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ShareWASHINGTON (AP) — The U.S. State Department will begin revoking the U.S. passports of thousands of parents who owe a significant amount of unpaid child support.

That would apply to about 2,700 American passport holders, according to figures supplied to the State Department by the Department of Health and Human Services.

(AP Photo/Gene J. Puskar, File) Add AP News on Google Add AP News as your preferred source to see more of our stories on Google.

The Document Foundation (TDF) is the nonprofit entity behind the LibreOffice productivity suite.

TDF has revoked foundation membership status from about 30 people who work for or have contracting status with Collabora.

The trustees elect the membership committee and board of directors; the membership committee oversees membership applications and renewals, as well as the board of directors elections.

The board and membership committee elections are generally offset by a year; the most recent membership committee election was held in 2024.

Vecchi was initially a deputy on the board; he was seated as a full member after another board member resigned.

The Mojo standard library is fully open-source on GitHub and we welcome contributions!

We also plan to open-source the Mojo compiler in 2026.

We're committed to open-sourcing all of Mojo, but the language is still very young and we believe a tight-knit group of engineers with a common vision moves faster than a community-driven effort.

If you'd like to get involved, join our developer community!

Introducing Komai: a fine Matrix chat app you can get to love 🦁May 6, 2026 by Slavi Pantaleev 7 min readAt etke.cc, we host Matrix servers for a living.

Today we’re introducing Komai — a desktop-first, native Matrix chat app we’ve been building to scratch that itch.

Not a swipe at anyone — building a Matrix client is genuinely hard.

🐱 Why we started with nheko¶We didn’t want to write a Matrix client from scratch, even with the proliferation of brand-new Matrix clients in 2026.

We started with nheko — a native Qt/QML Matrix client.

Take a look at cpu_demo.c :void print_cpu_info () __attribute__(( ifunc ( "resolve_cpu_info" ))); void print_avx2 () { printf ( "AVX2 is present."

Given that the usual justification for ifunc is performance-related, I wanted to see how much overhead ifunc itself causes.

On average, on my hardware, it takes about twice as long to call an ifunc function 2 billion times as it does to invoke a function pointer 2 billion times.

It is only interesting because GNU IFUNC claims to be a boon for performance, yet seems to incur more cost than function pointers.

It is only marginally slower than ifunc in the case where we have just a single CPU feature to check.

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Baylor College of Medicine researchers have found that the human brain is capable of sophisticated language processing while in an unconscious state from general anesthesia.

Patients undergoing this type of surgery were sought after because it allowed researchers access to this particular part of the brain.

Researchers then moved on to conduct a more complex experiment where they played short stories to patients while recording neural responses.

This project was funded in part by the National Institutes of Health (U01 NS121472), the McNair Foundation and the Gordon and Mary Cain Pediatric Neurology Research Foundation.

This project was supported by the Optical Imaging & Vital Microscopy Cor…

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In recent decades, management consulting firms have become a fixture in the American healthcare system, wielding outsized influence compared to most other economic sectors.

Over 20% of all nonprofit hospitals engaged management consultants during the study period.

When other types of consultants such as HR and IT consultants are included, the total sum spent by nonprofit hospitals reached more than $25 billion in the study period.

As a health policy professor, he frequently fields questions from students considering healthcare management consulting as a career path.

I’m hopeful more research on consultants will help people make more informed decisions about careers in healthcare.”“Changes i…

TL;DR: OpenClaw had a rough week.

We are making core smaller, moving optional stuff to ClawHub, and announcing LTS separately later in May.

Some installs got stuck in plugin dependency repair loops.

That means less magic in core, fewer bundled dependencies, clearer plugin boundaries, better scanning, better release hygiene, better security posture.

OpenClaw did not directly depend on Axios; the relevant risk was the shape of the dependency graph: transitive packages, install-time behavior, postinstall scripts, packages pulling packages pulling packages.

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Now, it appears hackers were able to compromise Instructure again — this time defacing several schools’ login pages to the company’s platform Canvas, which allows schools to manage coursework and assignments and communicate with students.

TechCrunch saw a message published by the cybercrime group ShinyHunters on the Canvas login pages of three separate schools.

This apparent new hack, along with the fact that hackers chose to notify TechCrunch about the defaced login pages, indicate that the hackers are trying to ramp up pressure on Instructure and its customers, hoping to force them to cave to the hackers’ demands.

It’s unclear how the hackers were able to compromise the login pages.

Follo…

THAAD interceptors, the high-altitude missile defense system that protects against ballistic missile threats, will increase from 96 per year to 400, a fourfold jump that BAE Systems will support by manufacturing the interceptor's seeker heads.

Tomahawk cruise missile production, which had languished at approximately 90 units per year, is slated to exceed 1,000 annually.

The SM-6, a versatile missile used for air defense, anti-ship strikes, and terminal ballistic missile defense aboard Navy destroyers and cruisers, will scale to over 500 per year from previously undisclosed rates.

Patriot PAC-3 MSE interceptors, the workhorse of U.S. and allied ground-based air defense, are targeted to incre…

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This decision unfortunately means saying goodbye to teammates who have contributed meaningfully to our mission and to building Cloudflare into one of the world’s most successful companies.

It’s important to us that we treat departing team members right and in a way that exceeds what we’ve seen from other companies.

We are also vesting equity for departing team members through August 15th, so they receive stock beyond their departure date.

We’re confident that our reshaped organization will be even faster and more innovative as we continue building the future.

We’re confident you will land at other great places and build many future great companies, bringing with you a unique set o…

Marc Andreessen Egg Game It's Time to Build Eggs That Look Like Marc Andreessen May 7, 2026Marc Andreessen Egg Game is a game about doodling on eggs to make them look like Marc Andreessen.

I've gotten really good at drawing on these eggsThe thesis of Marc Andreessen Egg Game is that the world has dramatically underestimated demand for images of eggs that look like Marc Andreessen.

Marc Andreessen Egg Game comes with a manifesto.

For the most part, building Marc Andreessen Egg Game was surprisingly simple.

Evaluating SpeedrunsMarc Andreessen Egg Game has two modes: Creative Mode (draw one outstanding egg with unlimited time) and Speedrun Mode (draw three eggs quickly).

AI hallucinations were found in the Department of Home Affairs' revised white paper on citizenship, immigration and refugee protection.

The department on Thursday announced the suspension of two officials associated with a key policy document that recently underwent a revision.

As with DHA, ficticious sources and citations were found to be present in the draft National AI Policy.

The draft AI policy is set to be reworked, with the DHA also withdrawing the reference list attached to its document.

However, DHA maintains that the revised policy on citizenship, immigration and refugees “continues to accurately reflect the government’s position”, and stands by its contents.

Mindful of the skepticism, Mozilla on Thursday provided a behind-the-scenes look into its use of Anthropic Mythos—an AI model for identifying software vulnerabilities—to ferret out 271 Firefox security flaws over two months.

Invariably, however, when human developers further investigated, they’d find a large percentage of the details had been hallucinated.

The humans would then need to invest significant work handling the vulnerability reports the old-fashioned way.

Mozilla’s work with Mythos was different, Mozilla Distinguished Engineer Brian Grinstead said in an interview.

Grinstead described the harness his team built as “the code that drives the LLM in order to accomplish a goal.

Creating for a nicheThe bespoke mechanical keyboard designer I prefer, MtnKBD, is closing up shop and selling off his stock.

It isn’t a big surprise, as I imagine shipping a niche product from Australia for a small, global audience isn’t very cost-effective.

Over the past year I’ve built Table Slayer and Counter Slayer, high quality software built for small, niche gaming audiences.

With both tools I’m building towards a niche within a niche, and they are luxury items for people who like to go overboard with their games.

Table Slayer is open source, and I charge a fee for the hosted version.

Message-ID: Date: Fri, 8 May 2026 03:56:11 +0900 From: Hyunwoo Kim To: [email protected] Cc: [email protected] Subject: Dirty Frag: Universal Linux LPE Hi, This is a report on "Dirty Frag", a universal LPE that allows obtaining root privileges on all major distributions.

After consultation with the [email protected] maintainers, and at the maintainers' request, I am publicly releasing this Dirty Frag document.

Full exploit code: ```c #define _GNU_SOURCE #include #include #include #include #include #include #include #include #include #include #include #include #include #include #include #include #include #include #include #include #include #if…

Colored Shadow PenumbraMay 2nd, 2026 • 4 min readSome time ago I saw this effect implemented by Romain Durand on a social media post where the penumbra regions of a light’s shadows would get additional color, known as Colored Penumbra or Colored Shadow Terminator.

SpecularScale ;and right after that add the following:// Colored shadow penumbra - Start const float PenumbraSaturation = 4 .

SurfaceShadow ); // Blend // Colored shadow penumbra - EndIf you’re not using Substrate open the Engine\Shaders\Private\DeferredLightPixelShaders.usf file:At line 397 (in UE 5.7) find the following code:OutColor += Radiance ;and right after that add the following:// Colored shadow penumbra - Start const flo…

Step 2: Chuck a project up onto GitHub (if it’s actually up ).

Step 3: Have AI write a breathless blog post about your vibe-coded project.

Share blog post and repo to any subreddit and Slack group that you can find.

Think really hard about what you’ve created, and why you want to share it.

Has it got really good documentation?

Our method, Natural Language Autoencoders (NLAs), converts an activation into natural-language text we can read directly.

We make three copies of this language model:The target model is a frozen copy of the original language model that we extract activations from.

The NLA consists of the AV and AR, which, together, form a round trip: original activation → text explanation → reconstructed activation.

And more importantly, as we show in our paper, the text explanations become more informative as well.

More broadly, we are excited about NLAs as an example of a general class of techniques for producing human-readable text explanations of language model activations.

Original article: PIX: el sistema de pago brasileño presionado por Visa y MastercardBrazil’s Pix Payment System Faces Pressure from Visa and MastercardIn just over five years, Brazil has achieved what few countries have managed: establishing a digital payment system that not only competes directly with American giants Visa and Mastercard but has also surpassed them in transaction volume.

The system operates through the Instant Payments System (SPI) of the Central Bank and is available at nearly all financial institutions in the country.

Currently, Pix boasts over 180 million users, with 162.8 million being individuals, representing approximately 93% of Brazil’s adult population.

Since 2022,…

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Dear ImGui BundleInteractive Python & C++ apps for desktop, mobile, and web - powered by Dear ImGui.

https:://imgui-bundle.pages.devDear ImGui Bundle is a framework built on top of Dear ImGui, for both C++ and Python.

Launch the Interactive Explorer: a full demonstration: showcases all libraries with browsable C++ and Python source.

DeepWikiDeepWiki is an AI based doc where you can ask questions about Dear ImGui Bundle and get answers.

It is trained on the full documentation and the source code of the Dear ImGui Bundle.

Gas prices have continued to climb.

The California Energy Commission said refiners are already working to adjust and report the state has a four to six weeks worth of gasoline and diesel in supply.

“We are seeing gasoline imports improve the first week of May.

If the gasoline imports trend continues, it may help lift other product imports as well.”The California Energy Commission said refiners are already working to adjust and report the state has a four to six weeks worth of gasoline and diesel in supply (STATEMENT: CALIFORNIA ENERGY COMMISSION).

“About 20% of its jet fuel and about 25% of its gasoline comes from overseas refineries.”But California is not the only place looking for supply.

agents need control flow, not more prompts07 May, 2026Thesis: reliable agents tackling complex tasks need deterministic control flow encoded in software, not increasingly elaborate prompt chainsIf you’ve ever resorted to MANDATORY or DO NOT SKIP, you’ve hit the ceiling of prompting.

Imagine a programming language where statements are suggestions and functions return “Success” while hallucinating.

While useful for narrow tasks, prompts are non-deterministic, weakly specified, and difficult to verify.

We need deterministic scaffolds: explicit state transitions and validation checkpoints that treat the LLM as a component, not the system.

In a system prone to silent failure, an agent without ag…

When the rear-wheel drive version of the Tesla Cybertruck debuted roughly a year ago, it was positioned as a more affordable way to get into Tesla’s EV pickup.

The recall itself also offers a revealing glimpse into just how poorly the Cybertruck RWD sold.

However, the problem isn’t with the steel wheels themselves; it’s with the brake rotors.

ADVERTISEMENT - CONTINUE READING BELOWThe issue also isn’t limited to trucks built at Gigafactory Texas.

ADVERTISEMENT - CONTINUE READING BELOWAs with any recall, the repair will be done free of charge.

The cuda-oxide Book#cuda-oxide is an experimental Rust-to-CUDA compiler that lets you write (SIMT) GPU kernels in safe(ish), idiomatic Rust.

For a refresher, see The Rust Programming Language, Rust by Example, or the Async Book.

unwrap (); let stream = ctx .

{ kernel : vecadd , stream : stream , module : module , config : LaunchConfig :: for_num_elems ( 1024 ), args : [ slice ( a ), slice ( b ), slice_mut ( c )] }.

unwrap (); let result = c . to_host_vec ( & stream ).

The closure move |x| x * factor is captured, scalarized, and passed as PTX kernel parameters automatically.

# Build and run an example cargo oxide run host_closure # Show full compilation pipeline (Rust MIR → dialect-mir → mem2reg → dialect-llvm → LLVM IR → PTX) cargo oxide pipeline vecadd # Debug with cuda-gdb cargo oxide debug vecadd --tuiSetupRequirementscargo-oxide — cargo subcommand that drives the build pipeline ( cargo oxide run , build , debug , etc.)

InstallInside the cuda-oxide repo, cargo oxide works out of the box via a workspace alias.

Verifying Installation# Check that all prerequisites are in place cargo oxide doctor # Build and run an example end-to-end cargo oxide run vecad…

Copy Fail 2: Electric BoogalooUnprivileged Linux LPE via xfrm ESP-in-UDP MSG_SPLICE_PAGES no-COW fast path.

Same class as Copy Fail (CVE-2026-31431), different subsystem.

The sick line stays in /etc/passwd — re-run drops straight back into root.

Testeddistro kernel result Ubuntu 22.04 LTS 5.15.0-176-generic not vulnerable* Ubuntu 24.04 LTS 6.8.0-110-generic root Debian 13 6.12.74 root Arch 6.19.11-arch1-1 root Fedora 43 6.19.14-200.fc43 root Ubuntu 26.04 LTS 7.0.0-15-generic root*MSG_SPLICE_PAGES UDP support was added in 6.5, so 5.15 is below the bug's reach.

Theori / Xint: original Copy Fail (CVE-2026-31431).

Dominic Szablewski, @phoboslab — Monday, May 4th 2026Additive Blending on the Nintendo 64Did you wonder ever why explosions and other effects looked so much cooler on the original PlayStation than they did on the Nintendo 64?

PSXThe PSX supports 4 different blend modes (in addition to just overwriting pixels) to control how sprites and geometry are mixed into the existing frame buffer:0: (src + dst) / 2 1: src + dst 2: dst - src 3: dst + src/4The one you see here in Silent Bomber is conceptually the simplest one: src + dst .

| R | G | B | | src (sprite) | 171 | 42 | 226 | | + dst (framebuffer) | 63 | 141 | 170 | | = result | 234 | 183 | 255 |Drawing a sprite over a scene can only ever make …

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This decision unfortunately means saying goodbye to teammates who have contributed meaningfully to our mission and to building Cloudflare into one of the world’s most successful companies.

It’s important to us that we treat departing team members right and in a way that exceeds what we’ve seen from other companies.

We are also vesting equity for departing team members through August 15th, so they receive stock beyond their departure date.

We’re confident that our reshaped organization will be even faster and more innovative as we continue building the future.

We’re confident you will land at other great places and build many future great companies, bringing with you a unique set o…

The industry-established code review process, review-then-commit, was a straightforward mechanism that allowed a relatively low-trust group of engineers to collaborate.

It puts work on reviewers, but there was work on the human making the change too.

In a really well-functioning team, a code review cycle could take a day.

And no-one at BigCo wants to be on the hook for a major outage without having coverage from a code review to smear the blame around.

(And yes we could critique a 30 year old API endlessly, but it is still there and significantly better than some of its "replacements" that were built with code review processes.)

As part of Eastside Urbanism, I helped put together the Transit Tracker project: an open-source DIY public transit arrivals board for your home.

Some shots from Walk and Roll Bellingham's Transit Tracker build partyThe energy at both events was electric!

Transit Tracker: Light Mode EditionSomeone from Spain joined our Discord with a problem: everything in his home was light-colored, so the existing Transit Tracker frame didn't fit very well with that aesthetic.

Wooden FramesSome people have applied their woodworking skills and fabricated custom wooden frames for their Transit Tracker.

Now Playing StatusPaul Cutler on Bluesky shared how they completely repurposed the Transit Tracker hardware…

Page Not FoundWe could not find what you were looking for.

Please contact the owner of the site that linked you to the original URL and let them know their link is broken.

Message-ID: Date: Fri, 8 May 2026 03:56:11 +0900 From: Hyunwoo Kim To: [email protected] Cc: [email protected] Subject: Dirty Frag: Universal Linux LPE Hi, This is a report on "Dirty Frag", a universal LPE that allows obtaining root privileges on all major distributions.

After consultation with the [email protected] maintainers, and at the maintainers' request, I am publicly releasing this Dirty Frag document.

Full exploit code: ```c #define _GNU_SOURCE #include #include #include #include #include #include #include #include #include #include #include #include #include #include #include #include #include #include #include #include #include #if…

This post was written first with my screenless writing interface, and then edited in Ghost, which I use to publish blog posts to this website.

And so I am also writing this post with my screenless writing setup, both to continue experimenting with the medium but also to capture an idea I had that I wanted to explore: the various affordances of different writing interfaces.

Even if the technology could automatically correct all typos, there are still inherent limitations: not being able to go back through your writing, for example.

I do feel I type with less regard to editing myself as I go, because I can't easily go back and edit something while I am writing.

In this way, the typewriter – a…

Wall Street Journal:

Sources: White House unease over Mythos has left some administration officials fearful that the change represents a reversal of its hands-off AI policy — Administration's effort to be involved in rollout of new models marks shift — WASHINGTON—On a recent call with the heads …

Sam Sabin / Axios:

OpenAI is rolling out GPT-5.5-Cyber, a security-focused variant of the model, in a limited preview capacity to vetted cybersecurity teams — The capabilities of the new models have sparked an urgent debate in Silicon Valley and the White House about how to keep them out of the hands of bad actors.

Zoe Tillman / Bloomberg:

A US judge blocks DOGE's termination of $100M in National Endowment for the Humanities grants, saying ChatGPT prompts used to decide the cuts were ill-defined — A US judge blasted the Trump administration's Department of Government Efficiency project for relying on artificial intelligence tools …

Russell Brandom / TechCrunch:

Mozilla says Anthropic's Mythos Preview and other AI models helped it identify and ship 423 Firefox security bug fixes in April, compared to 31 a year earlier — When Anthropic unveiled its new Mythos model in April, it also delivered a stern warning to anyone developing software.

The Information:

Sources: AI model builder Core Automation, founded in March by Jerry Tworek, aims to raise $300M-$500M at a $4B valuation after raising $100M at a $1B valuation — Nvidia's investment spree in startups that use its AI chips has stoked traditional venture capital firms' interest in those companies.

Bloomberg:

MercadoLibre reports Q1 revenue up 49% YoY to $8.8B, vs. $8.4B est., and net income down 16% to $417M, vs. $433M est.; MELI drops 5%+ after hours — Shares in e-commerce and fintech giant MercadoLibre Inc. slipped after profits missed estimates for the fourth quarter in a row even as revenue grew …

Lora Kolodny / CNBC:

French prosecutors escalate an investigation into Elon Musk and X, focused on alleged algorithmic manipulation and sexual deepfakes, to a criminal probe — French cybercrime authorities have escalated an investigation of Elon Musk and his social network X to a criminal probe, the Paris prosecutor's office said Thursday.

Isabelle Lee / Bloomberg:

Block reports Q1 revenue up 5% YoY to $6.1B, vs. $5.9B est., and raises its 2026 gross profit forecast above estimates; XYZ jumps 7%+ after hours — Block Inc. offered a sunnier outlook for profits and growth on Thursday after orchestrating a severe round of job cuts related to artificial intelligence …

Kelly Cloonan / Wall Street Journal:

Lyft reports Q1 revenue up 14% YoY to $1.65B, vs. $1.63B est., gross bookings up 19% to $4.95B, vs. $4.91B est., and rides up 8.5% to 236.9M, vs. 241.2M est. — The company's revenue climbed 14% to $1.65 billion in the first quarter — Lyft logged higher revenue in its latest quarter as rides grew …

Jordan Novet / CNBC:

CoreWeave reports Q1 revenue up 112% YoY to $2.08B, vs. $1.97B est., a $99.4B revenue backlog, forecasts Q2 revenue below estimates; CRWV drops 8%+ after hours — CoreWeave shares tumbled 10% in extended trading on Thursday after the AI infrastructure provider issued light revenue guidance …

Jonathan Vanian / CNBC:

Nvidia and data center operator IREN announce a deal to deploy up to 5 GW of AI infrastructure; Nvidia can invest $2.1B into IREN; IREN jumps 9%+ after hours — IREN shares popped 13% in extended-trading on Thursday after the data center operator announced a partnership with semiconductor giant Nvidia.

Ignacio Gonzalez / Bloomberg:

Cloudflare reports Q1 revenue up 34% YoY to $639.8M, plans to cut 1,100+ jobs as it shifts to an “agentic AI-first operating model”; NET drops 13%+ after hours — Cloudflare Inc. plans to cut more than 1,100 jobs globally as it accelerates its shift to an agentic AI-first operating model.

Samantha Subin / CNBC:

Airbnb reports Q1 revenue up 18% YoY to $2.68B, vs. $2.62B est., Nights and Seats Booked up 9% to 156.2M, vs. 155.77M est., lifts 2026 revenue growth guidance — Airbnb reported mixed first-quarter results after the bell on Thursday and warned of regional weakness spurred by the war in Iran.

CNBC:

Coinbase reports Q1 revenue down 31% YoY to $1.41B, vs. $1.52B est., and a loss of $1.49 per share, vs. a $0.27 profit est.; COIN drops 4%+ after hours — Coinbase posted lower-than-expected results for the first quarter as crypto prices fell, weighing on one of the companies' major revenue drivers — spot trading in digital assets .

Robin Wigglesworth / Financial Times:

Goldman Sachs: Alphabet and Amazon generated “other income” totaling $53B in Q1, or ~60% of their Q1 income; $49B was due to equity stakes in private companies — The AI “hyperscalers” reported bumper earnings for the first quarter, with both sales and profits beating expectations.

Anissa Gardizy / The Information:

Sources: OpenAI and Broadcom discuss terms for Broadcom to finance initial custom chip production for ~$18B, conditioned on Microsoft buying ~40% of the chips — When OpenAI and chip designer Broadcom announced last fall that they would make custom artificial intelligence chips together, they positioned it as a done deal.

Anthropic:

Anthropic researchers detail natural language autoencoders, which convert LLM activations, the numbers encoding a model's thoughts, into natural language text — When you talk to an AI model like Claude, you talk to it in words. Internally, Claude processes those words as long lists of numbers …

Kate Clark / Wall Street Journal:

Sources: Ramp told investors it is raising $750M co-led by Iconiq Capital and GIC at a valuation of $40B+ before the investment, up from $32B in November 2025 — The financing target represents a more than 30% increase from six months ago — The corporate card and expense management startup Ramp …

Pieter Haeck / Politico:

EU legislators reach a deal to postpone restrictions on high-risk AI until December 2027 and to exempt the use of AI in industrial applications from the AI Act — Deal marks first significant delay of digital rules amid pressure from the U.S. — Restrictions on high-risk uses …

Simon Willison / Simon Willison's Weblog:

While Anthropic will use the Colossus 1 data center, which has a really bad environmental record, xAI retains the larger Colossus 2 for its own AI training — There weren't a lot of big new announcements from Anthropic at yesterday's Code w/ Claude event, but the biggest by far …

Mark Gurman / Bloomberg:

Sources: AirPods with cameras reached an advanced testing stage; the cameras will feed data to Siri to help answer questions, rather than take photos or video — Apple Inc. has reached the late stages of development for new AirPods with built-in cameras, a significant milestone for what will likely …

Zac Hall / 9to5Mac:

OpenAI launches three voice models in the API: GPT-Realtime-2 with GPT-5-class reasoning, GPT-Realtime-Whisper for transcription, and GPT-Realtime-Translate — OpenAI has just released three new realtime voice models that it says will “unlock a new class of voice apps for developers.”

Saved searches Use saved searches to filter your results more quicklyWe read every piece of feedback, and take your input very seriously.

Secure your code as you buildCode security Secure your code as you buildYou signed in with another tab or window.

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DocuSealOpen source document filling and signingDocuSeal is an open source platform that provides secure and efficient digital document signing and processing.

Create PDF forms to have them filled and signed online on any device with an easy-to-use, mobile-optimized web tool.

FeaturesPDF form fields builder (WYSIWYG)12 field types available (Signature, Date, File, Checkbox etc.)

We specialize in working with various industries, including Banking, Healthcare, Transport, Real Estate, eCommerce, KYC, CRM, and other software products that require bulk document signing.

By leveraging DocuSeal, we can assist in reducing the overall cost of developing and processing electronic documents while ensu…

Supported built-in login flowsClaude ( jcode login --provider claude )( ) OpenAI / ChatGPT / Codex ( jcode login --provider openai )( ) Google Gemini ( jcode login --provider gemini )( ) GitHub Copilot ( jcode login --provider copilot )( ) Azure OpenAI ( jcode login --provider azure )( ) Alibaba Cloud Coding Plan ( jcode login --provider alibaba-coding-plan )( ) Fireworks ( jcode login --provider fireworks )( ) MiniMax ( jcode login --provider minimax )( ) LM Studio ( jcode login --provider lmstudio )( ) Ollama ( jcode login --provider ollama )( ) Custom OpenAI-compatible endpoint ( jcode login --provider openai-compatible )For custom OpenAI-compatible endpoints, jcode now prompts for the A…

It uses the Claude Agent SDK and the Pi SDK side by side—building on what we found great and improving areas where we've desired improvements.

Google OAuth Setup (Gmail, Calendar, Drive, YouTube, Search Console)Google integrations require you to create your own OAuth credentials.

ArchitectureCraft Agents uses two agent backends:Claude — powered by the Claude Agent SDK, which natively supports custom base URLs and provider routing.

Pi — powered by the Pi SDK, which handles Google AI Studio, ChatGPT Plus (Codex OAuth), GitHub Copilot OAuth, and OpenAI API key connections.

Third-Party LicensesThis project uses the Claude Agent SDK, which is subject to Anthropic's Commercial Terms of Service.

ZedWelcome to Zed, a high-performance, multiplayer code editor from the creators of Atom and Tree-sitter.

InstallationOn macOS, Linux, and Windows you can download Zed directly or install Zed via your local package manager (macOS/Linux/Windows).

Is the error failed to satisfy license requirements for a dependency?

If so, first determine what license the project has and whether this system is sufficient to comply with this license's requirements.

If so, first determine what license the project has and whether this system is sufficient to comply with this license's requirements.

Dexter 🤖Dexter is an autonomous financial research agent that thinks, plans, and learns as it works.

Think Claude Code, but built specifically for financial research.

Table of Contents👋 OverviewDexter takes complex financial questions and turns them into clear, step-by-step research plans.

It runs those tasks using live market data, checks its own work, and refines the results until it has a confident, data-backed answer.

📱 How to Use with WhatsAppChat with Dexter through WhatsApp by linking your phone to the gateway.

\end { center } \begin { figure }[!h] \centering \begin { subfigure }[b] \includegraphics [width=0.3 \linewidth ]{img1.png} \end { subfigure } \begin { subfigure }[b] \includegraphics [width=0.3 \linewidth ]{img2.png} \end { subfigure } \begin { subfigure }[b] \includegraphics [width=0.3 \linewidth ]{img3.png} \end { subfigure } \end { figure } .tableofcontents # Section ## Subsection 1 .

Requirements: Java 17 or higher(Only for PDF export) Node.js, npm, Puppeteer.

Alternatively, you may manually create a .qd source file and start from there.

If you would like to familiarize yourself with Quarkdown instead, quarkdown repl lets you play with an interactive REPL mode.

--pdf : produces a PDF f…

GhostTrackUseful tool to track location or mobile number, so this tool can be called osint or also information gatheringNew update : Version 2.2Instalation on Linux (deb)sudo apt-get install git sudo apt-get install python3Instalation on Termuxpkg install git pkg install python3Usage Toolgit clone https://github.com/HunxByts/GhostTrack.git cd GhostTrack pip3 install -r requirements.txt python3 GhostTR.pyDisplay on the menu IP Trackeron the IP Track menu, you can combo with the seeker tool to get the target IP⚡ Install Seeker : - Get SeekerDisplay on the menu Phone Trackeron this menu you can search for information from the target phone numberDisplay on the menu Username Tracker

Website · Code · Agents · Terminal · Drive · Docs · How Warp WorksNote OpenAI is the founding sponsor of the new, open-source Warp repository, and the new agentic management workflows are powered by GPT models.

Open Source & ContributingWarp's client codebase is open source and lives in this repository.

Join the Warp Slack community first, then jump into #oss-contributors .

Join our Slack Community to connect with other users and get help from the Warp team — contributors hang out in #oss-contributors .

Open Source DependenciesWe'd like to call out a few of the open source dependencies that have helped Warp to get off the ground:

💧 TolariaTolaria is a desktop app for macOS, Windows, and Linux for managing markdown knowledge bases.

WalkthroughsYou can find some Loom walkthroughs below — they are short and to the point:Principles📑 Files-first — Your notes are plain markdown files.

— Your notes are plain markdown files.

🔬 Open source — Tolaria is free and open source.

Open source and local setupTolaria is open source and built with Tauri, React, and TypeScript.

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Generative AI can produce work that looks expert without being expert, and the failure arrives in two shapes.

The first is when novices in a field are able to produce work that resembles what their seniors produce, faster or more advanced than their judgment.

An NBER study of support agents [2] found generative AI boosted novice productivity by about a third while barely helping experts.

Generative AI and the market for creative content (Zou, Shi, & Wu, 2026).

Ten simple rules for optimal and careful use of generative AI in science (Helmy, Jin, et al., 2025).

Why speculative decoding?

The processor spends the majority of its time moving billions of parameters from VRAM to the compute units just to generate a single token.

The target model then verifies all of these suggested tokens in parallel.

MTP mitigates this inefficiency through speculative decoding, a technique introduced by Google researchers in Fast Inference from Transformers via Speculative Decoding.

By pairing a Gemma 4 model with its corresponding drafter, developers can achieve:

Changelog News!

The software newsletter that's also a podcastThe software world moves fast... keep up the easy way!

Let us track changes & Jerod will let you know what's up each Monday.

WorkOS – Auth for CLI with AuthKit from WorkOS — Bring secure browser-based login to your terminal apps using the OAuth Device Flow, with the same polished AuthKit experience plus SSO, MFA, and passkeys.

Get an exclusive offer: up to 22% off NordLayer yearly plans plus 10% on top with the coupon code changelog-10-NORDLAYER .

When agents help developers write code in minutes, validation becomes your bottleneck.

RWX gives agents programmatic control, sub-second cached builds, and semantic outputs they can act on.

Fly.io – The home of Changelog.com — Deploy your apps close to your users — global Anycast load-balancing, zero-configuration private networking, hardware isolation, and instant Wire…

Changelog News!

The software newsletter that's also a podcastThe software world moves fast... keep up the easy way!

Let us track changes & Jerod will let you know what's up each Monday.

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In the meantime, enjoy some clips!

Changelog News!

The software newsletter that's also a podcastThe software world moves fast... keep up the easy way!

Let us track changes & Jerod will let you know what's up each Monday.

Augment Code – Adam loves “Auggie” – Augment Code’s CLI that brings Augment’s context engine and powerful AI reasoning anywhere your code goes.

From building alongside you in the terminal to any part of your development workflow.

Squarespace – Turn your expertise into a business with the all-in-one platform for websites, services, and getting paid.

Use code CHANGELOG to save 10% on your first website purchase.

Notion – Custom Agents that automate the busywork so your team can focus on real work.

Augment Code – Adam loves “Auggie” – Augment Code’s CLI that brings Augment’s context engine and powerful AI reasoning anywhere your code goes.

From building alongside you in the terminal to any part of your development workflow.

Squarespace – Turn your expertise into a business with the all-in-one platform for websites, services, and getting paid.

Use code CHANGELOG to save 10% on your first website purchase.

Notion – Custom Agents that automate the busywork so your team can focus on real work.

Changelog News!

The software newsletter that's also a podcastThe software world moves fast... keep up the easy way!

Let us track changes & Jerod will let you know what's up each Monday.

Steve Ruiz joins us for a deep-dive on tldraw (a very good free whiteboard) and the business he’s built selling SDKs that help others build very good whiteboards (and more) with tldraw’s high-performance web canvas.

Along the way, we discuss the excitement/fear we share about keeping our agents busy, how SDK and infra companies are affected differently by agentic software than SaaS companies, how Steve is approaching the coming era of internal tooling, what will happen when we equip LLMs with an infinite canvas, and more.

Changelog News!

The software newsletter that's also a podcastThe software world moves fast... keep up the easy way!

Let us track changes & Jerod will let you know what's up each Monday.

Namespace – Speed up your development and testing workflows using your existing tools.

Tiger Data – Postgres for Developers, devices, and agents The data platform trusted by hundreds of thousands from IoT to Web3 to AI and more.

Fly.io – The home of Changelog.com — Deploy your apps close to your users — global Anycast load-balancing, zero-configuration private networking, hardware isolation, and instant WireGuard VPN connections.

Push-button deployments that scale to thousands of instances.

Check out the speedrun to get started in minutes.

Namespace – Speed up your development and testing workflows using your existing tools.

(Much) faster GitHub actions, Docker builds, and more.

Tiger Data – Postgres for Developers, devices, and agents The data platform trusted by hundreds of thousands from IoT to Web3 to AI and more.

Fly.io – The home of Changelog.com — Deploy your apps close to your users — global Anycast load-balancing, zero-configuration private networking, hardware isolation, and instant WireGuard VPN connections.

Check out the speedrun to get started in minutes.

Changelog News!

The software newsletter that's also a podcastThe software world moves fast... keep up the easy way!

Let us track changes & Jerod will let you know what's up each Monday.

Tiger Data – Postgres for Developers, devices, and agents The data platform trusted by hundreds of thousands from IoT to Web3 to AI and more.

Namespace – Speed up your development and testing workflows using your existing tools.

(Much) faster GitHub actions, Docker builds, and more.

At an unbeatable price.

Tiger Data – Postgres for Developers, devices, and agents The data platform trusted by hundreds of thousands from IoT to Web3 to AI and more.

Namespace – Speed up your development and testing workflows using your existing tools.

(Much) faster GitHub actions, Docker builds, and more.

Get an exclusive offer: up to 22% off NordLayer yearly plans plus 10% on top with the coupon code changelog-10-NORDLAYER .

Try it risk-free with a 14-day money-back guarantee at nordlayer.com/thechangelogFly.io – The home of Changelog.com — Deploy your apps close to your users — global Anycast load-balancing, zero-configuration private networking, hardware isolation, and instant WireGuard VPN connections.

Clearing my Roku cache takes less than a minute. When I remember to do it, my system runs like new.

ReMarkable just announced its new digital paper tablet for note-taking and sketching, called the Paper Pure.

It comes to market at the same $399 starting price as one of its biggest competitors, Amazon's Kindle Scribe.

It's also the same starting price of $399 as the Paper Pure, and the closest in features.

Conversely, the Kindle Scribe gets bright -- up to 110 nits, one of the brightest digital paper tablets I've tested.

The ReMarkable Paper Pure, on the other hand, is a minimalist device with a distraction-free aesthetic and a focus on productivity.

You can still watch your favorite shows even if your Roku remote has disappeared. Here's how.

We gather data from the best available sources, including vendor and retailer listings as well as other relevant and independent reviews sites.

And we pore over customer reviews to find out what matters to real people who already own and use the products and services we’re assessing.

When you click through from our site to a retailer and buy a product or service, we may earn affiliate commissions.

Neither ZDNET nor the author are compensated for these independent reviews.

Our editors thoroughly review and fact-check every article to ensure that our content meets the highest standards.

Two standout examples that exemplify this trend are the Galaxy Book6 Ultra and the Dell XPS 16.

I thought those two would define the category as the best, but here comes a new challenger: the Lenovo Pro 9i Aura Edition.

Below is a table comparing the benchmark results of the Lenovo Pro 9i Aura Edition with those of the Dell XPS 16 and Samsung Galaxy Book6 Ultra.

The Lenovo Pro 9i lasted around 10.5 hours on a single charge (with battery saver disabled, mind you).

To me, it sits comfortably between the Galaxy Book6 Ultra and Dell XPS 16 in terms of value.

On Thursday, the tech giant announced its new screenless fitness band, the Fitbit Air, to its health tracker offerings.

Your first three months of Google Health Premium are free with a purchase of Fitbit Air.

You want a longer battery lifeWhoop's battery lasts 14 days, whereas the Fitbit Air lasts only seven.

The higher-end device will last you twice as long as the Fitbit Air, so you won't have to charge it as frequently.

I like that the Fitbit Air is finally taking on a cult favorite fitness band -- and at a lower price.

My pick for the best travel VPN overall is NordVPN due to its excellent security, speed, and fast and reliable connections.

Also: The best VPNs for streaming: Expert testedAt ZDNET, we have extensively tested the best travel VPNs to help you find the best option for keeping your connections safe and secure.

Also: The best free VPNs: Protect your privacy for free with my top picksChoosing the right travel VPN Choosing the best travel VPN involves hands-on testing.

If you need or want... NordVPN The best travel VPN of 2026.

Show moreFactors to consider when choosing a travel VPN While travel-friendly VPNs can be used anytime, specific features make them the strongest contenders on my list of …

Netflix codes make it easy to find buried genres and micro-categories. Here's how to use them - and my favorite ones.

Incognito mode can help boost your privacy, but not in the same way a VPN or VPN extension will.

Choosing the right VPN extension for Chrome Choose this VPN Chrome extension...

If you want... ExpressVPN The best Chrome VPN extension overall, with excellent user feedback.

FAQs on VPN extensions for Chrome Does a Chrome VPN extension protect my whole device or just the browser?

Show more Do I need a VPN subscription to use a VPN Chrome extension?

This is where smart adaptive chargers come into play.

What is adaptive charging?

Also: My new favorite Anker charger has a useful smart display (and won't break the bank)This is exactly what adaptive chargers do.

I was initially skeptical about adaptive chargers.

Full adaptive charging, like Anker's Care Mode, doesn't work with every phone.

If you're not satisfied with your soundbar's audio performance, these quick and simple tweaks made a big difference for me.

Quick shipping saves the day on these last-minute Mother's Day picks, but I'd recommend these items any time of year.

Many users are reporting that Roku TVs get stuck in boot loops, show black screens, or are otherwise unusable.

The company is reportedly in talks to raise another $750 million at a pre-money valuation of more than $40 billion. It last raised in November at $32 billion.

The new features could be handy for customer service systems, but OpenAI says they have applications that work across a variety of other fields, including education and creator platforms.

The company made a series of other announcements during earnings, including a new commercial contract, a pilot program in Canada, and a collaboratio

Disney CEO Josh D'Amaro, who took over for Bob Iger earlier this year, has emphasized his intent to streamline the Disney experience.

AI startup Pit is led by the cofounders of European scooter giant Voi and backed by a16z, which is leading the startup’s $16 million seed round.

The cybercrime group ShinyHunters claimed to have hacked Instructure again, defacing the login pages of several Instructure customer schools with an extortion message.

Gusto has shared an impressive milestone on its actual revenue, not an ARR number that estimates future income.

The company is expanding its efforts to protect ChatGPT users in cases where conversations may turn to self-harm.

The new benchmark rating applies to 2026 Tesla Model Y vehicles assembled on or after November 12, 2025.

Perplexity's Personal Computer brings AI agents to your Mac, and is now open to everyone.

Elon Musk's legal effort to dismantle OpenAI may hinge on how its for-profit subsidiary enhances or detracts from the frontier lab's founding mission of ensuring that humanity benefits from artificial general intelligence.

Based on Whitney Wolfe Herd's past comments about Bumble's new direction, the company is expected to lean into AI -- Bumble is even working on an AI dating assistant called Bee, and the CEO has made many comments over the years about how AI will be "a supercharger to love and relationships."

The app was one of several catering to the BookTok crowd.

Stockholm-based vibe-coding platform Lovable is offering employees an automatic 10% raise as a way to sidestep classic corporate politics.

The IMF is warning that advanced AI-powered cyberattacks pose a serious threat to global financial stability. "IMF analysis suggests that extreme cyber-incident losses could trigger funding strains, raise solvency concerns, and disrupt broader markets," the lender warned in a new report. The report urged greater international cooperation and emphasized resilience, since breaches are "inevitable" -- particularly for emerging economies with weaker defenses. Agence France-Presse reports: The study's authors highlighted the risks posed by the highly interconnected nature of the global financial system, with advanced AI models able to "dramatically reduce" the time and cost of exploiting vulnera…

In honor of World Password Day, Kaspersky researchers revisited their study on the crackability of real-world passwords and found that 60% of MD5-hashed passwords could be cracked in under an hour with a single Nvidia RTX 5090, and 48% could be cracked in under a minute. "The bottom line is that passwords protected only by fast hashing algorithms such as MD5 are no longer safe if attackers obtain them in a data breach," reports The Register. From the report: Much of the reason password hashes have become so easy to crack is password predictability. Per Kaspersky, its analysis of more than 200 million exposed passwords revealed common patterns that attackers can use to optimize cracking algo…

Companies including Philips and Pandora say they plan to seek tariff reimbursements after the Supreme Court ruled Trump's sweeping duties illegal, with the U.S. potentially facing up to $175 billion in refunds. Many firms say tariffs hurt earnings, but CFO survey results suggest companies applying for refunds are unlikely to pass savings back to consumers through lower prices. CNBC reports: Companies across Europe are flagging disruption from tariffs as a factor contributing to a skewed earnings picture. "We will ask for a rebate of tariffs in line with the government policies," Roy Jakobs, CEO of healthtech firm Philips, told CNBC's "Squawk Box Europe" on Wednesday morning. "We have been s…

joshuark shares a report from Linux Magazine: Microsoft has issued a warning that a vulnerability with a CVSS score of 7.8 has been found in the Linux kernel. The vulnerability in question is tagged CVE-2026-31431 and, according to the Cybersecurity and Infrastructure Security Agency (CISA), "This Linux Kernel Incorrect Resource Transfer Between Spheres Vulnerability is a frequent attack vector for malicious cyber actors and poses significant risks to the federal enterprise." The distributions affected are Ubuntu, Red Hat, SUSE, Debian, Fedora, Arch Linux, and Amazon Linux. This could also affect any distribution based on those in the list, which means pretty much every Linux distro that is…

An anonymous reader quotes a report from Ars Technica: Wearables have really come full circle. The early Fitbits didn't have screens, but the move to smartwatches put a screen on everyone's wrist. Now, devices like Whoop and Hume are designed as data trackers first and foremost without so much as a clock. Google's newest wearable jumps on that trend: The Fitbit Air doesn't have a screen, but it does have a suite of health sensors that pipe data into the new Google Health app. And if you want, Google has a new AI-powered health coach in the app ready to tell you what that data means (maybe). The Fitbit Air itself is a small plastic puck about 1.4 inches long and 0.7 inches wide. It slots int…

A LinkedIn user in the EU is challenging Microsoft's refusal to provide a full list of profile visitors under GDPR Article 15, arguing that the data should be available for free because LinkedIn processes it and sells a more complete version to Premium users. Privacy group Noyb says the case could set a broader precedent over whether companies can monetize user-related data while denying access to the same data through GDPR requests. "Selling data to its own users is a popular practice among companies," Noyb data protection lawyer Martin Baumann said of the case. "In reality, however, people have the right to receive their own data free of charge." The Register reports: Take a look at the l…

Motherboard sales are sharply declining as AI demand drives shortages and price hikes for memory, storage, CPUs, and other PC components. "Because of this, users who don't have deep pockets are putting off upgrading their PCs and holding on to their current devices longer," reports Tom's Hardware. From the report: Asus, which sold 15 million motherboards in 2025, has only shipped a little more than 5 million in the first half of 2026. It's expected that the company will have to push hard for it to even move 10 million units by the end of the year, marking a 33% decrease in sales year-on-year. Gigabyte and MSI sold 11.5 million and 11 million motherboards last year, respectively. However, bo…

An anonymous reader quotes a report from Ars Technica: At its Code with Claude developer conference on Wednesday, Anthropic announced a deal with SpaceX to utilize the entire compute capacity of the latter's data center in Memphis, Tennessee. On stage at the conference, CEO Dario Amodei said the deal was intended to increase usage limits for Anthropic's Pro and Max plan subscribers. The announcement was accompanied by an increase in those usage limits; Anthropic doubled Claude Code's five-hour window limits for Pro and Max subscribers, removed the peak-hours limit reduction on Claude Code for those same accounts, and raised API limits for its Opus model. The table [here] outlining the Opus …

Mirnotoriety shares a report from The Telegraph: Richard Dawkins has said chatbots should be considered conscious (source paywalled; alternative source) after spending two days interacting with the Claude AI engine. The evolutionary biologist said he had the "overwhelming feeling" of talking to a human during conversations with Claude, and said it was hard not to treat the program as "a genuine friend." In an essay for Unherd, Prof Dawkins released transcripts that he said showed that the chatbot had mulled over its "inner life" and existence and seemed saddened by the knowledge it would soon "die." Prof Dawkins said he had let Claude read a draft of the novel he was writing and was astound…

NewtonsLaw writes: According to Realtor.com, a California startup called Span plans to partner with Nvidia, PulteGroup, and other homebuilders to equip new homes with mini-data centers, so as to relieve the need to build and power much larger traditional centers. The article states the company "can install 8,000 XFRA units about six times faster and at five times lower cost than the construction of a typical centralized 100 megawatt data center of the same size." Could this be the solution to at least some of the problems hindering the rollout of greater data-center capacity for AI systems? "One big reason the XFRA model works is that the average American home only uses about 40 percent of …

A small study found that a single 25mg dose of psilocybin produced measurable brain changes that were still visible a month later, along with reported improvements in psychological insight, wellbeing, and mental flexibility. The Guardian reports: Evidence for the changes came from specialized scans that measured the diffusion of water along nerve bundles in the brain. They suggested that some nerve tracts had become denser and more robust after the drug was taken. While the findings are preliminary, the scientists said the opposite was seen in ageing and dementia. "It's remarkable to see potential anatomical brain changes one month after a single dose of any drug," said Prof Robin Carhart-H…

Sam Altman's management style came under scrutiny on the seventh day of Elon Musk's high-stakes OpenAI trial, as former OpenAI figures Mira Murati, Shivon Zilis, and Helen Toner took the stand to testify about their experiences working with him. Their testimony resurfaced many of the criticisms that first emerged during Altman's brief ouster as CEO in 2023. An anonymous reader quotes a report from Business Insider: The first witness was Mira Murati, OpenAI's former chief technology officer and now founder of her own AI shop, Thinking Machines Lab. Jurors watched a recorded video deposition of Murati, who was also OpenAI's interim CEO after the board briefly ousted Sam Altman. Murati's testi…

Longtime Slashdot reader UnknowingFool writes: Security researcher Tom Joran Sonstebyseter Ronning has found that Microsoft Edge stores passwords in plaintext in RAM. After creating a password and storing it using Edge's password manager, Ronning found that he could dump the RAM and recover his password which was stored in plaintext. Part of the issue is Edge loads all passwords to all sites upon a single verification check, even if the user was not visiting a specific site. This is very different from Chrome, which only loads passwords for specific websites when challenged for the site's password. Also, Chrome will delete the password from memory once the password has been filled. Edge doe…

Google is updating AI Overviews and AI Mode to more prominently surface "Expert Advice" from public discussions, social platforms, forums, blogs, and Reddit. Engadget reports: Via a new "Expert Advice" section that can appear in AI responses, Google will display "a preview of perspectives from public online discussions, social media and other firsthand sources." In the sample screenshot the company provided, quotes from forums, WordPress blogs and Reddit were arranged above links to their respective sources. Google plans to add more context to these links, too, showing "a creator's name, handle or community name," so you can judge what you might want to click through and read from a glance.…

One of the hard parts of moving from school to “the real world” is adjusting

to all the ways that school is artificial. It’s different from the real

world.I’ve been thinking about this because of questions I see young learners

commonly asking. Too often the questions are meaningless in the real world, and

even if you could get answers, the answers would use useless.How long does it take to learn Python? In school, learning is divided

into discrete labelled chunks. A class called “Beginning Python” might last four

months. Everyone in the class will be taught the same things at the same pace.

The objectives are laid out by the teacher, and at the end you will get a

grade.Outside of school, le…

Tim Cook had an extraordinary run — and impeccable timing, both in terms of when he became CEO, and when he is stepping down.

Еще новинки самого лучшего в мире менеджера рецептов

Как вы помните (не помните, конечно), я делаю самый удобный и продвинутый менеджер рецептов — recipe-scaler.ru.

С момента прошлого поста прошла неделя. За это время я в фоне поделал еще пару классных штук. 1. Список покупок

Сейчас можно и список покупок вести в общей приложухе. Синхронизация, оффлайн — все будет работать как привычно. Можно пошарить ссылкой или текстом для месенджера. Можно весь рецепт отправить в покупки.

Ну не кайф ли? Плюс одно приложение внутри приложения. 2. Расширение для Хрома

Телеграм у некоторых не работает, чтобы можно было сохранить рецепт я сделал расширение. Жмакаете, и рецепт отправляет в приложение.

Recipe …

Does Aggregation Theory survive in a world of constrained compute? Yes, insomuch as controlling demand will give power over supply.

I wrote a Sphinx extension to eliminate excessive links:

linklint. It started as a linter to check and modify

.rst files, but it grew into a Sphinx extension that works without changing the

source files.It all started with a topic in the discussion forums: Should

not underline links, which argued that the underlining was distracting from

the text. Of course we did not remove underlines, they are important for

accessibility and for seeing that there are links at all.But I agreed that there were places in the docs that had too many links. In

particular, there are two kinds of link that are excessive:

Links within a section to the same section. These arise naturally when

describing a function …

Рассказываю о новинках самого лучшего в мире менеджера рецептов

Как вы помните (не помните, конечно), я делаю самый удобный и продвинутый менеджер рецептов — recipe-scaler.ru.

С момента прошлого поста прошло два месяца. За это время я в фоне поделал еще немного разных штук. 1. Раздел Discovery

Можно почитать чужие рецепты. Пока рецепты людей, но потом будут еще и коллекции, ищу где можно найти рецептов так, чтобы не нарушить сразу 100 миллионов авторских прав 2. Универсальный импорт

Импорт сильно прокачался. Сейчас можно импортировать что угодно: много рецептов за раз, много ссылок, рецепты из произвольного текста или файла произвольного формата. Можно даже импортировать рецепты из фотограф…

Рассуждаю, что важно учесть при разработке сложного софтверного продукта сейчас, чтобы он остался актуальным через год или два

Мир софта меняется и скоро поменяется совсем. Да, я про ИИ и ЛЛМ в частности. Многие компании не пережили прошлую мобильную революцию (вспомните про нокию). Я размышляю как нам пережить эту. Поэтому, я хочу поразмышлять, что значит «ии-нативные продукты».

Я говорю не про конкретные ии-фичи, не про пресловутого бота, который отвечает мимо и невпопад, а скорее про общее ощущение от продуктов. Я говорю про по сути набор нефункциональных требований, касающихся ИИ, которые могут быть применимы ко всем нашим продуктам. Как сделать продукт, который: будет актуальным в сред…

Apple has survived 50 years by being the only company integrating hardware and software; if the company loses because of AI it will be because the point of integration changes.

Я шарю скилл несколько раз, самое время кинуть в пост

Как делать дизайн с ЛЛМ, чтобы не было дефолтно и ИИшно: Не делать, делать руками

Кидать референсы

Дать скиллов Пост про опцию три. https://impeccable.style

Есть вот такой набор скиллов, в нем разные вещи, чтобы делать дизайн и верстку: Аудит того, что есть и критика

Есть работа с текстом

Есть работа с визуалкой На промостранице есть объяснения, начните с них.

Это не серебрянная пуля, по начать, например, можно с этого. https://developers.openai.com/blog/designing-delightful-frontends-with-gpt-5-4/

Скилл и объяснение от опенаи

Human.json is a new

idea for asserting that a site is authored by a person, and for vouching for

other sites’ authorship. I’ve added one to this site.It’s a fun idea, and I’ve joined in, but to be honest, I have some concerns.

When I made my human.json file, I looked through my browser history, and saw a

number of sites that were clearly personal sites that I liked. But if I list

one, am I claiming to know that there is no AI content on that site? I can’t

know that for sure.I haven’t let this stop me from adding my own

/human.json, and I’ll be interested to see what

comes of it.Human.json isn’t a new idea. There have been a number of attempts to add

structured data to web pages:

tags are a…

Agents are fundamentally changing the shape of demand for compute, both in terms of how they work and in terms of who will use them. They're so compelling that I no longer believe we're in a bubble.

Anthropic is in a standoff with the Department of War; while the company's concerns are legitimate, it position is intolerable and misaligned with reality.

Pytest’s parametrize is a great feature for writing tests without repeating

yourself needlessly. (If you haven’t seen it before, read

Starting with pytest’s parametrize first).

When the data gets complex, it can help to use functions to build the

data parameters.I’ve been working on a project

involving multi-line data, and the parameterized test data was getting

awkward to create and maintain. I created helper functions to make it nicer.

The actual project is a bit gnarly, so I’ll use a simpler example to

demonstrate.Here’s a function that takes a multi-line string and returns two numbers,

the lengths of the shortest and longest non-blank lines:def non_blanks(text: str) -> tuple[int, int]: …

Игра, чтобы выучить свой район

Как ведь бывает, переехал в новый район, а там все улицы незнакомые. Как вот их учить?

Сделал игру: Случайный положительный эффект: можно легко сравнить масштаб городов, понять, что Садовое в Москве — это от Фонтанки с заходом на начало Васьки и Петроградки.

Thick clients were the dominant form of device throughout the PC and mobile era; in an AI world, however, thin clients make much more sense.

I have a new small project: edtext provides text

selection and manipulation functions inspired by the classic ed

text editor.I’ve long used cog to build documentation and HTML

presentations. Cog interpolates text from elsewhere, like source code or

execution output. Often I don’t want the full source file or all of the lines of

output. I want to be able to choose the lines, and sometimes I need to tweak the

lines with a regex to get the results I want.Long ago I wrote my own ad-hoc function to include a

file and over the years it had grown “organically”, to use a positive word. It

had become baroque and confusing. Worse, it still didn’t do all the things I

needed.The old function has 16 arg…

Microsoft got hammered on Wall Street for capacity allocation decisions that were the right ones: the software that wins will use AI to usurp other software.

Давным давно я как-то работал в Крупной Немецкой Компании. Хороший добротный IT-корпорат, всё как по книжке, со своими плюсами-минусами, многим такое нравится.

If hyperscalers and chip companies don't build up a TSMC competitor they are set to forego billions of dollars in revenue and stunt the AI revolution.

На пост меня натолкнула рабочая ситуация: Я написал (будем честны, попросил ллм написать) один скрипт, и некоторые коллеги прореагировали «о, давно о таком мечтаю». И у меня в голове щелкнуло.

Когда я сейчас написал про один промт, я не утрировал, это был реально один промт.

Сейчас простые задачи решаются ллмками достаточно хорошо. Ядро линукса они все еще не напишут, но пропарсить все ресурсные файлы проекта, сгруппировать одинаковые строчки и дать к ним мгновенный поиск — это задача на один промт. И все, что удерживает людей сейчас, от того, что некоторая часть их задач начнет быть проще — рефлексия. Все что нужно — остановиться, и заметить момент «ага, я тут хочу упрощение, которое возмо…

Two testing-related things I found recently.Unified exception testingKacper Borucki blogged about parameterizing exception

testing, and linked to pytest docs and a

StackOverflow answer with similar approaches.The common way to test exceptions is to use

pytest.raises as a context manager, and have

separate tests for the cases that succeed and those that fail. Instead, this

approach lets you unify them.I tweaked it to this, which I think reads nicely:from contextlib import nullcontext as produces import pytest

from pytest import raises @pytest.mark.parametrize( "example_input, result", [ (3, produces(2)), (2, produces(3)), (1, produces(6)), (0, raises(ZeroDivisionError)), ("Hello", raises(Typ…

Я задал один и тот же промт нескольким моделям и вот что вышло

Промт

Прочитай @/llm/PRD.md и сверстай статическую html-страницу about. Укажи в ней все преимущества, придумай как их проиллюстрировать, используй модный современный дизайн Сохрани в файл about-page/{model-name}.html Ориентируйся только на prd, не используй about-страницу.Эксперимент проведен в декабре 2025-январе 2026. Использовался openrouter или облака ллммок. В скриншотах могут быть небольшие артефакты, скриншоты снимал плейрайт, он не умеет в стики-позиции.

Для сравнения дизайн кожаного мешка (меня): https://recipe-scaler.ru/#/about

Gemini 3 pro Grok code fast 1 Minimax 2.1 Minimax 2.1 Minimax 2.1 Minimax 2.1

Тут я просил ш…

Клод код (Claude Code) заботится обо мне и показывает команды на согласования, к сожалению, он делает это без уважения плохо.

Посмотрите на этот апрув: Выполняет трехстрочную шелл-команду с вложенными конструкциями: циклы, условия. Если там где-то будет какая-то ошибка, я её просто не замечу.

Я не специально выбирал, что скриншотить, они все такие: У меня остается два варианта: Как мартышка жать и жать на кнопку «Approve». В итоге вырабатывается привычка, которая не даст мне себя защититить в опасной ситуации. См. принцип «подтверждения не работают».

Один раз апрувнуть тоже не выйдет, потому что эта конкретная трехэтажная команда вряд ли когда-нибудь появится.

Согласитья на YOLO (You Only L…

На новогодние праздники вышли два больших апдейта recipe-scaler

Первый апдейт — публичный профиль и коллекции

Сейчас можно шарить не только рецепты как одну штуку, но и всю коллекцию.

Или выборочно, или прибранные рецепты (с рецептом и фоткой), или вообще все-все-все

https://recipe-scaler.ru/#/public/@/mike.ozornin Интеграция с ИИ-иссистентом

Можно через MCP подключиться к своему ассистенту. У кого-то клод, у кого-то курсор. Пока подглючивает чуток. Но смотрите, какая красота:

The first live sporting event was broadcast in the Vision Pro, and it's a big disappointment. The experience could be amazing, but Apple actively ruins it.

Делал большую фичу, попросил ревью у ИИ. Попросил найти важные моменты во всех областях: безопасность, логика, деплой, производительность и прочее, и прочее.

Опус 4.5 (лучшая на сейчас ЛЛМ в мире) написал: Критикал sql-инъекция. Как оказалось: пользователь сам себе после всех входов и разрешений на свой же запрос получит чуть больше своих же результатов. Опус не написал: Конфиг nginx забыли поправить и ничего не будет работать в целом.

Сервис-воркер (фоновый код в браузерном приложении) блокировал работу новой вещи, перехватывая все обращения на себя.

Кеширование oauth-запросов было настроено некорректно.

Часовые пояса неправильные, посему токен не имел шансов подойти.

Некоторые адреса обра…

AI might replace all of the jobs; that's only a problem if you think that humans will care, but if they care, they will create new jobs.

This morning I shared a link to this site, and the recipient said, “it looks

like a file.” I thought they meant the page was all black and white with no

color. No, they were talking about the URL, which ended with “.html”.This site started almost 24 years ago as

a static site: a pile of .html files created on my machine and uploaded to the

server. The URLs naturally had .html extensions. It was common in web sites of

the time.Over the years, the technology has changed. In 2008, it was still a static

site on the host, but produced with

Django running locally. In 2021, it became a

real Django site on the host.Through all these changes, the URLs remained the same—they still had

the old-fashion…

In my last blog post (A testing conundrum), I described

trying to test my Hasher class which hashes nested data. I couldn’t get

Hypothesis to generate usable data for my test. I wanted to assert that two

equal data items would hash equally, but Hypothesis was finding pairs like

[0] and [False]. These are equal but hash differently because the

hash takes the types into account.In the blog post I said,If I had a schema for the data I would be comparing, I could use it to

steer Hypothesis to generate realistic data. But I don’t have that

schema...I don’t want a fixed schema for the data Hasher would accept, but tests to

compare data generated from the same schema. It shouldn’t compare a list o…

https://github.com/backnotprop/plannotator Comments URL: https://news.ycombinator.com/item?id=48058339

Points: 1

# Comments: 0

Join the Neutboom CommunityWhere you can be anyone and showcase it in a new language.

Join the story challenge, share your progress with friends, and celebrate milestones.

AnamDBThe AI-Native Neurosymbolic Database Engine📚 Official Documentation & GuideAnamDB is a vertical-agnostic, neurosymbolic database engine built in Rust.

One-Liner InstallIf you have Rust installed, you can install the AnamDB CLI and server in seconds:cargo install --git https://github.com/jam5991/anam anam-cli2.

Download the community financial compliance pack anam > .hub install anamdb / financial - compliance@ 1 .

lance anam > .load demo / data / transactions_large .

; // Load a domain-specific Logic Pack (rules + models in one JSON) let pack = LogicPack :: from_file ( "demo/packs/financial_compliance.json" ) ?

Readable, developer focused APIon any WordPress action hook using the fluent builder API.

Add a condition, custom channel, or transform the payload: all optional.

Listen for events

HeatSpectraThis project allows the visualization of heat transfer between two or more 3D closed surface geometry.

The simulation is deterministic, transient and operates in realtime using stable pre-processing methods.

The major pre-processing methods include an intrinsic remeshing operation that preserves the shape of the geometry and a meshless restricted voronoi diagram step that discretizes the volume of the surface boundary.

This project is a work in progress.

Quick StartDownload the latest demo release from the Releases page Extract the zip file Run HeatSpectra.exeHardware RequirementsGPU with Vulkan 1.3 or higher support (Check GPU compatibility)PrerequisitesBuild Steps

It gates a small set of risky actions, records a trace for every decision, and can replay prior sessions against a different policy.

Installgo install github.com/chocks/agentctl/cmd/agentctl@latest agentctl versionagentctl stores all of its state under ~/.agentctl/ :policy.yamltraces.jsonlapprovals.jsonlThere is no repo-local policy file and no HTTP server.

attach bootstraps ~/.agentctl/ and writes a default policy if one does not exist yet.

Hook mode ( agentctl hook claude-code ) fails open on malformed policy and writes the error to stderr.

ReplayRecord a session under a stable session ID:echo ' {"action":"call_external_api","params":{"url":"https://api.openai.com/v1/responses","method":"…

Numbers published Captured 7 May 2026Source: Supreme Court of India National Judicial Data Grid i where the numbers come from The National Judicial Data Grid public district aggregates.

All numbers on this site come from the NJDG public district dashboards.

We do not add, estimate, or adjust the underlying figures.

We reorganize them so they are easier to read and compare.

The problemSix months ago, your AI agent added a column called user_tier_v2 .

With Selvedge, you run this instead:Terminal window $ selvedge blame user_tier_v2 user_tier_v2 Changed 2025-10-14 09:31:02 Agent claude-code Commit 3e7a991 Reasoning User asked to add a grandfathering flag for legacy free-tier users during the pricing migration.

That reasoning was captured by the agent in the moment — written into Selvedge from the same context that produced the change.

Then start asking your codebase questions:Terminal window selvedge blame payments.amount # what changed last and why selvedge diff users --since 30d # all changes to users in 30 days selvedge changeset add-stripe-billing # all ev…

Article URL: https://0r.cx

Comments URL: https://news.ycombinator.com/item?id=48057039

Points: 1

# Comments: 0

The absolute "dependency hell" of setting up new AI agents (Codex, OpenClaw, etc.).

The security risk of giving powerful local agents broad access to my host machine.

Armorer is a secure local control plane that manages the lifecycle of your agents.

It uses Docker for true process isolation and provides a unified UI/CLI for monitoring and job tracking.

Source: https://github.com/ArmorerLabs/Armorer Website: https://armorerlabs.comI’d love to hear your thoughts on the architecture and how you're handling agent security locally.

Today, we shipped everything: a complete development environment on the web for embedded development, something that wouldn’t have been possible without simulators.

Hardware is hard.

It’s hard because of the constraints that revolve around it, hard because if things fail, their liability will skyrocket.

To enhance the workflow of any system that has to touch the real world, you’d need a sort of medium that is tolerant of catastrophes, just like having a dev server for your production servers.

Many countries face a lack of manual labor, and custom hardware would benefit those in real estate, logistics, etc.

Recent incidentsFive incidents.

When the artifact lands, the first thing every responder reads is one sentence.

Incidentary writes it.

It says exactly what happened, in the order it happened, in the language your team already uses.

Written by code, not by a model — every word maps to an event your services actually reported.

Hey HN, my name is Sam. My buddy Danny and I (and our good friend Claude) have been making this fun app to make and share vibe games. You just describe whatever game pops into your deranged little mind, and BLAMO! there it is, playable on your phone in under 30 seconds.Super Mario Breakout? BLAMO! https://www.blamo.ai/vibes/7350a500-09bb-4ed9-866d-001006f6f...Text Adventure PacMan? BLAMO! https://www.blamo.ai/vibes/781cdd12-bc00-4f1a-8c6c-9726e143f...And not just games, they can be little digital toys, and you can use generative AI _inside_ your creations. So you could make a digital pet generator, or maybe a creepy AI Mother's Day Card maker: https://www.blamo.ai/s/wfVwdBecause we're nerds…

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Living space where teams and agents work together Discussion | Link

A new relationship with your health Discussion | Link

Turn your Mac notch into an interactive utility ribbon. Discussion | Link

Messaging Platform for Agents Discussion | Link

Compress images, video & audio locally and save storage Discussion | Link

Smarter AI answers from your own content + customer context Discussion | Link

Desktop AI workstation with agent-driven visual canvas Discussion | Link

Make your landing sound like Elon, Jobs or Yoda Discussion | Link

The Amp CLI has been rebuilt from the ground up Discussion | Link

The data protocol where raw data is never stored Discussion | Link

Your data analyst, in every AI tool you already use Discussion | Link

A complete React toolkit made for AI Discussion | Link

A Git-like platform for datasets, models, and binary folders Discussion | Link

The best meeting notes you never wrote and 100% on your Mac Discussion | Link

У авиакомпании SalamAir промо-тариф: улететь из Маската в Найроби (или наоборот) можно от 6200 рублей (30 OMR). Для въезда в Кению нужно заранее оформить электронное разрешение (сбор около 30-35 USD с человека). Купить билеты можно на сайте авиакомпании или через trip.com / aviasales.ru (тут немного дороже, но зато принимают российские карты). Маскат — Найроби в декабре за 6200 рублей: Российской картой: […]

Авиакомпания Volotea выкатила билеты за 19 евро. Но можно легко оформить пробную подписку SUPERVOLOTEA на 15 дней и купить их за 9 евро. Обычно подписка на год стоит 60 евро. Лоукостер утверждает, что Вы можете отменить членство в любой момент, но потеряете при этом некоторые привилегии, например, ручную кладь, но сохраните свою скидку на проезд. Главное, не забудьте […]

Vandrouki (или Вандруки / Вандрули / Ванбрюки или как удобно) – это путешествия.

Способы путешествовать почти бесплатно.

Разумеется, Vandrouki – это высококвалифицированная команда амбициозных профессионалов своего дела.

с 2012 года мы ищем и находим дешевые авиабилеты, отели, туры и круизы.

А вы путешествуете почти бесплатно.

Vandrouki (или Вандруки / Вандрули / Ванбрюки или как удобно) – это путешествия.

Способы путешествовать почти бесплатно.

Разумеется, Vandrouki – это высококвалифицированная команда амбициозных профессионалов своего дела.

А вы путешествуете почти бесплатно.

Прямо сейчас, пока вы читали этот блок, мы нашли ещё несколько билетов, а кто-то их купил.

Vandrouki (или Вандруки / Вандрули / Ванбрюки или как удобно) – это путешествия.

Способы путешествовать почти бесплатно.

Разумеется, Vandrouki – это высококвалифицированная команда амбициозных профессионалов своего дела.

с 2012 года мы ищем и находим дешевые авиабилеты, отели, туры и круизы.

А вы путешествуете почти бесплатно.

Vandrouki (или Вандруки / Вандрули / Ванбрюки или как удобно) – это путешествия.

Способы путешествовать почти бесплатно.

Разумеется, Vandrouki – это высококвалифицированная команда амбициозных профессионалов своего дела.

с 2012 года мы ищем и находим дешевые авиабилеты, отели, туры и круизы.

А вы путешествуете почти бесплатно.

Vandrouki (или Вандруки / Вандрули / Ванбрюки или как удобно) – это путешествия.

Способы путешествовать почти бесплатно.

Разумеется, Vandrouki – это высококвалифицированная команда амбициозных профессионалов своего дела.

А вы путешествуете почти бесплатно.

Прямо сейчас, пока вы читали этот блок, мы нашли ещё несколько билетов, а кто-то их купил.

Сегодня мы решили слепить готовое путешествие из Казани в Индонезию — вышло от 47200 рублей с человека при поездке вдвоем.

Авиакомпания Etihad Airways предлагает билеты из Казани на Бали за 44000 рублей туда-обратно.

Даты полетов: например, 11-24 декабря (проживание с 12 по 24 декабря).

Все варианты на двоих на 12 ночей (рейтинг — выше 7/10)Не забываем настроить сортировку:— самая низкая цена (с учётом налога)— итого (в т.ч.

Первый отель — 3200 рублей на человека / 6400 рублей на двоих:Второй отель — 4700 рублей на человека / 9400 рублей на двоих:Третий отель — 5300 рублей на человека / 10600 рублей на двоих:Другие даты перелетов:4-17 декабря7-22 декабря

Vandrouki (или Вандруки / Вандрули / Ванбрюки или как удобно) – это путешествия.

Способы путешествовать почти бесплатно.

Разумеется, Vandrouki – это высококвалифицированная команда амбициозных профессионалов своего дела.

А вы путешествуете почти бесплатно.

Прямо сейчас, пока вы читали этот блок, мы нашли ещё несколько билетов, а кто-то их купил.

Vandrouki (или Вандруки / Вандрули / Ванбрюки или как удобно) – это путешествия.

Способы путешествовать почти бесплатно.

Разумеется, Vandrouki – это высококвалифицированная команда амбициозных профессионалов своего дела.

с 2012 года мы ищем и находим дешевые авиабилеты, отели, туры и круизы.

А вы путешествуете почти бесплатно.

Vandrouki (или Вандруки / Вандрули / Ванбрюки или как удобно) – это путешествия.

Способы путешествовать почти бесплатно.

Разумеется, Vandrouki – это высококвалифицированная команда амбициозных профессионалов своего дела.

А вы путешествуете почти бесплатно.

Прямо сейчас, пока вы читали этот блок, мы нашли ещё несколько билетов, а кто-то их купил.

Vandrouki (или Вандруки / Вандрули / Ванбрюки или как удобно) – это путешествия.

Способы путешествовать почти бесплатно.

Разумеется, Vandrouki – это высококвалифицированная команда амбициозных профессионалов своего дела.

А вы путешествуете почти бесплатно.

Прямо сейчас, пока вы читали этот блок, мы нашли ещё несколько билетов, а кто-то их купил.

Vandrouki (или Вандруки / Вандрули / Ванбрюки или как удобно) – это путешествия.

Способы путешествовать почти бесплатно.

Разумеется, Vandrouki – это высококвалифицированная команда амбициозных профессионалов своего дела.

А вы путешествуете почти бесплатно.

Прямо сейчас, пока вы читали этот блок, мы нашли ещё несколько билетов, а кто-то их купил.

Азербайджанские Авиалинии снизили цены ноябрь-март: взять из Москвы, Питера и Екб в ОАЭ, Израиль, Таджикистан, Саудовскую Аравию, Индию и на Мальдивы можно со скидками.

Билеты берем через сервис aviasales.ru (тут дешевле всего).

Москва — Душанбе — Москва:Москва — Даммам — Москва:Москва — Дубай — Москва:Москва — Тель-Авив — Москва:Москва — Дели — Москва:Москва — Мумбаи — Москва:Москва — Мале — Москва в ноябре:Москва — Мале — Москва в январе:Москва — Мале — Москва в феврале:Москва — Мале — Москва в марте:Питер — Душанбе — Питер:Питер — Даммам — Питер:Питер — Дубай — Питер:Питер — Тель-Авив — Питер:Питер — Дели — Питер:Питер — Мумбаи — Питер:Питер — Мале — Питер в ноябре-декабре:Питер — Мале —…

Vandrouki (или Вандруки / Вандрули / Ванбрюки или как удобно) – это путешествия.

Способы путешествовать почти бесплатно.

Разумеется, Vandrouki – это высококвалифицированная команда амбициозных профессионалов своего дела.

А вы путешествуете почти бесплатно.

Прямо сейчас, пока вы читали этот блок, мы нашли ещё несколько билетов, а кто-то их купил.

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Skeleton Technologies, a Tallinn-based AI infrastructure and grid power systems provider, today announced the first close of a larger funding round at €33 million.

Taavi Madiberk, CEO and co-founder of Skeleton Technologies, said, “As AI infrastructure continues to scale, reliable, high-performance power solutions have become critical.

We view Skeleton’s technology as a critical solution for enabling the next generation of AI infrastructure.

By backing Skeleton Technologies, we are connecting their breakthrough energy solutions with Taiwan’s robust AI data centre supply chain.

According to Skeleton, its solutions enable AI data centres to operate with higher reliability, improved energy eff…

CodeWords, a London-based AI agent platform that lets users run their business on autopilot, has raised a €7.6 million ($9 million) Seed round to fund the expansion of its go-to-market and engineering teams.

Founded by Aymeric Zhuo and Osman Ramadan, CodeWords builds Cody, an AI agent that learns about users’ businesses and acts before they ask.

According to the company, unlike most AI tools, CodeWords doesn’t wait to be told what to do.

At the core of the platform is Cody, CodeWords’ AI agent.

Cody learns continuously — so instead of starting from scratch every time, it’s already thinking about what you need next,” said Osman Ramadan, co-founder, CodeWords.

Pit, a Stockholm-based AI startup aiming to replace the patchwork of spreadsheets, inboxes, and rigid SaaS tools that run enterprise operations today, announced its public launch alongside €13.6 million ($16 million) in funding.

This enables teams to move faster, operate more efficiently, and scale without the constraints of legacy systems, says the company.

The company explains that its platform is built to transform a business need—covering operations, finance, and customer workflows—into fully deployed, governed software.

Explaining how it’s different from traditional low-code tools or AI copilots, Pit states that it outputs real software running real operations, not prototypes or experi…

OpsMill, a Paris-based infrastructure data management company, has raised €11.9 million ($14 million) in Series A funding to grow its engineering and product teams and continue developing data-centric AIOps solutions.

The company aims to transform fragmented IT data into a trusted foundation for AI and automation.

Julien-David Nitlech, Managing Partner, IRIS, said, “The race to adopt AI in enterprise infrastructure is real, but most organisations are trying to build on foundations that were never designed for it.

OpsMill is solving the problem that everyone else is working around: without clean, structured, trustworthy infrastructure data, AI-driven operations simply cannot function at scal…

Moonlight AI, a Swiss startup building image analysis software for clinical-grade diagnostics, has closed a €2.8 million ($3.3 million) Seed funding round.

Founded in 2022, Moonlight AI specialises in AI-driven diagnostics.

Moonlight AI claims to solve this by using computer vision to detect genomic biomarkers and complex disease signatures directly from routine imaging of blood and cytology smears.

Moonlight’s AI-based diagnostics software integrates with the diagnostic lab’s imaging hardware to complement and triage molecular testing.

Dr Stefan Habringer, Chief Medical Officer and co-founder of Moonlight AI, “The success of AI‑based diagnostics depends fundamentally on the quality and div…

With this acquisition, Laka aims to boost its presence in the UK bike dealer market.

Tobias Taupitz, CEO and co-founder of Laka, said, “This acquisition is a key milestone in our bike dealer strategy – and a clear signal that our M&A pipeline is now moving.

Laka’s main offering is collective-driven insurance, with its flagship product being bike, e-bike and e-cargo bike insurance, alongside other products such as personal liability, health and recovery, and solutions for commercial partners.

It follows the integration of three prior acquisitions: French e-bike insurance broker Cylantro (2023), CoverCloud’s UK bike insurance renewal rights (2024), and Luko’s e-scooter portfolio, acquired fro…

The company states that its software simulates 82 distinct waste materials through real separation equipment, compressing design cycles from roughly four months to a matter of days.

The company’s two main services are Humara Design and Humara Operate.

Humara Design focuses on physics-based plant design, providing features like mass balance, equipment sizing, scenario comparison, and deliverables that can be exported, all tailored for engineering teams.

We believe this team will set the operating standard for waste plants across Europe and beyond.”With the new funding, the company aims to expand Humara Design into more European and Latin American markets and waste streams.

It will also roll …

Davis, a Paris-based AI-native real estate company accelerating early-stage development and architectural design, today announced a €4.6 million ($5.5 million) pre-Seed round.

Alongside the funding, the company is also introducing Gaudi-1, its first model for generating architectural designs under real-world constraints.

“At the core of Davis’ technology is a new approach to generative modelling for the built environment.

The French startup is also introducing Gaudi-1, its first proprietary model for automated architectural generation under regulatory constraints.

It is also planning to expand research, accelerate hiring and continue to verticalise the real estate process.

QuantWare, a Delft-based industrial quantum processor company, today announced a €152 million ($178 million) Series B round following the announcement of VIO-40K, a quantum processor architecture for 10,000 qubits, 100x larger than the state of the art today.

This allegedly marks the largest private round raised by a dedicated quantum processor company to date.

“In superconducting quantum computing, scale is increasingly constrained by routing, packaging, and manufacturability – not just qubit design,” says Kike Miralles, Intel Capital.

Its proprietary VIO technology – a modular Quantum Processor Architecture – allows the creation of the world’s most powerful quantum processors that provide…

WaiV Robotics, a British maritime autonomous infrastructure developer, has raised €6.4 million ($7.5 million) in Seed funding as it emerges from stealth in order to introduce their fully automatic landing and takeoff platform designed to enable reliable VTOL (vertical take-off and landing) drone operations even in high sea states.

“For drones to become a reliable part of offshore operations, the missing piece isn’t the aircraft, it’s the infrastructure around it,” says Johnny Carni, Founder and CEO of WaiV Robotics.

WaiV Robotics’ Seed round sits within a 2026 dataset showing continued funding for European drone, robotics, autonomy and unmanned-systems companies, spanning maritime operation…

Lithosquare, a Paris-based startup that deploys Geology AI and geologist-led intelligence to amplify and accelerate the discovery of transition-critical minerals, has raised €21.3 million ($25 million) in fresh funding.

The company “radically” accelerates mineral exploration by combining foundational AI, geological expertise, and real-world data.

Mineral exploration today is still slow, highly manual, and has low success rates.

Unlike existing AI tools that apply pattern-recognition models to geological data, the platform leverages a deep understanding of metal deposit formation.

Lithosquare is not solving a niche geology problem: it’s removing a supply constraint that affects every sector …

profitize, a South Tyrolean startup offering an AI-powered financial planning and analysis platform for the hospitality industry, has closed a €1.4 million Seed funding round to expand its technology and enter new European markets.

“The hospitality industry works with enormous volumes of data, but often without the means to turn that data into informed decisions.

Headquartered in Bolzano, South Tyrol (Italy), profitize was founded in 2024 by Simon Falkensteiner and Michael Gorfer.

The platform integrates financial data from PMS, POS, accounting, HR, banking, and energy providers into a single interface.

Labour costs are rising, energy prices remain elevated, and there is less room for furth…

“Quantum computing is transitioning from a research-driven technology to an industrially usable infrastructure.

According to the company, for more than 20 years, researchers have been trying to develop scalable quantum computers that take advantage of quantum effects.

Thereby providing a path toward scalable quantum computers.

“Quantum computing is entering a crucial phase of industrialisation.

It employs more than 100 people and partners with leading European research and computing centres to advance the industrial use of quantum computing.

Elastics, a Warsaw-based startup building AI agents for prediction markets, has raised €1.7 million (€2 million) in oversubscribed pre-Seed funding to hire AI and quantitative talent in Poland. The funding round was led by French VC Frst, with participation from angels including Mati Staniszewski (co-founder and CEO of ElevenLabs), Piotr Dabkowski co-founder and CTO of […]

The post Warsaw-based Elastics raises €1.7 million to build AI agents for prediction markets appeared first on EU-Startups.

DeepL, the German AI translation startup, is cutting around 250 staff, about a quarter of its headcount, saying it was moving to smaller teams so it is able to compete amid rapid AI advancements, its CEO said today.

Posting on LinkedIn, Jarek Kutylowksi, CEO and founder, said the cuts at DeepL, which employs over 1,000 people globally, were a “deliberate structural choice about how DeepL needs to operate to remain a global AI leader”.

Kutylowksi said he and his management team had been reviewing how DeepL could best operate as a global AI firm amid fast improvements in AI.

He added: "In practice, this means transforming how DeepL works from the inside out, with AI embedded into every layer …

Cultivated meat pioneer Meatly, Europe’s first company to sell cultivated meat, has today announced that it has raised £10.4 million in Series A funding.

Since launching in 2022, Meatly has solved the key technical cost challenges facing the cultivated meat industry, accelerating the path to scalable, affordable production.

In 2024, Meatly announced it had reduced the cost of its chemically defined protein-free medium to an industry-leading £0.22/l, and in 2025, announced it had reduced the cost of bioreactors by ~10x.

This new funding will enable Meatly to build a 20,000-litre bioreactor facility in London, which is the largest of its kind in Europe.

“Meatly has one focus: to make commerci…

French company Giskard is launching Giskard Guards, Europe's first independent sovereign guardrail platform for enterprise AI agents.

Well, simply put, AI agents are built on LLMs, and those models undergo training and reinforcement learning to make them helpful.

Further, many existing AI guardrails are ill-suited to the rise of chatbots and AI agents, as they were originally designed for social media moderation.

Even before today’s launch, the company's platform for testing enterprise AI agents was used by Mistral, Google DeepMind, BNP Paribas, AXA, Doctolib, among others.

“And depending on how the question is framed, the responses can become dangerous.”Further, conversational AI systems m…

In 2025, Europe’s healthtech ecosystem showed strong funding momentum, with capital concentrated in large rounds across biotech, medtech, digital health, and AI-enabled healthcare.

Switzerland also showed strong depth, particularly in biotech and medtech, while Germany, the Netherlands, France, Spain, and the Nordics remained important contributors.

By round type, the market was led by a mix of large growth rounds and strong Series A and Series B activity.

Overall, 2025 pointed to a maturing European healthtech market, where capital flowed to companies with clear clinical, technological, or commercial validation, while early-stage innovation remained active across a broad range of European …

The Series C funding round in Quantum Motion was co-led by US VC DCVC and Spanish deeptech investor Kembara with participation from British Business Bank and Firgun.

Quantum Motion, which has raised over $200m to date, said it’s now the UK’s best-funded quantum computing company.

The startup says that using silicon chips means it can build quantum computers more cheaply and more energy-efficiently than rivals.

A full-stack quantum computer includes all layers required to perform quantum computing, including a Quantum Processing Unit (QPU), a user interface, and a control stack compatible with standard quantum computing software.

Doctor James Palles-Dimmock, CEO of Quantum Motion, said: “Tod…

Invest Europe, the association representing Europe’s private equity, venture capital and infrastructure sectors, has released Investing in Europe: Private Equity Activity 2025, its annual report examining performance across the region.

Buyouts continued to drive activity, while venture investment showed signs of recovery, exceeding its longer-term average.

The report’s findings highlight a resilient private capital market, with both fundraising and investment reaching their second-highest levels on record.

Venture capital investment increased to €20 billion, 20 per cent above the five-year average.

Commenting on the findings, Eric de Montgolfier, CEO of Invest Europe, said:Private equity an…

Sweden Ballistics (SWEBAL), the Swedish defence manufacturing company driving domestic trinitrotoluene (TNT) production to strengthen NATO resilience, today announces a €30 million funding round to complete construction of its TNT manufacturing facility in Nora, Sweden.

SWEBAL is dedicated to strengthening NATO's resilience and enhancing European security through sustainable, large-scale ammunition production.

Founded in 2024, SWEBAL is committed to addressing supply chain challenges, including the limited production of critical materials like TNT.

Pär Svärdson, founder of Apotea, Sweden’s largest online pharmacy, and Adlibris, Sweden's largest online bookshop, is also an investor.

Accordin…

Ghent-based Tekst has closed an €11.5 million Series A led by US venture firm Elephant.

Tekst was founded in Ghent in 2022 by Wouter Janssen (CEO) and Tiebe Parmentier (CTO) and is taking aim at one of the biggest headaches in enterprise AI.

Where traditional tools optimise pieces of a process, Tekst goes after the whole thing — the messy, end-to-end work that runs the back office: quotes, orders, claims, customer service.

According to Wouter Janssen, CEO and co-founder of Tekst, the processes that actually run a business aren't written down anywhere.

Lead image: Tiebe Parmentier (left) and Wouter Janssen (right).

Sedivention, a Germany-based medtech startup, has raised €2.9 million in a seed funding round led by bmp Ventures alongside the IBG funds.

Additional investors include the strategic investment arm of a global medtech company, High-Tech Gründerfonds (HTGF), superangels, and Cambridge Ventures.

The company is developing a minimally invasive, one-time outpatient therapy for the treatment of obesity, a condition expected to affect more than one billion people globally in the coming years.

Existing treatment options, including bariatric surgery and drug therapies, remain limited due to their invasiveness, cost, or long-term dependency.

In the long term, Sedivention aims to replace highly invasiv…

Stockholm-based Pit, an AI-native platform that replaces the patchwork of spreadsheets, inboxes, and rigid SaaS tools used in enterprise operations, has announced its public launch.

Pit positions itself as an “AI product team as a service,” enabling enterprises to build and run custom software tailored to their internal operations.

Unlike traditional low-code platforms or AI copilots, Pit delivers fully operational software systems rather than prototypes.

AI now enables companies to run on systems designed around their own workflows,said Adam Jafer, CEO and co-founder of Pit.

With the new funding, Pit plans to scale its platform and expand adoption among large enterprises seeking more flexi…

OpsMill, a Paris-based infrastructure data management company, has raised $14 million in a Series A funding round led by IRIS, with participation from BGV and existing investors Serena and Partech.

OpsMill addresses a core challenge in enterprise IT: fragmented and unreliable infrastructure data.

Its flagship product, Infrahub, is an open-source infrastructure data management platform built on a graph database with native version control.

OpsMill aims to provide a unified and trusted data layer to support safe, scalable automation across complex infrastructure environments.

With the new funding, OpsMill plans to further scale its platform and meet growing demand for AI-ready infrastructure …

London-based CodeWords, an AI automation platform, has raised $9 million in a seed round led by Visionaries, with participation from firstminute capital, Sequel, and Illusian.

CodeWords is built around Cody, an AI agent designed to learn how a business operates and proactively build and run automations across tools and workflows.

The company originally started as an AI research lab under the name Agemo, focusing on neurosymbolic reasoning.

Following early research recognition, the founders pivoted toward building a practical product aimed at simplifying automation for everyday business users.

With the new funding, CodeWords plans to scale its platform and further develop its AI agent, aimin…

ACRIOS Systems, a Czech technology company known for its large-scale smart metering deployments, built its custom development practice specifically to offer end-to-end solutions.

Commonly, hardware, firmware, and cloud layers are split among separate teams.

Hardware, firmware, antenna, or protocol issues often arise from split development.

That distinction shapes every architectural decision we make from day one," says Marek Novák, Chief Technology Officer at ACRIOS Systems.

About ACRIOS SystemsACRIOS Systems is a Czech technology company specialising in hardware and software development for smart metering, IoT, and energy management.

An AI consulting-cum-recruitment startup co-founded by a Google DeepMind scientist and a SoftBank executive has raised $22.75m, led by new investor Andreessen Horowitz.

The Series A founding round in Ethos also features participation from General Catalyst, Matt Miller's Evantic and trading firm XTX.

Ethos, based in London, leverages AI to help foundational AI labs, investment funds and corporates with recruiting experts in specific fields, for consulting and full-time roles.

The funding will be used to develop Ethos’s AI agent and expand its global network, while scaling partnerships with AI labs and enterprise clients, it said.

“AI is reshaping the labour market faster than our tools for v…

OpenTrade, a stablecoin yield infrastructure platform used by fintechs and exchanges, has raised $17 million in a strategic funding round led by Mercury Fund and Notion Capital, with participation from a16z Crypto, AlbionVC, and CMCC Global.

The raise comes as the global stablecoin market surpasses $300 billion in supply, driving demand for infrastructure that enables secure and scalable yield generation.

These capabilities enable asset issuers, non-custodial platforms, and treasuries to access diversified yield strategies without managing underlying operational complexity.

In parallel, Curation+ formalises its investment strategy services, combining regulated asset management oversight wit…

The Xiaomi 17 Ultra gives you a ton of options to play around with images, including preset filters and hardware add-ons.

CERT-EU blamed the cybercrime group TeamPCP for the recent hack on the European Commission, and said the notorious ShinyHunters gang was responsible for leaking the stolen data online.

London’s Air Street Capital has raised a large Fund III with eyes locked on backing early-stage European and North American AI companies.

EU lawmakers found their government-issued devices were blocked from using the baked-in AI tools, amid fears that sensitive information could turn up on the U.S. servers of AI companies.

An alleged ransomware attack has taken down the systems of the Sapienza University of Rome.

The Irish government announced that it wants to pass a law that would grant police more surveillance powers, such as using spyware to fight serious crime, while aiming to protect the privacy rights of its citizens.

Europe's startup market hasn't produced meaningful numbers but there is reason to believe the data will start to change.

Apple is adding renewable power to offset customer charging and support its operations, including third-party manufacturing in China.

Four major European airports in Berlin, Brussels, Dublin, and London continue to have flight delays due to a cyberattack on Collins Aerospace, a provider of check-in systems.

A cyberattack targeting Collins Aerospace, a provider of airport check-in systems, sparked delays and disrupted flights across Europe over the weekend.

Dawn Capital’s latest partner, Shamillah Bankiya, stopped by Equity this week to talk about the European landscape and the biggest misconceptions Americans have about the European startup world.

Europe’s startup scene is having a moment, with European unicorns multiplying and American VCs setting up shop across the pond. But while European funding dominates the early stages, late-stage capital still flows primarily from the U.S. So what does this mean for European founders, and how is the continent carving out its own identity in […]

The companies want to launch the robotaxi services in Germany and the U.K. first, pending regulatory approval.