARC RZ/V2N for AI and Vision Applications
SOMDEVICES has introduced the µSMARC RZ/V2N, a System-on-Module based on the Renesas RZ/V2N processor. Designed for AI-driven machine learning, vision applications, and industrial automation, this module delivers high computational performance in a compact form factor. This module features the same Renesas processor as the V2N SOM by IMDT, which was covered earlier this month. Bui … ⌘ Read more

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