Tiny Engines Powering Robust Homelabs: 4 Docker Containers You Need
Small, forgettable, and quietly holding everything together.
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Small, forgettable, and quietly holding everything together.
You'd rather use materials better suited for the printed model's application.
This is what you get when the smart home is decoupled from commercial interests
Welcome to episode 104 of Pixelated, a podcast by 9to5Google. This week, Abner, Damien, and Will hop over the walled garden to discuss Siri AI, changes to Liquid Glass and its ripple effects on Android, and plenty of other WWDC thoughts. Plus, Paris Hilton loves Android and Google releases a fourth
A couple of days ago, Insta360 made its DJI Osmo Pocket 4P competitor official in the Luna Ultra, and now DJI is launching not one but two lawsuits against Insta360 alleging patent violations. The lawsuits were filed in the US, presumably because DJI feels like it has a better chance of winning over
Among the many tidbits coming to iOS 27 is support for a new set of keyboards, including Afrikaans, Galician, and Indigenous languages. Here are the details.
At I/O 2026, Google announced the concept of “Search agents,” with information agents now rolling out in AI Mode for AI Ultra subscribers.
I've spent some quite of time building conversational AI agents on Cognigy.AI — enterprise voice bots, multilingual flows, NLU training, the works while working at Deloitte. It's a powerful platform. It's also a lot of clicking. Create flow, open node editor, configure node, train intents, create sn
Every SaaS is adding AI features in 2026. Most teams burn the first two weeks on the same five pieces of plumbing — none of which are the actual product. Here's each one, with working TypeScript for Next.js 15. Users won't stare at a spinner for 20 seconds. Stream tokens as they generate with server
For weeks my content pipeline did exactly what I built it to do. It pulled from a pile of sources, drafted clean articles, rendered the covers, handled the publish. The machinery worked. And the output was wrong. Not broken-wrong. Polished, on-topic, technically fine, and still the wrong thing to ha
I built a red-team scanner for MCP servers. Then I pointed it at the real ones. The Model Context Protocol lets an AI agent connect to external tools: a filesystem, GitHub, Slack, a database. Each server an agent connects to advertises a list of tools, and here is the part most people miss: that too
Up front: this is a personal/research tool for downloading from public Instagram profiles. Use it responsibly and within Instagram's Terms of Service and your local laws. This post is about the engineering — specifically, what it takes to make browser automation behave less like a bot — not about ev
Hi everyone, My name is Usman Ali, and I'm a Full Stack Website Developer with over 15 years of experience building custom websites, eCommerce stores, plugins, and web applications. Throughout my journey, I've worked on a wide range of projects, including: ✅ Custom Websites Development Currently, I'
We ran four security platforms on the same 100 repositories. Here is the raw data on detection rates, false positive rates, and developer time. The Debuggix team conducted a technical comparison across 100 public GitHub repositories. We ran four security platforms on the same codebases: Snyk, Semgre
I Tested 50 AI Tools in May. Here Are the 7 I Actually Kept. By day 18 of May I had 34 browser tabs open, six half-finished integrations, and a $600 API bill I could not fully explain. I had set a simple rule at the start of the month: spin up every AI tool that crossed my feed, run it on a real wor
What I built A small business owner needed an automated customer support system that works 24/7, answering questions based only on their internal policies – no hallucinations, no outside internet knowledge. They also wanted multilingual support (English, French, Spanish) and a natural AI voice intro
A short essay on why the developer community should invest as much effort as possible into LLMs that are free from corporations and states. ML researchers and hardware engineers both need to contribute here. The latter may even be more important, because whether users can run advanced LLMs on person
Clear Code Intelligence scanned a public Netflix repository: Netflix/atlas. This is not a dunk on Netflix. It is a public-code methodology test. After scanning Google zx and Microsoft agent-framework, we wanted a different kind of repository. Netflix Atlas is an observability and telemetry project w
The first message ever sent across the network that became the internet was not "Hello, world." It was not a grand declaration. It was two letters, transmitted by accident, before the system fell over: LO. That two-letter packet is the ancestor of every connected device, every IoT sensor, and every
The acquisition follows leadership changes and layoffs at Messari and adds one of crypto's largest data and analytics platforms to Blockworks' growing research business.