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How developers are using Apple’s local AI models with iOS 26

Earlier this year, Apple introduced its Foundation Models framework during WWDC 2025, which allows developers to use the company’s local AI models to power features in their applications. The company touted that with this framework, developers gain access to AI models without worrying about any inference cost. Plus, these local models have capabilities such as guided generation and tool calling built in. As iOS 26 is rolling out to all users, developers have been updating their apps to include

Wait4X allows you to wait for a port or a service to enter the requested state

Wait4X Wait4X is a lightweight, zero-dependency tool to wait for services to be ready. Perfect for CI/CD, containers, and local development. 📑 Table of Contents Overview Wait4X helps you wait for services (databases, APIs, message queues, etc.) to be ready before your app or script continues. It's ideal for: CI/CD pipelines : Ensure dependencies are up before tests run : Ensure dependencies are up before tests run Containers & orchestration : Health check services before startup : Health c

Google’s experimental Windows app is better than Microsoft’s built-in search

Google has so many products that it can be near-impossible to keep track. And yet, the company has rarely created desktop apps to go with those services. There are a handful, like Drive and Quick Share, but the company's flagship product is only now coming to the desktop. The new Google app for Windows is available now, allowing you to search the web, Google Drive, and even your local files. The company stresses that the new app is experimental—it's limited to personal Google accounts, and you

Experimental Google app brings web and local search to your Windows PC

Google has so many products that it can be near-impossible to keep track. And yet, the company has rarely created desktop apps to go with those services. There are a handful, like Drive and Quick Share, but the company's flagship product is only now coming to the desktop. The new Google app for Windows is available now, allowing you to search the web, Google Drive, and even your local files. The company stresses that the new app is experimental—it's limited to personal Google accounts, and you

Show HN: Open-sourcing our text-to-CAD app

CADAM A Text to CAD Web Application What it does: Generates parametric 3D models from natural language descriptions, with support for both text prompts and image references Outputs OpenSCAD code with automatically extracted parameters that surface as interactive sliders for instant dimension tweaking Separate agents for conversation and code generation; simple parameter tweaks bypass AI entirely using deterministic regex-based updates Exports as .STL or .SCAD Runs fully in-browser by comp

Show HN: Grammit – Local-only AI grammar checker (Chrome extension)

Check your grammar and refine your writing with local AI. ✦ AI-Powered Corrections Grammit's AI is great at correcting spelling and grammar mistakes. But it also catches other errors. Did you accidentally write "The theory of evolution was developed by Charles Dickens"? No worries, Grammit will correct that to "Charles Darwin". ✦ AI Rephrasing and Drafting You can ask Grammit to help you with your writing tasks. Just ask it to rephrase your writing to make it more professional and it will do th

MCP Gateway and Registry

MCP Gateway Model Context Protocol gateway & proxy - unify REST, MCP, and A2A with federation, virtual servers, retries, security, and an optional admin UI. ContextForge MCP Gateway is a feature-rich gateway, proxy and MCP Registry that federates MCP and REST services - unifying discovery, auth, rate-limiting, observability, virtual servers, multi-transport protocols, and an optional Admin UI into one clean endpoint for your AI clients. It runs as a fully compliant MCP server, deployable via P

The Download: churches in the age of AI, and how to run an LLM at home

On a Sunday morning in a Midwestern megachurch, worshippers step through sliding glass doors into a bustling lobby—unaware they’ve just passed through a gauntlet of biometric surveillance. High-speed cameras snap multiple face “probes” per second, before passing the results to a local neural network that distills these images into digital fingerprints. Before people find their seats, they are matched against an on-premises database—tagged with names, membership tiers, and watch-list flags—that’s

Topics: big just llm local story

A renovation project in Turkey led to the discovery of a lost city (2023)

We live cheek by jowl with undiscovered worlds. Sometimes the barriers that separate us are thick, sometimes they’re thin, and sometimes they’re breached. That’s when a wardrobe turns into a portal to Narnia, a rabbit hole leads to Wonderland, and a Raquel Welch poster is all that separates a prison cell from the tunnel to freedom. A Fateful Swing of the Hammer Those are all fictional examples. But in 1963, that barrier was breached for real. Taking a sledgehammer to a wall in his basement, a

Model intelligence is no longer the constraint for automation

The perception is that model improvement seems to be stagnating. GPT-5 wasn’t the step change that people were expecting. Yet, models continue to improve on reasoning benchmarks. Recently, both OpenAI and Google models were on par with gold medallists in the International Mathematical Olympiad 2025 (IMO). At the same time it’s still difficult to make AI agents work for relatively simple enterprise use cases. Why is there such a disparity in model performance between problem domains? Why are mode

I found the easiest way to send files between my Android phone and desktop - and it's free

Jack Wallen/ZDNET ZDNET's key takeaways Localsend makes sharing files on Android a breeze. You can share and receive files. Localsend works with Android, Linux, MacOS, and Windows. Android is my mobile OS of choice. As far as the desktop is concerned, I switch back and forth between Linux and MacOS (depending on what I'm doing). Often, I need to transfer files between Android and my two desktop operating systems, but finding the easiest method of doing so has been a bit of a chore. Until I

Profitable Nigerian food delivery Chowdeck lands $9M from Novastar, Y Combinator

Chowdeck, a Lagos-based food delivery startup that has stayed profitable in a notoriously tough and low-margin market, has raised $9 million in Series A funding to launch a quick commerce strategy and expand into more cities in Nigeria and Ghana. The equity round was led by Novastar Ventures, with participation from Y Combinator, AAIC Investment, Rebel Fund, GFR Fund, Kaleo, HoaQ, and others. The investors are betting on the team’s ability to pair local market expertise with execution and turn

Nigerian profitable food delivery Chowdeck lands $9M from Novastar, Y Combinator

Chowdeck, a Lagos-based food delivery startup that has stayed profitable in a notoriously tough and low-margin market, has raised $9 million in Series A funding to launch a quick commerce strategy and expand into more cities in Nigeria and Ghana. The equity round was led by Novastar Ventures, with participation from Y Combinator, AAIC Investment, Rebel Fund, GFR Fund, Kaleo, HoaQ, and others. The investors are betting on the team’s ability to pair local market expertise with execution and turn

I Built a Powerful Gaming PC Solely to Run AI Models. Here's Why

When it comes to AI, maybe ChatGPT or Gemini come to mind. There are other players like Perplexity, Claude, Grok and Mistral. In a booming market, there are a whole host of AI models out there, many of which don't even require an internet connection. Models that run without internet connections are called local AI models, and as the name suggests, they can be run on your own hardware. You don't need to connect to OpenAI's or Google's servers to use those versions of ChatGPT or Gemini. This bri

I want everything local – Building my offline AI workspace

I want everything local — no cloud, no remote code execution. That’s what a friend said. That one-line requirement, albeit simple, would need multiple things to work in tandem to make it happen. What does a mainstream LLM (Large Language Model) chat app like ChatGPT or Claude provide at a high level? Ability to use chat with a cloud hosted LLM, Ability to run code generated by them mostly on their cloud infra, sometimes locally via shell, Ability to access the internet for new content or se

Linear sent me down a local-first rabbit hole

I started using Linear a couple of months ago and using it made me go down a technical rabbit hole that changed how I think about web applications. For the uninitiated, Linear is a project management tool that feels impossibly fast. Click an issue, it opens instantly. Update a status and watch in a second browser, it updates almost as fast as the source. No loading states, no page refreshes - just instant, interactions. After building traditional web apps for years, this felt wrong. Where’s th

Microsoft is open sourcing Windows 11's UI framework

When you purchase through links on our site, we may earn an affiliate commission. Here’s how it works Microsoft has plenty of open-source projects, and these days, the company is much more open to community contributions. Still, plenty of code remains closed-source, and the company constantly receives more requests to open it. One of them is WinUI, Windows 11's user interface framework. While Microsoft is not opening it fully yet, the company shared details about plans for the next six months,

Neon Now Runs in VS Code

Developers love using Neon branches for a local development, due to the agility they provide (e.g. fast resets, isolated environments, and the ability to test without polluting production data). But using Neon branches still requires you to manage separate connection strings for different branches and ensure your application and its environment is properly set up to connect. Today, that gets a lot easier, especially if you’re a VS Code user! We’re launching Neon Local Connect, a new VS Code ext

Are we witnessing the final days of Mozilla?

50% off Monthly, Yearly Subscriptions! Lifetime Subs for $100! Let's get everyone subscribing to The Lunduke Journal! The number of free subscribers to The Lunduke Journal has absolutely exploded — across a bunch of platforms — which is truly amazing. The real Tech News is spreading farther than ever. In fact, the free subscriber growth is so utterly massive, that if even a tiny fraction of you became a paying subscriber… The Lunduke Journal would become comfortably financially set for a very

Apple details how it trained its new AI models: 4 interesting highlights

During WWDC25, Apple announced new versions of its on-device and cloud-based foundation models. Now, they have published a tech report detailing how those models were trained, optimized, and evaluated. And the report includes some genuinely interesting under-the-hood tidbits. In a comprehensive document called “Apple Intelligence Foundation Language Models – Tech Report 2025“, the company walks through multiple aspects of the new models, including their architecture, data sources, pre-training,

ESP32-Faikin: ESP32 based module to control Daikin aircon units

Everyone knows Daikin make some of the best air conditioners out there, mechanically speaking. Sadly their WiFi control modules are not so good, especially the latest models which are all cloud based, require an internet connection to even work, and are slow. This code/module provides local control via web interface, MQTT, and HomeAssistant integration, all with no cloud crap. There is also a new Faikin Remote Control available, BLE linked to the Faikin, with environmental sensors, available o

Some Cities in China Are Advertising Exclusive Subsidies for Huawei-Powered Cars

In some parts of China, local governments are offering cash subsidies to people who buy electric or plug-in hybrid cars powered by Huawei software. Experts say the deals are fairly unusual. Since May, at least 10 Chinese provincial and municipal governments have announced consumer subsidies ranging from 2,000 to 5,000 RMB (about $280 to $700) per car, according to social media posts collected by WIRED. The exact amount and conditions vary, but they all have one thing in common: The rebates can

How to run an LLM on your laptop

For Pistilli, opting for local models as opposed to online chatbots has implications beyond privacy. “Technology means power,” she says. “And so who[ever] owns the technology also owns the power.” States, organizations, and even individuals might be motivated to disrupt the concentration of AI power in the hands of just a few companies by running their own local models. Breaking away from the big AI companies also means having more control over your LLM experience. Online LLMs are constantly sh

This new, improved Nextdoor might be just the social app we need right now

Nextdoor The app notorious for serving as a bulletin board for neighborhood tattletales is getting an AI-centered redesign, and it's bringing some pretty useful features. In a post this week, Nextdoor announced its biggest app redesign ever. At the core of the new app, Nextdoor says, are three components: Alerts, News, and Faves. Also: 5 reasons why I still prefer Perplexity over every other AI chatbot Real-time safety alerts: "Neighbors have long turned to Nextdoor in moments of crisis,

Nextdoor's Big Redesign Packages AI Advice Alongside Human Conversations

Nextdoor, the social media app for your neighborhood and local events, has launched a new redesign. The company says the changes are to "meet the evolving needs of neighbors everywhere" as the shift toward remote and hybrid work has resulted in people spending more time in their local communities. The redesign focuses on three core features that will help you navigate the goings-on of your neighborhood: Alerts, News and Faves. Here's how each of these features works, and how the service is inco

Ask HN: What's Your Useful Local LLM Stack?

What I’m asking HN: What does your actually useful local LLM stack look like? I’m looking for something that provides you with real value — not just a sexy demo. --- After a recent internet outage, I realized I need a local LLM setup as a backup — not just for experimentation and fun. My daily (remote) LLM stack: - Claude Max ($100/mo): My go-to for pair programming. Heavy user of both the Claude web and desktop clients. - Windsurf Pro ($15/mo): Love the multi-line autocomplete and how it

Nextdoor redesigns app with AI recommendations, local news, and real-time emergency alerts

Neighborhood social app Nextdoor is launching a redesigned version of its service that it’s calling the “new Nextdoor.” The app is adding local news, real-time alerts, and an AI-powered feature called “Faves” that’s designed for discovering local businesses and spots. Nextdoor has also updated its overall design to look more contemporary. Launched 15 years ago, Nextdoor has long served as a popular platform for neighborhood conversations, helping users connect over things like recommendations f

OpenCut: The open-source CapCut alternative

OpenCut (prev AppCut) A free, open-source video editor for web, desktop, and mobile. Privacy : Your videos stay on your device : Your videos stay on your device Free features : Every basic feature of CapCut is paywalled now : Every basic feature of CapCut is paywalled now Simple: People want editors that are easy to use - CapCut proved that Features Timeline-based editing Multi-track support Real-time preview No watermarks or subscriptions Analytics provided by Databuddy, 100% Anonymize

Scientists Say Earth May Be Trapped Inside a Huge, Strange Void

Astronomers who examined the sound waves from the Big Bang say that the Earth — and the entire Milky Way galaxy we call home — could be trapped in a huge void billions of light years across. Their study, which was just presented at the Royal Astronomical Society's National Astronomy Meeting in the UK, could solve one of cosmology's greatest mysteries: the Hubble tension, or why the older universe appears to be expanding more slowly than younger regions. "The Hubble tension is largely a local p

New Research Bolsters Freaky Theory That Earth Sits in a Giant Cosmic Void

Images of the cosmos, such as the James Webb Space Telescope’s deep space snapshot, make space look chock-full of stuff. In the grand scheme of things, it is, but all those stars, galaxies, planets, and other celestial objects may not be as uniformly distributed as photos make them look. The fact is, space is likely peppered with bubbles of relative emptiness, and some astronomers believe we’re sitting inside of one. A growing body of evidence suggests that our entire Milky Way galaxy is locate