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How to Add MCP Servers to Claude Code with Docker MCP Toolkit
AI coding assistants have evolved from simple autocomplete tools into full development partners. Yet even the best of them, like Claude Code, can’t act directly on your environment. Claude Code can suggest a database query, but can’t run it. It can draft a GitHub issue, but can’t create it. It can write a Slack message,… ⌘ Read more

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Unlocking Local AI on Any GPU: Docker Model Runner Now with Vulkan Support
Running large language models (LLMs) on your local machine is one of the most exciting frontiers in AI development. At Docker, our goal is to make this process as simple and accessible as possible. That’s why we built Docker Model Runner, a tool to help you download and run LLMs with a single command. Until… ⌘ Read more

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Qualcomm gobbles up Arduino
It was good while it lasted, I guess. Arduino will retain its independent brand, tools, and mission, while continuing to support a wide range of microcontrollers and microprocessors from multiple semiconductor providers as it enters this next chapter within the Qualcomm family. Following this acquisition, the 33M+ active users in the Arduino community will gain access to Qualcomm Technologies’ powerful technology stack and global reach. Entrepreneurs, businesses, tech profess … ⌘ Read more

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In-reply-to » Today, I experimented with Linux Capabilities as a continuation to my Unix Domain Sockets research from a few months ago: https://lyse.isobeef.org/caller-information-via-unix-domain-sockets/#capabilities

@lyse@lyse.isobeef.org Cool! 😎 You might be interested in my own learnings and toying around with building my own container engine / tooling (whatever you wanna call it) box. I had to learn a bunch of this stuff too 😅 Control Groups, Namespaces, Process Isolation, etc.

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My open letter, to the European Commission digital markets act team:

Hello,

I am joining other developers, concerned about Googles new plan, to approve every app and effectively destroy most of the competing 3rd party stores this way. The biggest one of these alternative stores, most known for their focus on user and developer privacy, already states, this would make it impossible for them to operate: https://f-droid.org/cs/2025/09/29/google-developer-registration-decree.html
Even communities like the XDA forum, where new developers are often introduced to the world of Android development, would likely be strongly impacted, as making, publishing and installing Android apps is made less accessible.

I am not just writing on their behalf, I run a small website myself (https://thecanine.ueuo.com/), that both provides legal modifications, for some android apps - for example adding an amoled dark theme, to the most popular XMPP chat client for Android, or increasing one of Androids keyboard apps height. This all comes after Googles previous changes to the Android operating system, that prevent users from installing old apps (old to Google, can mean only a couple of months, without an update - https://developer.android.com/google/play/requirements/target-sdk and the target version gets increased every year). I rely on apps developed by a single developer, even for things like making the pixel art presented on my website and sideloading as a way to make these apps work, before developers can catch up to Google’s new requirements - if Google is allowed to slowly kill these options, us digital artists will soon lose the tools we need to create digital art.

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Create a MacOS Tahoe VM with tart
The Mac command line tool tart continues to offer one of the simplest and fastest ways to setup a new virtual machine, and setting up a Tahoe VM is no exception. Whether you’re a developer, tinkerer, tester, or just someone who wants to give the latest MacOS Tahoe 26 operating system a trial run without … Read MoreRead more

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2 Ways to Install Homebrew in MacOS Tahoe
Homebrew is a powerful command line package manager that allows you to easily install, update, and manage popular command line programs and tools, as well as traditional graphical apps with cask (and third party tools like Applite help you manage cask through the GUI too). It’s a popular tool with advanced Mac users and those … Read MoreRead more

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Computational tool helps forecast volcano slope collapses and tsunamis
For people living near volcanoes, danger goes well beyond lava flows and clouds of ash. Some explosive eruptions can lead to dramatic collapses of the sides of a volcano, like those at Mount St. Helens, Washington, and Anak Krakatau, Indonesia. The latter triggered tsunamis blamed for most deaths from its historic eruptions in 1883. ⌘ Read more

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Expanding Docker Hardened Images: Secure Helm Charts for Deployments
Development teams are under growing pressure to secure their software supply chains. Teams need trusted images, streamlined deployments, and compliance-ready tooling from partners they can rely on long term. Our customers have made it clear that they’re not just looking for one-off vendors. They’re looking for true security partners across development and deployment. That’s why… ⌘ Read more

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DietPi September 2025 Update Brings Faster Backups and Roon Server Early Access
The September 20th release of DietPi v9.17 introduces smaller and more efficient system images, faster backups with reduced disk usage, and a new toggle for Roon Server’s early access builds. The update also addresses SPI bootloader flashing issues on Rockchip devices, improves Raspberry Pi sound card handling, and includes multiple bug fixes across tools and […] ⌘ Read more

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In-reply-to » For a very first attempt, I'm extremely happy how this tray turned out: https://lyse.isobeef.org/tmp/blechschachtel/ The photos look rougher than in person. The 0.5mm aluminium sheet was 300x200mm to begin with. Now, the accidental outside dimensions are 210x110mm. It took me about an hour to make. Tomorrow, I gotta build a simple folder, so I don't have to hammer it anymore, but can simply bend it a little at a time.

@bender@twtxt.net @movq@www.uninformativ.de Thank you! Not sure what I end up putting in there, but I’m sure I will find some tools to go in. :-)

Yes, this was a flat piece of sheet metal. It went together like a cardboard box, just much slower and with timbers clamped down to get a straight folding line. I don’t have a sheet metal brake, so I just carefully hammered the piece bit by bit. Like in this video by the Sheet Metal Dude: https://www.youtube.com/watch?v=WYgEfWEMXk0

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ESP32 Bus Pirate Turns Low-Cost Boards into Multi-Protocol Debugging Tools
An open-source project called ESP32 Bus Pirate has been released, inspired by the classic Bus Pirate and adapted for modern ESP32-S3 hardware. Developed by Geo-tp, the firmware transforms low-cost ESP32 boards into versatile debugging devices that can probe, sniff, and interact with a wide range of digital and radio protocols. The firmware supports protocols such […] ⌘ Read more

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yt-dlp will soon require a full JS runtime to overcome YouTube’s JS challenges
If you download YouTube videos, there’s a real chance you’re using yt-dlp, the long-running and widely-used command-line program for downloading YouTube videos. Even if you’re not using it directly, many other tools for downloading YouTube videos are built on top of yt-dlp, and even some media players which offer YouTube playback use it in the background. Now, yt-dlp has alway … ⌘ Read more

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Run, Test, and Evaluate Models and MCP Locally with Docker + Promptfoo
Promptfoo is an open-source CLI and library for evaluating LLM apps. Docker Model Runner makes it easy to manage, run, and deploy AI models using Docker. The Docker MCP Toolkit is a local gateway that lets you set up, manage, and run containerized MCP servers and connect them to AI agents.  Together, these tools let… ⌘ Read more

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Legacy Update 1.12 released
If you’re still running old versions of Windows from Windows 2000 and up, either for restrocomputing purposes or because you need to keep an old piece of software running, you’ve most likely heard of Legacy Update. This tool allows you to keep Windows Update running on Windows versions no longer supported by the service, and has basically become a must-have for anyone still playing around with older Windows versions. The project released a fairly major update today. Legacy Up … ⌘ Read more

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MCP Horror Stories: The Drive-By Localhost Breach
This is Part 4 of our MCP Horror Stories series, where we examine real-world security incidents that expose the devastating vulnerabilities in AI infrastructure and demonstrate how Docker MCP Gateway provides enterprise-grade protection against sophisticated attack vectors. The Model Context Protocol (MCP) has transformed how developers integrate AI agents with their development environments. Tools like… ⌘ Read more

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Here is just a small list of things™ that I’m aware will break, some quite badly, others in minor ways:

  1. Link rot & migrations: domain changes, path reshuffles, CDN/mirror use, or moving from txt → jsonfeed will orphan replies unless every reader implements perfect 301/410 history, which they won’t.
  2. Duplication & forks: mirrors/relays produce multiple valid locations for the same post; readers see several “parents” and split the thread.
  3. Verification & spam-resistance: content addressing lets you dedupe and verify you’re pointing at exactly the post you meant (hash matches bytes). Location anchors can be replayed or spoofed more easily unless you add signing and canonicalization.
  4. Offline/cached reading: without the original URL being reachable, readers can’t resolve anchors; with hashes they can match against local caches/archives.
  5. Ecosystem churn: all existing clients, archives, and tools that assume content-derived IDs need migrations, mapping layers, and fallback logic. Expect long-lived threads to fracture across implementations.

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Silent Component Updates & Redesigned Update Experience
Following on from our previous initiative to improve how Docker Desktop delivers updates, we are excited to announce another major improvement to how Docker Desktop keeps your development tools up to date. Starting with Docker Desktop 4.46, we’re introducing automatic component updates and a completely redesigned update experience that puts your productivity first. Why We’re… ⌘ Read more

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Winemaker shares devastation after lithium battery fire guts warehouse
A long-time winemaker says he opened his door to explosions and a black ball of smoke as a fire caused by a cordless screwdriver destroyed a lifetime collection of tools and machinery. ⌘ Read more

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PEP 804: An external dependency registry and name mapping mechanism
This PEP specifies a name mapping mechanism that allows packaging tools to map external dependency identifiers (as introduced in PEP 725) to their counterparts in other package repositories. ⌘ Read more

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Erlang Solutions: Supporting the BEAM Community with Free CI/CD Security Audits
At Erlang Solutions, our support for the BEAM community is long-standing and built into everything we do. From contributing to open-source tools and sponsoring events to improving security and shaping ecosystem standards, we’re proud to play an active role in helping the BEAM ecosystem grow and thrive.

One way we’re putting that support into action is by offering free CI/CD-based security … ⌘ Read more

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利用 Tool-Calling 增強 LangGraph
Tool-Calling 原理上一節的內容中,我們藉助 LangGraph 框架、基於 DeepSeek 模型的驅動、通過多個節點的協作,快速搭建起了一個智能編輯 Agent,並且幫我們生成了一篇完整的文章,整體流程還是比較清晰的。但是,不知道大家有沒有發現這樣一個問題:Agent 實際生成文章的內容是比較陳舊的,有時可能甚至是一兩年以前的知識,無法滿足讀者消費熱點內容的需求。這是因爲我們並沒有開 ⌘ Read more

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In-reply-to » Been spending a lot of time researching campers as I want to / plan to upgrade our current Camper Trailoer (forward fold) Stoney Creek XL-FF6 to a slightly larger Hybrid Camper/Caravan with ensuite, internal kitchenette, external full hitchen, pop-top roof and twin bunks.

@prologic@twtxt.net @bender@twtxt.net That’s what I thought as well, sounds way too expensive to me. But I have no idea what the prices are over here. Probably also astronomical. Campers sit around most of the time, one really would need to use them a lot to justify spending so much money on them.

But yeah, each to their own (expensive) hobbies. :-) I, for example, burn my money on tools that I don’t really™ need. :-P

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上手 MCP 官方 Go SDK:一份面向實戰的入門指南
大家好,我是 Tony Bai。隨着大型語言模型(LLM)的能力邊界不斷擴展,“function calling”或 “tool use” 已成爲釋放其潛力的關鍵。MCP(Model Context Protocol)正是爲此而生,它定義了一套標準的、與模型無關的通信規範,使得任何應用都能以 “工具” 的形式被 LLM 調用。長期以來,mcp 官方都沒有發佈 go-sdk,Go 社區也一直在使用像 ⌘ Read more

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上手 MCP 官方 Go SDK:一份面向實戰的入門指南
大家好,我是 Tony Bai。隨着大型語言模型(LLM)的能力邊界不斷擴展,“function calling”或 “tool use” 已成爲釋放其潛力的關鍵。MCP(Model Context Protocol)正是爲此而生,它定義了一套標準的、與模型無關的通信規範,使得任何應用都能以 “工具” 的形式被 LLM 調用。長期以來,mcp 官方都沒有發佈 go-sdk,Go 社區也一直在使用像 ⌘ Read more

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In-reply-to » The lack of suckless-like simple, hackable software these days is appalling.

@prologic@twtxt.net Ah, I’m referring to software that’s similar to that of suckless.org: Small, minimal codebases, small tools, but still useful. dmenu is probably the best example and also farbfeld.

Here’s the author of Anubis talking about some of their experiences:

https://xeiaso.net/blog/why-i-use-suckless-tools-2020-06-05/

(You can skip the long config and keybinds part.)

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In-reply-to » A good blog post that makes some good points: Can I ethically use LLMs?

@eldersnake@we.loveprivacy.club This was an interesting read for sure! 👍 I don’t think it had anything I hadn’t already considered in terms of the ethical/moral points of view. I’m not sure where I stand myself either to be honest. I’ve forced myself to get familiar with the ecosystem and tooling, because in my line of work as a tech lead (staff engineer in sre) you don’t want to be that one guy that ya know 😉 Ethically/Morally though, I’m definitely with the sentiment of this post 😅 Much like the whole Crypto hype yaers back (if y’all remember?!) this is also one of the most energy hungry pieces of “tech” (if you can call it that?) in a while. Then there’s these other issues “stealing people’s work”, “reliance is causing humans to become cognitively weak and neural connections to shrink”, to name a few…

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It annoys me when I clone a git repository A in order to build and self-host some software, only to realize later that I also needed to clone repos B, C and D. I’m not saying that’s a bad thing–logical separation of code between, say, a client and a server is very handy–but some projects do not communicate very well when you need multiple tools to get it running independently.

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In-reply-to » @prologic I am finding writing my Notes very therapeutic. Just create a markdown file and commit, push, and it’s live. Whatever comes to mind, whatever I want to keep as relevant. Silly things, more like a dump.

@bender@twtxt.net Maybe one day I’ll take back over my prologic.blog domain from µBlog and redoit with my handy zs tool with some nice CSS 🤣

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In-reply-to » hacking jetbrains mono to include CJK characters from a noto font for stupid purposes (i listen to asian music and my conky sidebar has a lastfm widget so sometimes it shows asian text and jetbrains doesn't render those. so i am frankensteining my way into making it do that)

@lyse@lyse.isobeef.org oh it wouldn’t be very long, maybe that’d make for a fun blog post! i just used the same tool that the nerd font people use to add glyphs, but for a “custom glyph set” i just added. the whole noto font LMAO

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How to Make an AI Chatbot from Scratch using Docker Model Runner
Today, we’ll show you how to build a fully functional Generative AI chatbot using Docker Model Runner and powerful observability tools, including Prometheus, Grafana, and Jaeger. We’ll walk you through the common challenges developers face when building AI-powered applications, demonstrate how Docker Model Runner solves these pain points, and then guide you step-by-step through building… ⌘ Read more

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