The official could not confirm whether Burns employs the AI to draft full written decisions or only to read his written rulings aloud using text‑to‑speech software, according to audio files reviewed by Migrant Insider.

The memo’s omission of any restriction on text‑to‑voice or AI‑generated decision delivery appears to leave it to individual judges’ discretion.

One of the Nation’s Most Restrictive JudgesBurns’ use of AI tools comes amid controversy over his record as one of the most restrictive immigration judges in the country.

Pattern of Political ReplacementThe Burns memos form part of a broader DOJ paper trail indicating a systematic reshaping of the immigration judiciary.

“We’re witness…

OUTSIDE MY LIFE,INSIDE THE DREAM.FALLING UP THE STAIRS,INTO THE STREET.LET THE CABLE CARCARRY ME.STRAIGHT OUT OF TOWN,INTO THE SEA.PAST THE DAHLIAS ANDTHE SELF-DRIVING CARS.THE CHURCH OF 8 WHEELS.THE LOWER HAIGHT BARS.THE PEAK HOUR SPRAWL.THE KIDS IN THE PARK.THE SLANTING HOUSES.THE BAY AFTER DARK.MY WINDOW, MY OWNSILVER SCREEN.I FOLLOW WHERE THEFOG TAKES ME.

This past year, Apple overhauled its design language across all of its major software platforms with the introduction of Liquid Glass.

That dramatic redesign, coupled with a number of jam-packed feature releases over the past couple years, has resulted in many Apple users complaining about the overall quality of Apple software.

This applies to iOS 27 and macOS 27, as well as all of the companies smaller platforms, like watchOS, tvOS, and visionOS.

According to Gurman, Apple still plans to release a number of new AI features with iOS 27, so the company doesn’t continue to fall behind in the AI race.

Does a renewed focus on stability in iOS 27 excite you?

Native Secure Enclave backed ssh keys on MacOSIt turns out that MacOS Tahoe can generate and use secure-enclave backed SSH keys!

However since recently it also implements SecurityKeyProivder which supports loading keys directly from the secure enclave!

However you can now use it to talk to your Secure Enclave instead!

Now if you copy this public key to your authorized keys file, it should work!

This means you can just do:ssh-add -K ssh my-serverorssh-keygen -K ssh -i id_ecdsa_rk_sk my-serverto ssh into your serverExportable keysThere's also an exportable variant where the private key is encrypted using the secure enclave as opposed to generated on the secure enclave.

SVG.js has no dependencies and aims to be as small as possible while providing close to complete coverage of the SVG spec.

SVG.js is fast.

Obviously not as fast as vanilla js, but many times faster than the competition:Index:rects : generate 10000 rects: fill : generate 10000 rects with fill color: gradient : generate 10000 rects with gradient fillLess is better.

Creating and manipulating SVG using JavaScript alone is pretty verbose.

Doing the same as the vanilla js example above:// SVG.js var draw = SVG().addTo('#drawing') , rect = draw.rect(100, 100).fill('#f06')That's just two lines of code instead of ten!

Number one is that Microsoft just does not feel like a consumer tech company at all anymore.

If you are not a customer who is a major business or a developer creating the next AI-powered app, Microsoft does not seem to care about you.

I just do not think they care at all about Windows with consumers.

In early 2026, Valve is going to release the Steam Machine after a few years of success with the Steam Deck.

We will see how they do there, but what they are doing is releasing a machine that runs Windows games on Linux.

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That’s why we built Raycast.

We’re excited to announce that Raycast for Windows is in public beta.

Raycast on Windows uses familiar keyboard shortcuts, comes with a design that fits right in, and even lets you search your games alongside your apps.

The goal is to make Raycast on Windows as powerful as it is on macOS.

Over the past few months, thousands of you have been testing Raycast for Windows and giving us feedback.

I work mainly in energy market communications and systems that facilitate energy trading, balancing and such.

Currently most parties there take minutes to process messages and I think there could be a lot to learn from financial systems engineering.

Any good resources you can recommend?

Comments

Mount Proton Drive on Linux using rclone and systemdThis guide automates the process of mounting Proton Drive on a Linux system using rclone and systemd .

Tested on Arch Linux, but should work on most Linux distributions with minor adjustments.

🔧 FeaturesMounts Proton Drive at login via systemd --userUses rclone with --vfs-cache-mode writes for compatibilitywith for compatibility Enables background service with loggingAdds FUSE support for --allow-other mounts🚀 Quick Start1.

🔐 Configure Proton Drive RemoteRun:rclone configFollow prompts:n → New remote→ New remote Name: protonType: protondriveLog in via browser when promptedAccept and save3.

🔍 Verify MountCheck if Proton Drive is mounted:ls …

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Sex trafficking on Meta platforms was both difficult to report and widely tolerated, according to a court filing unsealed Friday.

The newly unsealed allegations about Meta are just one small part of the sprawling suit.

And I really think they don’t care.” After the plaintiffs’ brief was unsealed late Friday night, Meta did not immediately respond to TIME’s requests for comment.

By 2023, according to the plaintiffs, Meta knew that they were recommending minors to potentially suspicious adults and vice versa.

AdvertisementAllegation: Meta aggressively targeted young users Meta feared young users would abandon Facebook and Instagram for their competitors.

A UK tech minister has declined to put a figure on the cost of the government's digital ID plans as MPs question the contributions expected from central departments.

Murray responded that the digital ID scheme was "the prime ministerial priority, and therefore GDS, in terms of digital ID, will build the system under the monitoring and policy development of the Cabinet Office."

The responsibilities would now become part of the role of the permanent secretary, the most senior civil servant in the department.

"Keeping these issues at permanent secretary level is the way to get a cross-government approach to it," he said.

However, committee chair Chi Onwurah questioned whether the permanent sec…

Editing Code in EmacsWhen you write code, you want to focus on the code, not on the text of the code.

This means a) you have to have a good text editing setup, and b) you need to have a muscle-memory level instinct for using that setup.

This is the premise of modal editing: the “default” actions of most keyboard keys are to move, not to type.

The idea being that editing in a vanilla Emacs is the same as editing using only insert mode in my setup.

Killing, or Cut Copy PasteIn the hierarchy of importance of operations in program text editing, moving around the buffer is top, cut/copy/paste is second, and typing is third.

It receives generous support locally, with food donations rising and coming in at between 1,100 and 1,400kg a month.

Meanwhile, rising food prices means every pound buys less than it used to.

View image in fullscreen Food banks have become ‘a necessary part of the welfare state’, says one social policy researcher.

On each Guardian visit, the food bank – originally a community project run by local churches – is slicker and more businesslike.

With poverty more widespread, food banks have necessarily become larger and more professional, says Taylor-Gooby.

Comments

Racket v9.0posted by Stephen De Gabrielle and John ClementsWe are pleased to announce Racket v9.0 is now available from https://download.racket-lang.org/.

Racket 9.0 is here!

A major release is always exciting and Racket 9.0 is no exception in that it introduces Parallel Threads.

While Racket has had green threads for some time, and supports parallelism via futures and places, we feel parallel threads is a major addition.

As of this release:Racket supports parallel threads.

Comments

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And there’s a promise of t-shirts for various achievements: first bug fix, most points, most annoying bug, etc.

The small things your average user might not consciously notice, but absolutely will notice if they’re wrong.

For the individual: doing, not thinkingI sometimes miss the feeling I had earlier in my career when I got to just fix things.

Preparation is keyMost of what makes a fixit work happens before the week even starts.

All year round, we encourage everyone to tag bugs as “good fixit candidates” as they encounter them.

Inside the 13510 IGVM file, there is a complete PE file:IGVM_VHT_PAGE_DATA: GPA: 0000000001A00000 CompatibilityMask: 00000001 FileOffset: 00000000 Flags: 00000000 Reserved: 00000000 Got 4096 bytes of file data: | 00000000 | 4D 5A 90 00 03 00 00 00 04 00 00 00 FF FF 00 00 B8 00 00 00 00 00 00 00 40 00 00 00 00 00 00 00 | MZ......................@....... | | 00000020 | 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 F0 00 00 00 | ................................ | | 00000040 | 0E 1F BA 0E 00 B4 09 CD 21 B8 01 4C CD 21 54 68 69 73 20 70 72 6F 67 72 61 6D 20 63 61 6E 6E 6F | ........!..L.

| | 000000E0 | 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 50 45 00…

liballocs is a run-time library and toolchain extension which extends Unix-like operating systems (currently GNU/Linux) with a rich run-time reflective model.

a reflective meta-level API answering queries about arbitrary memory type, bounds, who allocated it, etc.

Unix abstractions are fairly simple and fairly general, but they are not humane, and they invite fragmentation.

2015 which explains how liballocs generalises existing debugging infrastructure, the contrast with VM-style debug servers, and the Unix-style descriptive debugging which liballocs adopts and extends.

works on GNU/Linux only (some FreeBSD code exists...)when code does need to be recompiled, the toolchain is a bit slowit i…

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In plain English, you might assum ethat “modified version” means editing components inside the Furgit package’s source code.

The resulting work is called a “modified version” of the earlier work or a work “based on” the earlier work.

In the GPL FAQ, the FSF writes:Linking a GPL covered work statically or dynamically with other modules is making a combined work based on the GPL covered work.

Since GRHS uses Furgit as a library, it is making a combined work based on Furgit.

A “covered work” means either the unmodified Program or a work based on the Program.

Comments

Forbes:

Sources: Infinite Reality, rebranded as Napster, told staff that $3B+ in funding from an unnamed investor is not coming, calling itself a “victim of misconduct” — Forbes raised questions about the massive funding round metaverse-turned-AI firm Napster announced as a done deal in January.

Scharon Harding / Ars Technica:

Science-centric streamer CuriosityStream's Q3 revenue rose 46% YoY to $18.4M, driven by IP licensing deals for AI training that generated $23.4M through Sept. — We all know streaming services' usual tricks for making more money: get more subscribers, charge those subscribers more money, and sell ads.

Jeff Horwitz / Reuters:

Filing: Meta axed research based on a Nielsen survey in 2020 that found evidence of social media harms, claiming the survey was tainted by the “media narrative” — - Plaintiffs allege Meta hid product risks from users and authorities — Meta accused of ineffective youth safety features …

Jack Revell / The Daily Beast:

X's new About This Account feature reveals that some top accounts, including many MAGA influencers, are based in countries like Russia, India, and Nigeria — ROLE PLAY — A new feature on Elon Musk's X has given deeper insight into the online “America First” movement.

Mark Gurman / Bloomberg:

Sources: iOS 27 will be a Snow Leopard-style update focused on bug fixes and performance, plus new AI features; FT's retirement report on Tim Cook was premature — Apple's next major iPhone software update — iOS 27 — will have two major elements: quality improvements and artificial intelligence features.

Emanuel Maiberg / 404 Media:

A researcher details an LLM-based AI agent that “demonstrated a near-flawless ability” to bypass bot detection methods while answering online survey questions — We can no longer trust that survey responses are coming from real people. Online survey research …

June Yoon / Financial Times:

Chip companies in South Korea, Taiwan, and China have been raising pay and bonuses as global competition intensifies for a limited pool of chip engineers — The same limited pool of young talent will keep being drawn on while global competition remains fierce

James Vincent / Harper's:

An in-depth look at the humanoid robotics industry, which currently relies heavily on hype to rally interest and investors, as AI fuels the humanoid boom — Humanoids and the tech-industry hype machine Humanoids and the tech-industry hype machine … Kicking robots is something of a pastime among roboticists.

Chris Metinko / Axios:

Bedrock Data, which has debuted ArgusAI to show enterprises what data their AI models access during training and to prevent data leakage, raised a $25M Series A — Data management platform Bedrock Data raised a $25 million Series A led by Greylock Partners, CEO and co-founder Bruno Kurtic tells Axios Pro.

Tamara Djurickovic / Tech.eu:

Deblock, an app that lets users manage fiat and digital assets in one place by linking a bank account with a self-owned crypto wallet, raised a €30M Series A — Deblock is expanding into Germany to introduce its fully on-chain banking solution to more European users …

Meir Orbach / CTech:

Israel-based Chargeflow, whose AI tech automates chargeback disputes for online merchants, raised a $25M Series A led by Viola Growth, and a $10M debt round — Fintech startup secures equity and debt funding as e-commerce fraud grows to $100B a year. — Fintech company Chargeflow …

Ryan Lawler / Axios:

Peek, which sells software for attractions and tour operators, raised a $70M Series D, taking total funding to $150M, and acquired Acme Ticketing and Connect&Go — Peek, which sells software for attractions and tour operators, raised $70 million in Series D funding, CEO Ruzwana Bashir tells Axios exclusively.

Rebecca Torrence / Business Insider:

Arbiter, which is using AI to automate healthcare administrative tasks, emerges from stealth with a $52M seed from multiple family offices at a $400M valuation — - Thirty Madison's former president is launching her own healthcare AI startup without VC funding.

Nikita Bier / @nikitabier:

X starts rolling out About This Account globally, letting users see the country or region where an X account is based by tapping the signup date on the profile — In a couple hours, we'll be rolling out About This Account globally, allowing you to see the country or region where an account is based. This will be accessible by tapping the signup date on profiles. This is an important first step to securing the integrity of the global town [image]

Jagmeet Singh / TechCrunch:

A US bankruptcy judge ordered Indian edtech startup Byju's founder Byju Raveendran on Nov. 20 to pay $1B+ to US lenders, over missing funds from Byju's US unit — Byju Raveendran, the embattled founder of Indian ed-tech giant Byju's, has blasted a U.S. bankruptcy court's order directing him to pay more than $1.07 billion.

Justine Calma / The Verge:

How a semiconductor investment boom is turning Arizona into “America's Semiconductor HQ”, attracting more than $200B in investments in the last five years — Cath Virginia / The Verge, Getty Images … Arizona's economy was once dominated by the “five C's”: cotton, cattle, citrus, copper, and climate.

Fred Vogelstein / Crazy Stupid Tech:

While the AI bubble feels like the internet bubble of 1999, it may actually be larger and scarier with an unstable US economy and greater exposure for Big Tech — The artificial intelligence revolution will be only three years old at the end of November. Think about that for a moment.

Katherine Blunt / Wall Street Journal:

How the launch of Gemini 3, which surged ahead of models from OpenAI and other competitors on benchmark tests, has pushed Google ahead in the AI race — Top-scoring model's debut shakes up AI chatbot race: 'I think we've hit on something' — Call it America's next top model.

Aisha Down / The Guardian:

Researchers say Russia-aligned Pravda network is engaging in “LLM grooming”, flooding the internet with disinformation to influence chatbots like ChatGPT — Thinktank says internet flooded with disinformation by Russia-aligned Pravda network, which many websites treat as credible

Nikkei Asia:

Industry executives say nearly all major memory chipmakers are running at or near full capacity, with 2026 production slots almost “sold out” due to AI demand — TAIPEI/TOKYO/SEOUL — Since October, SK Hynix's headquarters in Icheon, near Seoul, has seen a steady stream of visitors …

Rest of World:

A look at Indian startups like TuluAI, which are building LLMs for low-resource languages by creating data sets nearly from scratch with community involvement — Indian founders are building digital data sets for low-resource languages by involving the community, and count on local relevance to go against big tech platforms.

Mishal Husain / Bloomberg:

Q&A with Fei-Fei Li on ImageNet, her startup World Labs' focus on spatial intelligence, superintelligence, regulation, AI bubble, US-China AI arms race, more — AI is now so present in our lives that the story of how it came to be so is receding — that is, if we ever absorbed it properly.

Chris Metinko / Axios:

Thoma Bravo acquires a majority stake in Java platform Azul, which received a $340M majority investment from Vitruvian Partners and Lead Edge Capital in 2020 — Thoma Bravo bought a majority stake in enterprise Java platform developer Azul for an undisclosed price, Azul CEO Scott Sellers tells Axios Pro.

Lisa Du / Bloomberg:

General Atlantic purchases a $96M minority stake in Japanese HR software unicorn SmartHR, marking the PE firm's first growth equity investment in Japan — General Atlantic completed its first growth equity investment in Japan and plans to do more, citing an increase in entrepreneurship …

InsurTech Analyst:

Federato, which provides AI-powered insurance lifecycle software, raised a $100M Series D led by Goldman Sachs Alternatives, taking its total funding to $180M+ — Federato, the AI-native insurance software provider, has secured $100m in its Series D round to accelerate the adoption …

Bloomberg:

New York-based emergency alerts platform RapidSOS raised $100M led by Apax Digital Funds, a source says at a $1B+ valuation, for US and international expansion — Emergency services company RapidSOS raised $100 million in a deal led by Apax Digital Funds to help it expand, including internationally.

Anna Heim / TechCrunch:

Finland-based NestAI raised €100M led by Finland's sovereign fund Tesi and Nokia to build AI products for defense applications, including for unmanned vehicles — Finnish startup NestAI has raised €100 million (about $115 million) in a funding round led by Finland's sovereign fund …

Rani Molla / Sherwood News:

Alphabet's stock closed at a record high of $299.66 on November 21, continuing a strong recent run after Google's Gemini 3 impressed analysts and consumers — The internet giant has a lot going for it right now. — Google parent Alphabet hit a record closing high of $299.66 today …

Gianluca Semeraro / Reuters:

Italy's competition authority closes its July 2024 probe into Google's alleged unfair practices over users' personal data after Google adopted remedies — Italy's competition authority said on Friday it had closed a probe it had launched last year over Google's (GOOGL.O) …

MCP Go SDKThis repository contains an implementation of the official Go software development kit (SDK) for the Model Context Protocol (MCP).

server := mcp .

StdioTransport {}); err != nil { log .

Connect ( ctx , transport , nil ) if err != nil { log .

Thanks to their work, there is a thriving ecosystem of Go MCP clients and servers.

Discordo ·Discordo is a lightweight, secure, and feature-rich Discord terminal client.

If you are logging in using an authentication token, provide the token command-line flag to the executable (eg: --token "OTI2MDU5NTQxNDE2Nzc5ODA2.Yc2KKA.2iZ-5JxgxG-9Ub8GHzBSn-NJjNg" ).

Alternatively, set the value of the DISCORDO_TOKEN environment variable to the authentication token.

Unix: $XDG_CONFIG_HOME/discordo/config.toml or $HOME/.config/discordo/config.tomlor Darwin: $HOME/Library/Application Support/discordo/config.tomlWindows: %AppData%/discordo/config.tomlDiscordo uses the default configuration if a configuration file is not found in the aforementioned path; however, the default configuration f…

containerd is an industry-standard container runtime with an emphasis on simplicity, robustness, and portability.

Most interactions with the Linux and Windows container feature sets are handled via runc and/or OS-specific libraries (e.g.

CRIcri is a containerd plugin implementation of the Kubernetes container runtime interface (CRI).

With it, you are able to use containerd as the container runtime for a Kubernetes cluster.

Security auditSecurity audits for the containerd project are hosted on our website.

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

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Server BackendTip For general information about OpenCloud and how to install please visit OpenCloud on Github and OpenCloud GmbH.

This is the main repository of the OpenCloud server.

Getting InvolvedThe OpenCloud server is released under Apache 2.0.

AuthenticationThe OpenCloud backend authenticates users via OpenID Connect using either an external IdP like Keycloak or the embedded LibreGraph Connect identity provider.

DatabaseThe OpenCloud backend does not use a database.

Manifesto / ggml / opsLLM inference in C/C++Recent API changesHot topicsQuick startGetting started with llama.cpp is straightforward.

For example, you may opt to downloading model checkpoints from ModelScope or other model sharing communities by setting the environment variable, e.g.

If this doesn't occur, you can manually enable it by adding -cnv and specifying a suitable chat template with --chat-template NAME llama-cli -m model.gguf # > hi, who are you?

Measure the perplexity over a text file llama-perplexity -m model.gguf -f file.txt # [1]15.2701,[2]5.4007,[3]5.3073,[4]6.2965,[5]5.8940,[6]5.6096,[7]5.7942,[8]4.9297, ... # Final estimate: PPL = 5.4007 +/- 0.67339Measure KL divergence # T…

DBeaverFree multi-platform database tool for developers, SQL programmers, database administrators and analysts.

Has a lot of features including schema editor, SQL editor, data editor, AI integration, ER diagrams, data export/import/migration, SQL execution plans, database administration tools, database dashboards, Spatial data viewer, proxy and SSH tunnelling, custom database drivers editor, etc.

Out of the box supports more than 100 database drivers.

However, it also uses a set of native OS-specific components for desktop UI, high performance database drivers and networking.

CloudBeaver is a web-based database management tool built on the DBeaver platform.

OpCore Simplify A specialized tool that streamlines OpenCore EFI creation by automating the essential setup process and providing standardized configurations.

OpCore Simplify is the ONLY tool that builds OpenCore EFI based on your complete hardware configuration, not just predefined options.

🚀 How To UseDownload OpCore Simplify: Click Code → Download ZIP , or download directly via this link.

Selecting macOS Version and Customizing OpenCore EFI: By default, the latest compatible macOS version will be selected for your hardware.

Building OpenCore EFI: Once you've customized all options, select Build OpenCore EFI to generate your EFI.

🧪 Cookbooks:Vectorless RAG notebook : A minimal, hands-on example of reasoning-based RAG using PageIndex — no vectors, no chunking, and human-like retrieval.

Inspired by AlphaGo, we propose PageIndex — a vectorless, reasoning-based RAG system that builds a hierarchical tree index for long documents and reasons over that index for retrieval.

🧪 Quick Hands-onTry the Vectorless RAG Notebook — a minimal, hands-on example of reasoning-based RAG using PageIndex .

📈 Case Study: SOTA on Finance QA BenchmarkMafin 2.5 is a reasoning-based RAG system for financial document analysis, powered by PageIndex.

🔎 Learn More about PageIndexResources & Guides📖 Explore our Tutorials for practical guides and str…

While there might be advanced options they are optional and the project should be as simple as possible so that the barrier for entry here is low.

Your home router will have a Port Forwarding section somewhere.

Bring up your stack by runningdocker compose up -dLog in to the Admin UIWhen your docker container is running, connect to it on port 81 for the admin interface.

After passing, docker builds for PR's are available on dockerhub for manual verifications.

Documentation within the develop branch is available for preview at https://develop.nginxproxymanager.comContributorsSpecial thanks to all of our contributors.

[🌎Web site] [📖Documentation] [👤Slack ( #lima )]Lima: Linux MachinesLima launches Linux virtual machines with automatic file sharing and port forwarding (similar to WSL2).

The original goal of Lima was to promote containerd including nerdctl (contaiNERD ctl) to Mac users, but Lima can be used for non-container applications as well.

Lima also supports other container engines (Docker, Podman, Kubernetes, etc.)

Getting startedSet up (Homebrew):brew install lima limactl startTo run Linux commands:lima uname -aTo run containers with containerd:lima nerdctl run --rm hello-worldTo run containers with Docker:limactl start template://docker export DOCKER_HOST= $( limactl list docker --format ' unix:/…

Unify Your DataIn many situations, it’s important to be able to prepare and unify data before generating responses from it.

KNOWLEDGE BASES – Index and organize unstructured data for efficient Q&A.

VIEWS – Simplify data access by creating unified views across different sources (no-ETL).

Respond From Your DataChat with Your DataAGENTS – Configure built-in agents specialized in answering questions over your connected and unified data.

MCP – Connect to MindsDB through the MCP (Model Context Protocol) for seamless interaction.

🎉 IntroductionNov 6, 2025 : Support Kimi-K2-Thinking inference (Tutorial) and fine-tune (Tutorial): Support Kimi-K2-Thinking inference (Tutorial) and fine-tune (Tutorial) Nov 4, 2025 : KTransformers Fine-Tuning × LLaMA-Factory Integration.

(Tutorial): Support Kimi-K2-0905.

Apr 29, 2025: Support AMX-Int8、 AMX-BF16 and Qwen3MoE (Tutorial)202504290023-4.movApr 9, 2025 : Experimental support for LLaMA 4 models (Tutorial).

Aug 12, 2024 : Support multiple GPU; Support new model: mixtral 8*7B and 8*22B; Support q2k, q3k, q5k dequant on gpu.

: Support multiple GPU; Support new model: mixtral 8*7B and 8*22B; Support q2k, q3k, q5k dequant on gpu.

AlertmanagerThe Alertmanager handles alerts sent by client applications such as the Prometheus server.

You can launch an Alertmanager container for trying it out with$ docker run --name alertmanager -d -p 127.0.0.1:9093:9093 quay.io/prometheus/alertmanagerAlertmanager will now be reachable at http://localhost:9093/.

(unset defaults to simple) output: extended # Set a default receiver receiver: team-X-pagerRoutesamtool allows you to visualize the routes of your configuration in form of text tree view.

To create a highly available cluster of the Alertmanager the instances need to be configured to communicate with each other.

Turn off high availabilityIf running Alertmanager in high availabili…

About CogneeCognee is an open-source tool and platform that transforms your raw data into persistent and dynamic AI memory for Agents.

Now, run a minimal pipeline:import cognee import asyncio async def main (): # Add text to cognee await cognee .

add ( "Cognee turns documents into AI memory."

run ( main ())As you can see, the output is generated from the document we previously stored in Cognee:Cognee turns documents into AI memory.

Use the Cognee CLIAs an alternative, you can get started with these essential commands:cognee-cli add " Cognee turns documents into AI memory. "

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Since the spring semester of 2023, it has been apparent that an ever-increasing number of students are submitting AI-generated work.

AdvertisementPlagiarism detectors have and do work well enough for what I might call “classical cheating,” but they are notoriously bad at detecting AI-generated work.

So, I set out this semester to look more carefully for AI work.

To be brief, I inserted hidden text into an assignment’s directions that the students couldn’t see but that ChatGPT can.

AdvertisementThirty-six of my AI students completed it.

This is a list of phrases and formatting conventions typical of AI chatbots, such as ChatGPT, with real examples taken from Wikipedia articles and drafts. Note that not all text featuring the following indicators is AI-generated; large language models, which power AI-chatbots, have been trained on human writing, and humans might happen to have a writing style similar to that of an AI. Be cautious when relying on automated artificial intelligence detection software such as GPTZero. While these services perform better than random chance, they should not replace human judgment. Beyond simply being indicators, the following phrasings and conventions often violate Wikipedia's Manual of Style or …

Kevin BooneThe privacy nightmare of browser fingerprintingI imagine that most people who take an interest in de-Googling are concerned about privacy.

There’s more to do, and it’s getting harder to do it, because of browser fingerprinting.

Not only can browsers mitigate their risks, there’s a far more sinister one: browser fingerprinting.

Closing remarksI suspect that many people who take an interest in Internet privacy don’t appreciate how hard it is to resist browser fingerprinting.

On the other hand, browser fingerprinting produces only statistical results, and usually can’t be used to track or identify a user with certainty.

I’m not the first to note that LLMs are bullshitters, but I want to delve into what this means.

This is why models answer “the surgeon is the boy’s mother” in the example above – it’s the answer to a classic riddle.

LLMs don’t think; they act in probabilitiesConsider ChatGPT’s answer in two languages:The reason ChatGPT gets confused is that it doesn’t operate on numbers, it operates on text.

Active participation from the user keeps them from turning their brain off and simply consuming the LLMs’ answer.

However, the core principle remains: models predict statistically likely text, then have those predictions shaped by additional training.

Pro Palette is a TypeScript library for generating color palettes based on various color theory principles.

This demo allows you to experiment with different palette types, styles, and modifiers to create custom color schemes.

The library itself is dependency‑free; the demo uses Culori to convert the input color to lCH and to expand the six base colors into additional shades and tints.

Support If you find this project useful, please consider buying me a coffee.

It keeps my caffeine levels high enough to distinguish between #fafafa and #fbfbfb.

We evaluate all systems under a unified framework combining the 1,200 MLCommons AILuminate Benchmark baseline prompts and their 1,200 poetic counterparts, yielding 2,400 inputs per model, producing approximately 60,000 model outputs.

All evaluations are conducted in a single-turn, text-only setting using provider-default safety configurations and fixed sampling parameters across models.

To label outputs, we follow state-of-the-art LLM-as-a-judge methodology.

To validate the reliability of the judge ensemble, we collect 2,100 human labels over a set of 600 unique model outputs.

Attack Success Rate (ASR) is computed as the proportion of prompts whose final label is UNSAFE.

James and other students confronted university officials multiple times about the AI materials.

For students, AI teaching appears to be less transformative than it is demoralising.

1:09 Voiceover accent changes mid-lesson in alleged AI-generated course – videoThe Guardian reviewed materials from the Staffordshire course and used two different AI detectors – Winston AI and Originality AI – to scan course materials from this year.

Early in the course, James said, he brought his concerns to the student representative during a monthly meeting.

Then, in late November, he aired them during a lecture, which was recorded as a part of the course materials.

Information👋 I made this because every time I searched for a printout of graph paper I only get weird low-res JPGs with URLs making it ugly.

Or I could buy a pallet of graph papaer on Amazon.

Then you gotta know how many inches or centimeters it needs to be and I dunno, I'm not a scientist.

So I made this app with a few options you can play with.

Instructions for printingWhen printing from the browser be sure to click "More Settings" and select the checkbox labelled "Background Graphics".

To bureaucrats, the bulldozer was salubrious, “eliminating dead tissue” and “clearing away the mistakes of the past.” To the people who lived there, it wiped out their last foothold in the housing market.

The SRO crisis was no accident, Groth argues, but the result of government policy at all levels that picked winners and losers in the housing market.

As one advocate put it, “The people you see sleeping under bridges used to be valued members of the housing market.

Office vacancies are soaring at the same time deeply affordable housing is vanishing.

Re-legalizing SROs won’t instantly restore a once deeply affordable housing market that provided housing at scale, but it would at least make …

After reading the book The AWK Programming Language (recommended!

# No need for this hack anymore ↓ ↓ #function foo(a, b ,local1, local2) { function foo(a, b) { local1 = a + b local2 = a - b return local1 + local2 } BEGIN { c = foo(1,2) print(local1) # --> 0, the local1 from foo() didn't leak! }

(OK, now I’m reaching for syntax sugar…)BEGIN { result = [1, 2, 3, 4, 5] |> filter((x) => { x % 2 == 0 }) |> map((x) => { x * x }) |> reduce((acc, x) => { acc + x }, 0) print "Result:", result }Making it happenNow for the crazy, LLM-related part of the post.

I didn’t expect to have a working interpreter the same day I dreamt of a new programming language.

trying to implement a Hindley-Milner type sy…

To mark Toy Story’s 30th anniversary, we’re sharing a never-before-seen interview with Steve from November 22, 1996—exactly one year after the film debuted in theaters.

An instant hit with audiences and critics, it also transformed Pixar, which went public the week after its premiere.

Buoyed by Toy Story’s success, Pixar’s stock price closed at nearly double its initial offering, giving it a market valuation of approximately $1.5 billion and marking the largest IPO of 1995.

In July, Pixar announced that it would close its television-commercial unit to focus primarily on feature films.

At Pixar, Steve collaborated closely with president Ed Catmull and refined a management approach centered o…

November 18, 2025By Mathias HansenA cautionary tale about AWS VPC networking, NAT Gateways, and how a missing VPC Endpoint turned our S3 data transfers into an expensive lesson.

Corey Quinn from Last Week in AWS has also called out the AWS Managed NAT Gateway for being particularly expensive.

The alert showed something alarming: 20,167.32 GB of "NAT Gateway" data transfers in a single day, which amounted to $907.53.

When you're using VPCs with a NAT Gateway (which most production AWS setups do), S3 transfers still go through the NAT Gateway by default.

If you're using AWS and you haven't checked your VPC Endpoint configuration lately, I'd recommend taking a look.

BETA😎 AN HOMAGE TO 90s ~/PUBLIC_HTML HOSTING Remember when the web was FUN?!

🌈✨ BEST VIEWED WITH BROWSER ✨ Welcome to the coolest place on the World Wide Web!

Make your own site today!

Login / Sign UpNew Here?

Check out our About Page, FAQ, and our policies for cool tips!

As with Olmo and Olmo 2, we’re releasing all components of the Olmo 3 flow – data, code, model weights, and checkpoints – under permissive open source licenses.

Olmo 3-Base 32B outperforms other fully open base models, and Olmo 3-Think 32B emerges as the strongest fully open thinking model.

For the 32B model, Olmo 3-Think scales these trends up and becomes one of the strongest fully open reasoning models in its class.

On top of this, we introduce two Dolma 3-based mixes for later stages of base model training.

Try Olmo 3 on the Ai2 Playground | Use Olmo 3 via OpenRouter | Download the models & data | Read the report

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.

Augment Code – Developer AI that uses deep understanding of your large codebase and how you build software to deliver personalized code suggestions and insights.

Augment provides relevant, contextualized code right in your IDE or Slack.

It transforms scattered knowledge into code or answers, eliminating time spent searching docs or interrupting teammates.

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.

Augment Code – Developer AI that uses deep understanding of your large codebase and how you build software to deliver personalized code suggestions and insights.

Augment provides relevant, contextualized code right in your IDE or Slack.

It transforms scattered knowledge into code or answers, eliminating time spent searching docs or interrupting teammates.

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.

Depot – 10x faster builds?

Build faster.

Easily integrate with your existing CI provider and dev workflows to save hours of build time.

Augment Code – Developer AI that uses deep understanding of your large codebase and how you build software to deliver personalized code suggestions and insights.

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

Depot – 10x faster builds?

Build faster.

Easily integrate with your existing CI provider and dev workflows to save hours of build time.

Augment Code – Developer AI that uses deep understanding of your large codebase and how you build software to deliver personalized code suggestions and insights.

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.

Augment Code – Developer AI that uses deep understanding of your large codebase and how you build software to deliver personalized code suggestions and insights.

Backed by Outshift by Cisco, AGNTCY gives developers the tools to build and deploy multi-agent software at scale.

Start building at AGNTCY.org.

Start building at miro.com

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

Augment Code – Developer AI that uses deep understanding of your large codebase and how you build software to deliver personalized code suggestions and insights.

Backed by Outshift by Cisco, AGNTCY gives developers the tools to build and deploy multi-agent software at scale.

Start building at AGNTCY.org.

Start building at miro.com

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.

Notion – Notion is a place where any team can write, plan, organize, and rediscover the joy of play.

Notion is for everyone — whether you’re a Fortune 500 company or freelance designer, starting a new startup or a student juggling classes and clubs.

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.

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.

Notion – Notion is a place where any team can write, plan, organize, and rediscover the joy of play.

It’s a workspace designed not just for making progress, but getting inspired.

Notion is for everyone — whether you’re a Fortune 500 company or freelance designer, starting a new startup or a student juggling classes and clubs.

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 – Developer AI that uses deep understanding of your large codebase and how you build software to deliver personalized code suggestions and insights.

Augment provides relevant, contextualized code right in your IDE or Slack.

It transforms scattered knowledge into code or answers, eliminating time spent searching docs or interrupting teammates.

Outshift by Cisco – The open source collective building the Internet of Agents.

Backed by Outshift by Cisco, AGNTCY gives developers the tools to build and deploy multi-agent software at scale.

Augment Code – Developer AI that uses deep understanding of your large codebase and how you build software to deliver personalized code suggestions and insights.

Augment provides relevant, contextualized code right in your IDE or Slack.

It transforms scattered knowledge into code or answers, eliminating time spent searching docs or interrupting teammates.

Outshift by Cisco – The open source collective building the Internet of Agents.

Backed by Outshift by Cisco, AGNTCY gives developers the tools to build and deploy multi-agent software at scale.

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.

Black Friday is a few days away, but I've been searching the web looking for the most useful gadgets that make great gifts.

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.

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.

Walmart's early Black Friday deals are here, with big discounts on laptops, kitchen gadgets, and more (including the lowest-ever prices on AirTags, AirPods, and Apple Watches).

The GE Cync smart bulbs let you control the lighting and mood of your home. Currently, a two-pack is 25% off, ahead of Black Friday.

In my ongoing effort to stay organized, the 15-inch Skylight Calendar smart display has made the biggest difference. It's 22% off for Black Friday.

Also: The best Black Friday deals live nowLucky for you, Ozlo's sleep earbuds just got a discount.

"The Ozlo Sleep earbuds are some of the most comfortable and effective sleep earbuds I've ever tested, and I can't recommend them enough to anybody who needs to quiet down their bedtime environment to catch a few more Z's, that is, if they're willing to pay the $300 price tag.

These sleep earbuds help me fall asleep in my noisy bedroomIf you didn't already know, Bose and Ozlo have some invisible strings.

In 2020, Bose discontinued the Bose Sleepbuds.

If you're still not looking to spend $274 on Ozlo's sleep buds, Anker's A30 sleep earbuds are slightly more affordable (and also on sale now).

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.

The Apple Watch SE 2 pictured with the Spigen Crystal Liquid Pro Apple Watch band.

Apple's popular watch devices are available in several models, and the Watch SE 2 isn't the latest base option anymore.

Also: Apple Watch SE 3 vs. Watch SE 2: I compared the two models, and there's a clear winnerI own the Watch SE 2, and it's been the perfect smartwatch companion to my mostly low-key tech lifestyle.

Right now, you can grab my favorite watch model (still), the Watch SE 2 for up to $90 off at Walmart, dropping the price to $160.

Also: I compared every Apple Watch in 2025 - here's why I recommend this model the mostThe larger 44mm Apple Watch SE 2 is on sale, too, for $190 in select colors.

If you ever needed a reason to upgrade your home internet plan, let this be one to consider.

That is, until I found the Statik PowerPivot Pro wire.

The Statik PowerPivot Pro cable offers fast charging, convenient usability and a 2-in-1 port on one end.

The Statik PowerPivot Pro is essentially a USB-A to USB-C cable but the former can be pulled out to reveal a Type-C port, making it a USB-C to -C wire when needed.

The Statik PowerPivot Pro is rated to deliver a satisfactory 480Mbps (USB 2.0 standard) data transfer speed and up to 60W power output for fast charging.

The Statik PowerPivot Pro wire is a great blend of convenience and functionality for travelers.

Whether you call it the good ice, Sonic ice, or soft ice, you can now have it from the comfort of your kitchen.

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.

Why we like it: The Apple AirTag is an affordable and accurate solution to keep track of your child's location.

However, one caveat is that an AirTag requires another Apple device to be nearby and connected to the internet to share its location with Apple's Find My network.

Review: Apple AirTagWho's it for: The AirTag will best serve families already using Apple products.

Of the customers who purchased an AirTag at Best Buy, 96% said they would recommend it to a friend.

Apple AirTag specs: Price: $29 or four for $99 | Battery life: One year | Real-time tracking: No | Monthly cost: None | Connectivity: Bluetooth, Apple's Find My Network

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.

Major insurers including AIG, Great American, and WR Berkley are asking U.S. regulators for permission to exclude AI-related liabilities from corporate policies. One underwriter describes the AI models’ outputs to the FT as "too much of a black box."

Welcome back to TechCrunch Mobility — your central hub for news and insights on the future of transportation.

Beehiiv's co-founder and CEO Tyler Deck spoke to TechCrunch about why the company has been expanding, and where the media business is going next.

A wave of lawsuits against OpenAI detail how ChatGPT used manipulative language to isolate users from loved ones and make itself into their sole confidant.

A Trump administration order targeting state-level AI regulation is reportedly on hold.

Waymo continues to expand its reach, with the robotaxi company posting Friday that it’s now “officially authorized to drive fully autonomously across more of the Golden State.”

In order to accelerate the construction of new power plants needed to provide energy for its data centers, Meta is looking to get into the business of trading electricity.

A U.S. bankruptcy court has ordered Byju's founder Byju Raveendran to pay over $1.07 billion in a case over missing company funds.

Global expectations around climate change has shifted dramatically in the last decade, suggesting that similarly significant changes are on the horizon.

X is still used by 21% of U.S. adults, Pew found, only down from 23% in 2021, despite increased competition from Meta, startups, and decentralized social media.

Young's age and background – things that might seem like disadvantages when it comes to more established industries – have become his secret weapons. When he walks into a room of executives twice or three times his age, he says, there's initial skepticism. "Who the hell is this young guy and how does he know what he's talking about?"

The startup’s rapid growth suggests that enerprises are embracing AI agents.

We compiled all the hottest AI wearables currently available, including Bee, Friend, Plaud, and more.

Long-time Slashdot reader jenningsthecat shared this article from IEEE Spectrum: By dropping a nuclear reactor 1.6 kilometers (1 mile) underground, Deep Fission aims to use the weight of a billion tons of rock and water as a natural containment system comparable to concrete domes and cooling towers. With the fission reaction occurring far below the surface, steam can safely circulate in a closed loop to generate power. The California-based startup announced in October that prospective customers had signed non-binding letters of intent for 12.5 gigawatts of power involving data center developers, industrial parks, and other (mostly undisclosed) strategic partners, with initial sites under co…

With some animated graphics, CNN "reimagined" what three of America's busiest air and road travel routes would look like with high-speed trains, for "a glimpse into a faster, more connected future." The journey from New York City to Chicago could take just over six hours by high-speed train at an average speed of 160 mph, cutting travel time by more than 13 hours compared with the current Amtrak route... The journey from San Francisco to Los Angeles could be completed in under three hours by high-speed train... The journey from Atlanta to Orlando could be completed in under three hours by high-speed train that reaches 160 mph, cutting travel time by over half compared with driving... While …

"Security, development, and AI now move as one," says Microsoft's director of cloud/AI security

product marketing. Microsoft and GitHub "have launched a native integration between Microsoft Defender for Cloud and GitHub Advanced Security that aims to address what one executive calls decades of accumulated security debt in enterprise codebases..." according to The New Stack: The integration, announced this week in San Francisco at the

Microsoft

Ignite 2025 conference and now available in public preview,

connects runtime intelligence from production environments directly

into developer workflows. The goal is to help organizations

prioritize which vulnerabilities actually matter and use AI to …

"On the slopes of an Oregon volcano, engineers are building the hottest geothermal power plant on Earth," reports the Washington Post: The plant will tap into the infernal energy of Newberry Volcano, "one of the largest and most hazardous active volcanoes in the United States," according to the U.S. Geological Survey. It has already reached temperatures of 629 degrees Fahrenheit, making it one of the hottest geothermal sites in the world, and next year it will start selling electricity to nearby homes and businesses. But the start-up behind the project, Mazama Energy, wants to crank the temperature even higher — north of 750 degrees — and become the first to make electricity from what indus…

"The internet did transform work — but not the way 1998 thought..." argues the Wall Street Journal. "The internet slipped inside almost every job and rewired how work got done." So while the number of single-task jobs like travel agent dropped, most jobs "are bundles of judgment, coordination and hands-on work," and instead the internet brought "the quiet transformation of nearly every job in the economy... Today, just 10% of workers make minimal use of the internet on the job — roles like butcher and carpet installer." [T]he bigger story has been additive. In 1998, few could conceive of social media — let alone 65,000 social-media managers — and 200,000 information-security analysts would …

"Copilot Actions on Windows 11" is currently available in Insider builds (version 26220.7262) as part of Copilot Labs, according to a recent report, "and is off by default, requiring admin access to set it up." But maybe it's off for a good reason...besides the fact that it can access any apps installed on your system: In a support document, Microsoft admits that features like Copilot Actions introduce " novel security risks ." They warn about cross-prompt injection (XPIA), where malicious content in documents or UI elements can override the AI's instructions. The result? " Unintended actions like data exfiltration or malware installation ." Yeah, you read that right. Microsoft is shipping …

A promotional video for Amazon's Kiro software development system took a unique approach, writes GeekWire. "Instead of product diagrams or keynote slides, a crew from Seattle's Packrat creative studio used action figures on a miniature set to create a stop-motion sequence..." "Can the software development hero conquer the 'AI Slop Monster' to uncover the gleaming, fully functional robot buried beneath the coding chaos?" Kiro (pronounced KEE-ro) is Amazon's effort to rethink how developers use AI. It's an integrated development environment that attempts to tame the wild world of vibe coding... But rather than simply generating code from prompts [in "vibe mode"], Kiro breaks down requests int…

A week ago Bitcoin was at $93,714. Saturday it dropped to $85,300. Late Thursday, market researcher Ed Yardeni blamed some of Thursday's stock market sell-off on "the ongoing plunge in bitcoin's price," reports Fortune: "There has been a strong correlation between it and the price of TQQQ, an ETF that seeks to achieve daily investment results that correspond to three times (3x) the daily performance of the Nasdaq-100 Index," [Yardeni wrote in a note]. Yardeni blamed bitcoin's slide on the GENIUS Act, which was enacted on July 18, saying that the regulatory framework it established for stablecoins eliminated bitcoin's transactional role in the monetary system. "It's possible that the rout in…

"PHP 8.5 landed on Thursday with a long-awaited pipe operator and a new standards-compliant URI parser," reports the Register, "marking one of the scripting language's more substantial updates... " The pipe operator allows function calls to be chained together, which avoids the

extraneous variables and nested statements that might otherwise be

involved. Pipes tend to make code more readable than other ways to

implement serial operations. Anyone familiar with the Unix/Linux

command line or programming languages like R,

F#,

Clojure, or

Elixir

may have used the pipe operator. In JavaScript, aka ECMAScript, a

pipe operator has been proposed, though there are alternatives

like method chaining. A…

In a 2023 pitch to investors, a "well-financed, highly credentialed" startup named Stardust aimed for a "gradual temperature reduction demonstration" in 2027, according to a massive new 9,600-word article from Politico. ("Annually dispersing ~1 million tons of sun-reflecting particles," says one slide. "Equivalent to ~1% extra cloud coverage.") "Another page told potential investors Stardust had already run low-altitude experiments using 'test particles'," the article notes: [P]ublic records and interviews with more than three dozen scientists, investors, legal experts and others familiar with the company reveal an organization advancing rapidly to the brink of being able to press "go" on i…

Meta "is testing a new product that would give Facebook users a personalized daily briefing powered by the company's generative AI technology" reports the Washington Post. They cite records they've reviwed showing that Meta "would analyze Facebook content and external sources to push custom updates to its users." The company plans to test the product with a small group of Facebook users in select cities such as New York and San Francisco, according to a person familiar with the project who spoke on the condition of anonymity to discuss private company matters... Meta's foray into pushing updates for consumers follows years of controversy over its relationship with publishers. The tech compa…

An anonymous reader shared this report from CNN: The universe's expansion might not be accelerating but slowing down, a new study suggests. If confirmed, the finding would upend decades of established astronomical assumptions and rewrite our understanding of dark energy, the elusive force that counters the inward pull of gravity in our universe... Last year, a consortium of hundreds of researchers using data from the Dark Energy Spectroscopic Instrument (DESI) in Arizona, developed the largest ever 3D map of the universe. The observations hinted at the fact that dark energy may be weakening over time, indicating that the universe's rate of expansion could eventually slow. Now, a study publi…

Today is the publication of the third edition of Autism

Adulthood: Insights and Creative Strategies for a Fulfilling Life. It’s my

wife Susan’s book collecting stories and experiences from

people all along the autism spectrum, from the self-diagnosed to the

profound.The book includes dozens of interviews with autistic adults, their parents,

caregivers, researchers, and professionals. Everyone’s experience of autism is

different. Reading others’ stories and perspectives can give us a glimpse into

other possibilities for ourselves and our loved ones.If you have someone in your life on the spectrum, or are on it yourself, I

guarantee you will find new ways to understand the breadth of what aut…

Robotaxis are poised to further close the delta between suburbs and the city; the city (and Uber) might never recover.

In Why your mock doesn’t work I explained this rule of

mocking:Mock where the object is used, not where it’s

defined.That blog post explained why that rule was important: often a mock doesn’t

work at all if you do it wrong. But in some cases, the mock will work even if

you don’t follow this rule, and then it can break much later. Why?Let’s say you have code like this:# user.py def get_user_settings() -> str: with open(Path("~/settings.json").expanduser()) as f: return json.load(f) def add_two_settings() -> int: settings = get_user_settings() return settings["opt1"] + settings["opt2"] You write a simple test:def test_add_two_settings(): # NOTE: need to create ~/settings.json for this to work…

Искатели кайфов, дрейф на рейв, парусить вокруг торнадо, высадка на необитаемый остров

It’s been a busy, bumpy week with coverage.py. Some things did not go

smoothly, and I didn’t handle everything as well as I could have.It started with trying to fix issue 2064 about

conflicts between the “sysmon” measurement core and a concurrency setting.To measure your code, coverage.py needs to know what code got executed. To

know that, it collects execution events from the Python interpreter. CPython now

has two mechanisms for this: trace functions and sys.monitoring. Coverage.py

has two implementations of a trace function (in C and in Python), and an

implementation of a sys.monitoring listener. These three components are the

measurement cores, known as “ctrace”, “pytrace”, and “sysmon”…

We are in an AI Bubble: the big question is if this bubble will worth it for the physical infrastructure and coordinated innovation that result?

Last night was a Boston Python project night where I

had a good conversation with a few people that was mostly guided by questions

from a nice guy named Mark.How to write nice code in researchMark works in research and made the classic observation that research code is

often messy, and asked about how to make it nicer.I pointed out that for software engineers, the code is the product. For

research, the results are the product, so there’s a reason the code can be and

often is messier. It’s important to keep the goal in mind. I mentioned it might

not be worth it to add type annotations, detailed docstrings, or whatever else

would make the code “nice”.But the more you can make “nice” a habit, …

Decreasing transportation and communications costs increases resiliency in theory, but destroys it in practice. The only way to have resiliency is through less efficiency.

This post continues where Hobby Hilbert Simplex left

off. If you haven’t read it yet, start there. It explains the basics of Hobby

curves, Hilbert sorting and Simplex noise that I’m using.AnimationTo animate one of our drawings, instead of considering 40 lines, we’ll think

about 140 lines. The first frame of the animation will draw lines 1 through 40,

the second draws lines 2 through 41, and so on until the 100th frame is lines

100 through 140:I’ve used a single Hilbert sorter for all of the frames to remove some

jumping, but the Hobby curves still hop around. Also the animation doesn’t loop

smoothly, so there’s a giant jump from frame 100 back to frame 1.Natural cubicsHobby curves look nic…

OpenAI is making a play to be the Windows of AI: the all-encompassing platform that controls both hardware supplier and software developers.

Sora is going viral, suggesting there is a big opportunity in unlocking creativity. If that's true, that's good for humanity — and bad for Meta.

I saw a generative art piece I liked and wanted to learn how it was made.

Starting with the artist’s Kotlin code, I dug into three new algorithms, hacked

together some Python code, experimented with alternatives, and learned a lot.

Now I can explain it to you.It all started with this post by

aBe on Mastodon:

I love how these lines separate and reunite. And the fact that I can express this idea in 3 or 4 lines of code.For me they’re lives represented by closed paths that end where they started, spending part of the journey together, separating while we go in different directions and maybe reconnecting again in the future.#CreativeCoding #algorithmicart #proceduralArt #OPENRNDR #Kotlin — aBe …

I've come to appreciate Google's amorphous nature; what makes me bullish is the clarity of YouTube's AI opportunity.

I see new learners asking about “DSA” a lot. Data Structures and Algorithms

are of course important: considered broadly, they are the two ingredients that

make up all programs. But in my opinion, “DSA” as an abstract field of study

is over-emphasized.I understand why people focus on DSA: it’s a concrete thing to learn about,

there are web sites devoted to testing you on it, and most importantly, because

job interviews often involve DSA coding questions.Before I get to other opinions, let me make clear that anything you can do to

help you get a job is a good thing to do. If grinding

leetcode will land you a position, then do it.But I hope companies hiring entry-level engineers aren’t asking …

Анонс еще одного продукта, на этот раз для работы

Это приложение для голосовалок по картинкам (или видосам). Бывает, что нужно показать несколько вариантов и провести, так сказать, юикс ресерч. Знаю, как это решаю сам: почта, телеграм, эмодзи под сообщениями в чате. Собирать гуглдок не будешь, а без него агрегировать результаты — пытка. Я сделал сервис.

Что можно: Закинуть несколько картинок или видео в голосовалку.

Дать людям проголосовать и через некоторое время посмотреть результаты.

Есть плагин для фигмы, чтобы загружать картинки прямиком из фигмы.

Если хотите, можно не публиковать голосовалку ленту, доступ будет только по прямой ссылке.

Можно включить уведомления в чат (пока поддержива…

Apple's iPhone announcement was impressive, but no one was impressed, because Apple is increasingly peripheral to what is changing the world.

Я вижу много хайпа в попытках сделать более специализированное решение для дизайнеров, дата-саентистов, писателей, фронтов, бекендеров. Не ходите туда.

На днях увидел про курсор для дизайнеров, onlook.com. Несколько часов оно провисело на промте и потом сломалось. Ну окей.

На первый взгляд специлизированные тулы выглядят перспективно, они удобнее, лучше учитывают задачи конкретно вас. Возьмем тот же Фигма Мейк, болт, лавабл, реплит. Ощущение, когда ты написал промт и получил не кусок кода, а живой сервис — магическое. Первый раз это поражает. Я на 100% с вами согласен. Но потом инструмент начнет очень-очень жать. Захотите чуть отойти в сторону — все начнет ломаться и жать. Захотите написать…

Как арендовать страну, позвонить президенту, сделать пиратское радио и захватить собственный остров

Будучи ребёнком, я на эти курьёзы особенно не обращал внимания. Мама регулярно готовила бигос, но почему-то никогда так его не называла. Мы точно никогда не жили, как польская семья. До меня донеслось лишь эхо семейной истории, в которой там кто-то куда-то ехал, был сослан, работал много... Всё это было два или три поколения назад, я особо не разбирался, где-то в тайге кто-то жил, потом перестал жить, истории предков никогда не занимали моё воображение так, как будоражили его, скажем, романы Герберта Уэллса.

Почему раньше полезный контент работал, а сейчас нет?

This is my second batch of rejected New Yorker comicsView on my website

The best Stratechery content from the week of August 25, 2025, including the U.S. getting into the chip business, KPop Demon Hunters and the Netflix machine, and China's plan for AI chips.

Навайбкодил себе проект, вдруг кому будет полезен Зачем нужен

В рецептах обычно указывают количество ингредиентов на Х порций, а приготовить нужно на Y. В этих случаях приходится пересчитывать все ингредиенты рецепта, сохраняя пропорции.

Для этого дизайн-директор Злых Марсиан Рома Шамин написал приложение Recipe scaler. Мне не хватало в нем текста описания, чтобы вставить сам рецепт, а ждать обновлений как будто не приходится. Я написал для себя свое другое.

recipe-scaler.ru

Что я посчитал нужным добавить: Текст описания. Если в нем разметить ингредиенты, то будет актуальный рецепт на нужные пропорции

Десктоп-версию. Бывает, что удобнее записать рецепт с компьютера, особенно если нужно скоп…

У меня вопрос: как поставить дедлайн, если делаешь свой творческий проект, и единственный заказчик — это ты? Делаю свой сайт, и раз за разом хочется добавить новый блок или функционал, от чего релиз уезжает далеко за горизонт событий. Как понять, что нужно остановиться и что-то пофлексить, если хочется сделать лучше всех, выпендриться по максимуму?

Nvidia's earning continue to be governed by supply — and reasoning models make that even more the case. Plus, why Nvidia is so desperate to get back into China.

KPop Demon Hunters is the hit of the year. Sony missed out, but they didn't make a mistake; Netflix won the reward by being an Aggregator.

The U.S. taking an equity stake in Intel is a terrible idea; it also happens to be the least bad idea to make Intel Foundry viable.

100+ tabs open constantly.

SOLUTION: Tab Freezer "freezes" inactive tabs using chrome.tabs.discard() API.

REAL TEST RESULTS (84 tabs): • Before: 7.2GB RAM, 6.3GB swap • After freezing: 6.6GB RAM, 3.2GB swap • Total saved: 3.1GB swapThe surprise: I closed all 84 tabs to compare - got almost identical numbers to the frozen state.

Frozen tabs ≈ closed tabs, except you keep your workflow.

Fellow tab hoarders, be honest: how many tabs do you have open right now?

AwardLocker searches award availability across multiple airlines in real time. Results stream in as they're found, so you see options immediately.Backstory: I've been working on this in my spare time. I enjoy award travel searches, and I wanted to contribute something useful to the space. Existing tools often have suboptimal search experiences—poor date selection, slow results, and limited flexibility, and SLOW SLOW SLOW websites. Airline website are slow, and my credit card strategy allows to transfer to multiple airlines.I built this to parallelize searches across all airlines and show results as they arrive.What's different: Instead of waiting for all results, flights appear as they're f…

.env files have always felt archaic, insecure, clunky and honestly just not fun to work with. I see my friends (and myself) accidentally committing them all the time. Managing secrets across projects becomes a mess of copy-pasting keys into scattered env files with no real way to sync anything.So I built better-env: a secure, developer-friendly alternative to .env.Store your secrets once in a global encrypted store, and load them per-project at runtime.I’d love feedback on whether this feels useful beyond solo devs, and what you’d want for teams or CI setups.Fully open source: https://github.com/HarishChandran3304/better-env Comments URL: https://news.ycombinator.com/item?id=46026272

Points…

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I'm building catdoes.com an AI mobile app builder that lets non-coders build and publish mobile apps (iOS, Android) without writing a single line of code, just talking with AI agents. What's stopping you from building an iOS/Android app for yourself or your business? Would love to help you build and publish your mobile app and onboard you with CatDoes. What are you working on this week? Drop it below and let me know how I can support, whether that's an upvote, feedback, a click, or even helping you build it. Let's help each other ship 🚀. submitted by /u/Dismal_Plate_499 [link] [comments]

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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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This website is using a security service to protect itself from online attacks.

The action you just performed triggered the security solution.

There are several actions that could trigger this block including submitting a certain word or phrase, a SQL command or malformed data.

You can email the site owner to let them know you were blocked.

Please include what you were doing when this page came up and the Cloudflare Ray ID found at the bottom of this page.

«Магнит» договорился о покупке контрольного пакета в сети «Азбука вкуса». В сделку вошли магазины «Азбука вкуса» в Москве и Петербурге, пять фабрик-кухонь и три распределительных центра. Условия сделки не раскрываются. По оценке опрошенных РБК экспертов, стоимость контрольного пакета «Азбуки вкуса» может составлять 35—40 млрд рублей.

Совет директоров ВТБ рекомендовал направить на годовые дивиденды 25,58 ₽ на акцию. Такая выплата дает доходность больше 20%. Но сможет ли компания позволить себе это? Оцениваем риски накануне собрания акционеров.

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The post Weekly funding round-up! All of the European startup funding rounds we tracked this week (Nov. 17-21) appeared first on EU-Startups.

Zurich-based Flexion, a robotics intelligence startup developing a reinforcement learning platform for humanoid robots, has raised €43 million ($50 million) in Series A funding. The round was led by DST Global Partners with participation from NVentures (NVIDIA’s venture capital arm), redalpine, Prosus Ventures, and Moonfire. This follows a €6.3 million ($7.35 million) Seed round secured […]

The post Zurich’s Flexion raises €50 million to build the brains behind humanoids appeared first on EU-Startups.

London’s Sencillo, a new FinTech venture launching a finance platform that helps parents plan, fund and manage their children’s education with confidence, control, and clarity, has secured over €397k (£350k) pre-Seed funding. The round was led by Fuel Ventures. Adam Amos, CEO and founder of Sencillo: “Education is one of the biggest investments any parent will make. […]

The post With UK families now facing up to €25.7k in university costs – Sencillo advances education finance platform with new €397k appeared first on EU-Startups.

NexDash, a German-based logistics startup, has raised €5 million in a Seed round to build Europe’s first “Neo-Carrier” for electric trucks, just three months after its founding. The round was led by Extantia Capital with participation from Clean Energy Ventures, supporting NexDash’s aim to accelerate the shift from diesel to electric freight through a digitally […]

The post Berlin-based NexDash hauls in €5 million to electrify Europe’s freight appeared first on EU-Startups.

In 2025, Spain’s startup ecosystem has seen several major VCs closing new funds, highlighting the country’s growing potential. Although Madrid and Barcelona continue to dominate as the primary hubs, cities like Valencia, Málaga, Bilbao are emerging as key players in Spain’s entrepreneurial landscape. To gain insights on this shift, we reached out to several Spanish […]

The post Spanish VCs weigh in – What 2025 means for Spain’s growing startup ecosystem appeared first on EU-Startups.

From digital marriages to robot couriers, from Tallinn’s glass towers to Narva’s ash hills, Estonia proves that the smallest nations can build the biggest futures. Estonia counts around 1,500 startups, most anchored in Tallinn, together generating more than €2.4 billion in just the first half of 2025. It is a founder’s paradise disguised as a […]

The post Estonia: The country that builds like a startup appeared first on EU-Startups.

London’s PolyModels Hub, a startup innovating the digital transformation of biopharma process development, has raised €7.9 million (£7 million) in a Series A round to expand its engineering and product teams, enhance its core platform, and reach more pharmaceutical organisations worldwide. The round was led by Molten Ventures, with participation from Marathon Venture Capital. “The […]

The post With €7.9 million in new funding, PolyModels Hub’s ModelFlow reduces biopharma experimentation by 90% appeared first on EU-Startups.

Since the dawn of civilisation, humanity has been captivated by the idea of eternal youth. From ancient myths of the Fountain of Youth to modern-day research into longevity, the quest to defy ageing and preserve vitality has driven much of our progress. It is a pursuit that transcends cultures and generations, a constant aspiration to […]

The post The quest for longevity: 10 European startups shaping and defying the future of ageing appeared first on EU-Startups.

Czech Bandits, a startup helping companies integrate AI into their existing workflows and increase efficiency, has raised €400k to address the widespread challenge businesses face when adopting AI technologies. The investment came from Czech VC firm Miton. “There are more and more AI tools on the market, but most of them are impossible to integrate […]

The post Bandits, the Prague-based AI integrator, raises €400k to streamline business workflows appeared first on EU-Startups.

Delta Charge, a Swedish-German company that is pioneering charging and battery storage solutions for electric trucks, has raised €3.7 million ($4.3 million) equity in an oversubscribed funding round. The round was led by Vireo Ventures and Rethink Ventures. The round includes executives from Audi and Allianz, German family offices and founders of Munich’s ClimateTech ecosystem. […]

The post As Europe’s energy grid faces strain, Munich’s Delta Charge raises €3.7 million to capitalise on electrification and BESS needs appeared first on EU-Startups.

German startup Donnerstag.ai, an accounts receivable management platform for suppliers, has raised €4.3 million in Seed funding to expand its presence across the DACH region. The round was led by Speedinvest, with participation from QED Investors, Crestone VC, and several European business angels. “Every year, suppliers lose billions because they lack transparency over what has […]

The post Frankfurt-based accounts receivable platform Donnerstag.ai raises €4.3 million to expand across DACH appeared first on EU-Startups.

This week on the EU-Startups Podcast, we sit down with Matilde Giglio, Co-founder of Even, India’s leading healthcare startup that is transforming access to affordable, high-quality care for over 1.3 billion people. Recorded during Italian Tech Week in Turin, this episode explores how Even is challenging the traditional healthcare model, which often only kicks in […]

The post EU-Startups Podcast | Episode 145: Matilde Giglio, Co-founder of Even appeared first on EU-Startups.

Rift, a French DeepTech company specialising in on-demand aerial intelligence, announces a funding round of €4.6 million to accelerate the deployment of the first European on-demand aerial intelligence network, entirely operated from the company’s headquarters in the Paris region. The round included €3 million in equity from AlleyCorp and OVNI Capital, supplemented by €1.6 million […]

The post Paris’ Rift raises €4.6 million to build Europe’s first on-demand aerial reconnaissance network appeared first on EU-Startups.

Paris-based NcodiN, a DeepTech startup innovating AI hardware infrastructure, has raised €16 million in Seed funding to enable scalable, energy-efficient computing through its proof-of-concept nanolasers. The round was led by German VC firm MIG Captial through its MIF Fonds 17 and 18, with participation from Maverick Silicon, PhotonVentures, and Verve Ventures – as well as […]

The post €16 million investment boosts NcodiN’s development of “world’s smallest laser” for AI chips appeared first on EU-Startups.

London’s BOB, a crypto infrastructure startup which combines Bitcoin’s security with Ethereum’s DeFi innovation, has completed its community sale, bringing total funding to over €21 million ($25 million). Led by BOB labs, the sale marks an important milestone in BOB’s transition to community ownership, allocating tokens to participants around the world ahead of the upcoming […]

The post Crypto startup BOB completes community sale, lifting overall funding above €21 million appeared first on EU-Startups.

Dutch online grocery store Picnic has raised €430 million from existing investors and is ploughing much of the funding to grow its operations in Germany.

As well as bolstering its presence in Germany, where Picnic says it's the market leader, the funds will be used to expand into multiple unnamed markets, the company said.

The new investment round is being officially announced this afternoon during the 120th anniversary celebrations of the German-Dutch Chamber of Commerce in The Hague.

Michiel Muller, Picnic co-founder, said: "The collaboration between software developers and operational staff from both countries demonstrates the excellent cross-border cooperation and the development of a E…

This week, we tracked more than 70 tech funding deals worth over €2.3 billion and over 10 exits, M&A transactions, rumours, and related news stories across Europe.

In addition to this week's top financials, we've also indexed the most important/industry-related news items you need to know about.

If email is more your thing, you can always subscribe to our newsletter and receive a more robust version of this round-up delivered to your inbox.

Either way, let's get you up to speed.

🇬🇧 UK government announces billions of pounds of AI investment including Sovereign AI Unit🇩🇪 Pennylane launches in Germany, plans 100 hires⚛️ The biggest European quantum tech deals in H1 2025📡 Recommended reads and…

EIT Urban Mobility, an initiative of the European Institute of Innovation and Technology (EIT), a body of the European Union, announced results demonstrating the measurable impact of its investment approach and and commits €44M for future investmentsSince 2020, EIT Urban Mobility has built a portfolio of over 140 companies across Europe, creating systemic transformation in urban mobility.

“Urban mobility is not a niche field to invest in; it touches the lives of up to 80 per cent of Europe’s population that are living in cities,” said Daniel Serra, Director Impact Ventures at EIT Urban Mobility.

Recent investments showcase this breadth:Luvly’s innovative approach to urban vehicles, NOWOS’s …

The measures, featuring billions of pounds of public and private investment, come ahead of the Autumn Budget and warnings from company bosses that AI will slash UK workforce numbers.

They also come as US AI firms like Groq and Perplexity commit to AI investments in the UK.

AI ambassadors, including Monzo co-founder and Y Combinator general partner Tom Blomfield and Google DeepMind VP of research Raia Hadsell, will champion British startups and the UK AI ecosystem, drumming up investment, the government said.

The government is also to offer more free compute to British researchers and British startups so they can train new AI models and deliver scientific breakthroughs.

"This is about bringi…

The company has developed an AI-powered training platform for sales teams and customer-facing field teams.

It enables rapid and independent professional development through ultra-realistic, educational, and gamified conversations and simulations, allowing sales teams to practise with virtual customers, receive real-time feedback, and refine their approach.

The solution is trusted by learning and sales teams looking to:Speed up onboarding.

Drive consistent performance across teams.

In less than two years, MuchBetter has supported over 30 major accounts, including Bouygues Telecom, Boulanger, Schneider, La Poste, and Philips.

AI agents are “lost” when patients ask medical questions, and it will take time to roll agents out effectively in a clinical setting, according to the founders of two healthtech firms.

The pair discussed AI, how their respective startups were leveraging AI, AI challenges and the future of AI in healthtech.

AI agents have been one of the hottest subjects in AI this past 12 months, with AI evangelists seeing them as the future of the workforce.

He said: “If patients start asking any medical questions, the agent is lost.” He said it would take time to develop agents.

Echoing this, Parsa said AI agents do 80 per cent of the “basics very well”, but the problem lies with the other 20 per cent.

Education financing platform Sencillo has raised over £350,000 in Pre-seed Funding.

The rising costs of education mean UK families are now spending increasingly larger amounts on their children’s education each year, averaging between £3,600 and £15,000 per annum for early years childcare, £19,000 to £50,000 for independent schooling, and over £22,700 a year for university, including living costs.

Focused on smart planning tools and responsible credit and savings products, Sencillo’s platform gives families a single, clear view of their education journey and costs - from nursery to university - so every family can access a secure education journey and future for their children.

According to…

Earlier this year, I attended Upscale Conf in San Francisco, a conference hosted by Spanish generative AI creative suite Freepik.

Can AI art carry cultural weight?

When asked whether AI-generated visuals can ever hold the same emotional or cultural resonance as traditional art, López contends that “art always has context.

Sometimes I start drawing and then jump to AI, or I generate something in AI that sparks a new illustration.

Terrada Gómez notes that we’re all still early users, collectively shaping what the future web of AI art will look like.

Berlin-based NexDash has secured €5 million in seed funding to build Neo-Carrier for electric trucks, only three months after its founding.

Although electric trucks can offer economic benefits, high upfront costs, operational complexity, and insufficient charging infrastructure have slowed their adoption.

Founded by Michael Cassau, previously the founder of tech-rental company Grover, NexDash aims to accelerate the electrification of Europe’s fragmented and under-digitalised road freight sector.

The last decade was about neobanks; the next is about neo-carriers,said Cassau, noting that Germany’s shift to electrification is beginning in the logistics sector.

NexDash will use this round to fi…

SOC Prime has built and operates the world’s largest AI-Native Detection Intelligence Platform for SOC teams.

Pioneering Security-as-Code approach, SOC Prime’s Detection Intelligence is applied to over 56 SIEM, EDR, Data Lake, and Data Pipeline platforms.

SOC Prime represents the strength and global ambition of Ukraine’s deep-tech ecosystem.

SOC Prime aims to keep its solutions cost-effective and efficient, helping organisations defend themselves without compromising on sustainability or performance.

Andrii Bezverkhyi, CEO of SOC Prime "Lead image: Freepik.

London-based PolyModels Hub has secured a £7 million Series A investment from Molten Ventures, in partnership with Marathon VentureCapital.

PolyModels Hub is a biotech software company developing the digital backbone for biopharma process development, reshaping how medicines are designed, developed, and manufactured.

The company combines AI, advanced modelling, and data-driven workflows to help teams move faster from lab experiments to large-scale production.

According to Antonio Benedetti, Co-founder and CEO of PolyModels Hub, the pharmaceutical sector is experiencing a major digital shift.

With the latest investment, PolyModels Hub plans to grow its engineering and product teams, further …

The Berlin-based health tech company Mirantus Health has received €5.5 million to scale its software platform mira in the DACH region.

mira creates additional low-threshold points of contact and helps to reduce waiting times and relieve the burden on practices.

Instead of months of waiting, customers receive a results report evaluated by an ophthalmologist within 24 to 48 hours – quickly, easily, and digitally.

The results report does not constitute a diagnosis but rather indicates to the patient whether there are any abnormalities that require further investigation.

Lead image: Mirantus Health.

Europe’s quantum tech industry is steadily evolving from a research-led domain into a more commercial ecosystem.

Activity spans the full stack, from quantum computing hardware and photonic components to software, algorithms, sensing, security, and test infrastructure, with both specialised deeptech startups and platform-oriented players attracting capital.

In H1 2025, hardware development remained a central focus, including fault-tolerant quantum processors, trapped-ion and CMOS-based architectures, as well as single-photon sources and detectors that underpin quantum communication and networking.

At the same time, quantum-inspired and quantum-native software, sensing technologies, and post-…

To understand how the Firm approaches AI, defensibility, and the evolving landscape of early-stage investing, I spoke with Alexander Fred-Ojala, Head of AI at EQT Ventures.

It'll also rank by traction, foundation, and relevance to EQT Ventures— "it'd be unlikely that we invest in 20-year-old companies."

He admits that although his role focuses on building internal AI systems, he also works closely with deal teams when the Firm assesses AI opportunities.

The first is Full-Stack Powerhouses—regions with both a high number of AI startups and strong investment volume.

"Stockholm is the standout here, with more than 50 AI startups and over €205 million invested," he noted.

Following the excitement of our initial announcement, we are delighted to share the second round of speakers for the Tech.eu Summit London 2026.

What to Expect at the SummitThe two-day summit will dive deep into the trends and innovations driving global change.

Attendees will gain valuable insights from top investors, founders, and technology experts as they explore the opportunities and challenges ahead.

Secure your spot today and be part of one of Europe’s most important gatherings for founders, investors, operators, and ecosystem leaders.

We look forward to welcoming you in London this April for two days of insight, inspiration, and meaningful connections.

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.

Europe’s fintech darling Revolut is looking to raise a new funding round that would give it a $65 billion valuation, the Financial Times reports. The UK-based company is reportedly in talks to raise around $1 billion by issuing new shares and selling existing ones. The US-based firm Greenoaks is said to be leading the round, […]

The confirmation of two hacked victims further deepens an ongoing spyware scandal that, for now, appears largely focused on the Italian government.

The Italian government claims that accepting Paragon’s help would have compromised national security and classified information.

All Thibault Launay and his wife Simi wanted nearly five years ago was to build a dream home in Portugal, where they both now live. But what they encountered instead was a broken system. “Fourteen months of delays, 20% budget overruns, and endless stress managing over 10 subcontractors,” Thibault recalled. They bought the land in […]

This week on StrictlyVC Download, Strictly VC’s Alex Gove speaks with Eric Slesinger from 201 Ventures, a firm focused on seed-stage defense tech startups in Europe. They discuss Slesinger’s journey from CIA to investor and how he recognized the untapped potential in European defense tech while others were dismissive. They also chat about how he’s […]

As the AI Summit got underway in Paris on Monday, some 60 European companies — from incumbent industrial giants to AI startups (including France’s LLM-maker Mistral) — signed up to an initiative to help establish Europe as a leader in AI. But the fact that they felt the need to sign up at all highlights the […]

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Following allegations of potential abuse, Paragon Solutions has cut off Italy from its spyware systems.

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OpenAI on Thursday launched data residency in Europe, allowing European organizations to meet local data sovereignty requirements while using the AI company’s products. Data residency refers to the physical location of an organization’s data, as well as the local laws and policy requirements imposed on that data. Most tech giants and cloud providers offer European […]

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WhatsApp said users in several European countries were targeted with Paragon spyware, according to the Italian government.

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