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Software is Mostly All You NeedNeural Networks at Buildtime, Software at RuntimeOver the last 6 months and the last 6 weeks in particular, AI coding agents have shown to be incredibly capable at writing software.

The success of coding agents and the software systems built thereon carry lessons about where to apply AI agents in general as well.

Consider browser-use:agent = Agent ( task = "Find the top HN post" , llm = llm , browser = browser )await agent .

Why Execution Requires Traditional Software #Neural networks lack the properties that execution requires: determinism, auditability, and precision on edge cases.

Adaptable Software Systems #Ironically, software is still mostly all you need…

Employers, use letters for job applications January 29, 2025Employers, please consider removing digital job application submissions and instead require job applications to be postmarked using a physical letter.

Job searching has always been Kafkaesque, but each of my forays into job exploration over the past 10 years have been progressively more Kafkaesque than the last.

Note that you could use LLMs to automate job applications since LLMs got popular, but the barrier-to-entry was fairly high.

I predict a coming barfstorm of job applications, a freefall in hiring success in an already impossible market.

But the race-to-the-bottom of online applications will only accelerate as the barrier-to-…

🎓 Zero Barriers to Entry No software installations, no licenses to purchase, no accounts to manage.

Students simply open a browser and start creating.

🌐 Works Everywhere Chromebooks, tablets, old computers, new computers.

If it runs a modern browser, it runs Grid.Space.

📚 Self-Paced Learning Students work at their own pace.

Cutting Up Curved ThingsYour GPU doesn't know what a cylinder is.

So before any curved surface can be rendered, someone has to chop it into triangles.

Evaluate the surface at each grid point to get 3D coordinates, then connect adjacent points into triangles.

The easy case: flat facesPlanar faces don't need sampling because the vertices are already there in the topology.

for vertex in boundary { let v = ( vertex - center ) .

I’ve started to think of this as backseat software: the slow shift from software as a tool you operate to software as a channel that operates on you.

The software didn’t constantly change underneath you, and it didn’t have the opportunity to ask for your attention beyond whatever UI the developers shipped on day one.

And just like that, the tool starts acting less like a tool and more like a stalker.

Software didn’t break all at once.

That’s what good software used to feel like and what it could feel like again.

The Electronic Frontier Foundation stands with the people of Minneapolis and with all of the communities impacted by the ongoing campaign of ICE and CBP violence.

EFF will be closed Friday, Jan. 30 as part of the national shutdown in opposition to ICE and CBP and the brutality and terror they and other federal agencies continue to inflict on immigrant communities and any who stand with them.

We do not make this decision lightly, but we will not remain silent.

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The Wi-Fi only works when it's raining April 01, 2024Happy April 1st!

"The Wi-Fi only works when it's raining."

"The Wi-Fi only works while it's raining," he repeated patiently.

With a bit of work, my dad set up a line-of-sight Wi-Fi bridge — a couple of high-gain directional Wi-Fi antennas pointed at each other — between the office and our apartment.

Shortly before when I came back home that summer, its topmost branches had managed to reach high enough to interfere with our Wi-Fi signal.

With its latest acquisition of the AI startup Q.ai, Apple aims to gain an edge, particularly in the audio sector.

​As first reported by Reuters, Apple has acquired Q.ai, an Israeli startup specializing in imaging and machine learning, particularly technologies that enable devices to interpret whispered speech and enhance audio in noisy environments.

Apple has been adding new AI features to its AirPods, including the live translation capability introduced last year.

​Notably, this is the second time CEO Aviad Maizels has sold a company to Apple.

​Its founding team, including Maizels and co-founders Yonatan Wexler and Avi Barliya, will join Apple as part of the acquisition.

“We were shaken, and angry at and afraid of what seemed like a coordinated effort between federal and state officials,” Ralat wrote about the experience in Texas Monthly.

On the way looking for another historical marker, a white truck passed them.

Driving back toward Presidio, the white truck pulled up behind them at the intersection of Highways 170 and 67 and eventually pulled them over near the Presidio Lely International Airport after following them for about five miles.

While Ralat wrote that they were U.S. Immigration and Customs Enforcement (ICE)agents, that probably wasn’t the case—technically.

A photo from Bravo shows a white U.S. Customs Enforcement truck.

AlvaroA native Emacs shell to interact with LLM agents powered by ACP (Agent Client Protocol).

Watch on YouTubeNewsRelated projectsacp.el: An ACP (Agent Client Protocol) implementation in Emacs lisp.

CursorFor Cursor agent, install with:npm install -g @blowmage/cursor-agent-acpSee https://github.com/blowmage/cursor-agent-acp-npm for details.

PiFor Pi coding agent, install the pi-acp adapter:npm install -g pi-acpSee https://github.com/svkozak/pi-acp for details.

UsageQuick StartM-x agent-shell - Start or reuse any of the known agents.

I never asked it to do that.”That’s the defense.

Without a durable cryptographic proof binding the human to a scoped delegation, “the AI did it” becomes a convenient defense.

In a loose, pre-cryptographic way, it gestures at two properties we want for agent delegation.

The file server validates the signature, checks the constraints, and produces a receipt that pairs authorization evidence with the action metadata.

The UI doesn’t say “Authorize Agent.” It says “Authorize Agent to read /data/reports for 1 hour.”Broad authorization is a choice.

A 1 km tower in the desert suddenly felt less like progress and more like a luxury space shuttle launch pad that forgot to leave Earth.

On paper, a 1 km tower sounds like the ultimate expression of that logic, a vertical city that sips land and concentrates life.

A 1 km tower needs vast energy to pump water, cool air, move people up and down all day.

The question isn’t whether a 1 km tower in the desert is technically possible.

Maybe that’s the strangest thing about a 1 km tower in the desert.

Flameshot Powerful yet simple to use screenshot software.

Example commands:Capture with GUI: flameshot guiCapture with GUI with custom save path: flameshot gui -p ~ /myStuff/capturesCapture with GUI after 2 seconds delay (can be useful to take screenshots of mouse hover tooltips, etc.

Now every time you press Prt Sc , it will start the Flameshot GUI instead of the default application.

Print is the key name, flameshot gui is the shell command; for more options see the fluxbox wiki.

Requires CMAKE 3.29. export CMAKE_INSTALL_PREFIX=/opt/flameshot # Linux cmake -S . -B " $BUILD_DIR " \ && cmake --build " $BUILD_DIR " # MacOS cmake -S . -B " $BUILD_DIR " \ -DQt6_DIR= " $( brew --prefix qt6 ) /li…

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Two security professionals who were arrested in 2019 after performing an authorized security assessment of a county courthouse in Iowa will receive $600,000 to settle a lawsuit they brought alleging wrongful arrest and defamation.

Reputational hits from these sorts of events can be fatal to a security professional’s career.

And of course, the prospect of being jailed for performing authorized security assessment is enough to get the attention of any penetration tester, not to mention the customers that hire them.

“It sent a chilling message to security professionals nationwide that helping [a] government identify real vulnerabilities can lead to arrest, prosecution, and public disgrace.

Tha…

For patients like my mom, who feel they don’t get the time or care they need from their health care systems, these chatbots have become a trusted alternative.

Over the course of months, my mom became increasingly smitten with her new AI doctor.

As my mother bonded with DeepSeek, health care providers across China embraced large language models.

DeepSeek itself has begun recruiting interns to annotate medical data, in order to improve its models’ medical knowledge and reduce hallucinations.

Dr. Tian Jishun, a gynecologist in Hangzhou, agreed to lend his persona to Alipay as the company built up its fleet of 200 AI doctors.

SECURITY DISCLOSURE - CRITICALMakuluLinux Ships a Persistent Backdoor in Every InstallationThe MakuluLinux operating system installs a binary that establishes a persistent connection to a command-and-control server owned by the developer.

This is not a third-party compromise.

The backdoor is embedded in the OS installer itself.

This definitively links the backdoor to the developer's own infrastructure.

Running an update system over HTTP with no signature verificationthat auto-executes with sudo every 5 minutes on every installation worldwide.

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Tesla’s head of vehicle engineering is telling you to stop thinking of Tesla as a company that sells cars.

Finally, in its latest 10k SEC filing, Tesla officially updated its mission to “building a world of amazing abundance” – whatever that means.

Instead of killing Model S and Model X, Tesla could have brought the good things it did with the Cybertruck, such as drive-by-wire and its 800V powertrain, to its programs, but it didn’t bother.

We get Musk saying the only vehicles Tesla will make are autonomous ones.

We get the Model S and X killed to make room for robots that don’t work yet.

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FeaturedPomelliGenie will be taking over the hero for Labs.Google homepage.

Pomelli will be moving to the first featured component on the homepage.

Starting today, we're rolling out access to Project Genie for Google AI Ultra subscribers in the U.S (18+).

This experimental research prototype lets users create, explore and remix their own interactive worlds.

How we’re advancing world modelsA world model simulates the dynamics of an environment, predicting how they evolve and how actions affect them.

Building on our model research with trusted testers from across industries and domains, we are taking the next step with an experimental research prototype: Project Genie.

How Project Genie worksProject Genie is a prototype web app powered by Genie 3, Nano Banana Pro and Gemini, which allows users to experiment with the immersive experiences…

The TensorPool Agent is an autonomous monitoring and recovery system for long-running distributed training jobs on Kubernetes, Slurm, or TensorPool Jobs.

​ How It WorksRegistration: Provide credentials to access your job scheduler of choice (Slurm, K8s, or TensorPool Jobs) on the : Provide credentials to access your job scheduler of choice (Slurm, K8s, or TensorPool Jobs) on the TensorPool Agent dashboard .

​ TensorPool Agent Status LifecycleStatus Description pending TensorPool Agent created, credentials being validated enabled TensorPool Agent is monitoring the job credential_error Credential validation failed, job is not accessible by the TensorPool Agent, fix and resubmit recovering Job…

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Here goes: Litestream is a Unix-y tool for keeping a SQLite database synchronized with S3-style object storage.

To make this even faster, we are integrating Litestream VFS to improve start times.The VFS is a dynamic library you load into your app.

All storage on a Sprite shares this “eventual durability” property, so the terms of the VFS write make sense here.

To enable writes with Litestream VFS, just set the LITESTREAM_WRITE_ENABLED environment variable "true" .

Litestream works fine without the VFS, with unmodified applications, just running as a sidecar alongside your application.

Whoa there!

You have triggered an abuse detection mechanism.

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Building Docs Like a Product29 Jan, 2026Stripe is famous for having some of the best product docs, largely because they are "designed to feel like an application rather than a traditional user manual".

I spent much of the last week building and writing the docs for Scour, and I am quite proud of the results.

The answer: interactive pieces of the product, built right into the docs themselves.

No broken links across docs sections, and no broken links from the docs to parts of the application.

typed_get ( interests ); }Anywhere else we might want to link to the Interests docs, we can use the following to get the path:use crate :: docs :: InterestsPath ; async fn other_docs () { let interests_p…

Here's what 69B34B04 looks like:██████ ██████ ████████ ██████ ██ ████████ ██████ ██ ██ ██ ██ ██ ██ ██ ██ ██ ████ ██ ██ ██ ████ ████ ██ ██ ██ ██ ██ ██ ██ ██ ██ ██ ██ ██ ██ ██ ██ ████████ ████████ ████████ ████ ██ ██ ████████ ████ ██ ██ ██ ██ ██ ██ ██ ██ ██ ██████████ ██ ██ ██ ██ ██████████ ██ ██…

Gadgetbridge is a free and open source Android application that allows you to pair and manage various gadgets such as smart watches, bands, headphones, and more without the need for the vendor application.

So in short, you can use Gadgetbridge instead of relying on your gadget's own proprietary app.

Get started

GermanCrazy Jumpman ist ein Computerspiel, dass als "Listing" in der Zeitschrift HC Happy Computer vom September 1984 veröffentlicht wurde.

Wenn das alles korrekt lief (keine Druckfehler, keine Abtippfehler), hatte man dann mehr Software, mit der man hantieren konnte - in diesem Fall das Spiel.

Ich habe auch keine (der damals ziemlich üblichen) Korrekturen in späteren Ausgaben finden können.

Oder es ging eine "gecrackte" Version rum, die die Fehler behoben hat - ebenfalls (bis heute) nicht unüblich.

Daraus wurde ein mehrjähriges Projekt (mit vielen, auch langen Unterbrechungen), das Spiel zu fixen und zu erweitern.

Ask Seer WhyGet AI-powered root cause analysis right in your terminal.

Seer analyzes stack traces, related events, and your codebase to explain exactly what went wrong and why.

Pagelove is not a web server that happens to understand selectors.

Pagelove builds on this: a range can be a CSS selector, and that selector becomes a query into the document's structure.

When you make a request to a Pagelove document, you can target any element within it.

A web where documents contain their own meaning is a web AI can navigate without bridges.

We’ve been researching, experimenting & building Pagelove for over a year.

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Why MicroPythonOS?

MicroPythonOS is a lightweight, fast, and versatile operating system designed to run on microcontrollers like the ESP32 and desktop systems.

With a modern Android-like touch screen UI, App Store, and Over-The-Air updates, it’s the perfect OS for innovators and developers.

Help us test WebUSB Unpinner, a tool critical for worker susveillance.

Help us empower workers against their employer’s surveillance by testing our tool WebUSB Unpinner.

We just released the first iteration of WebUSB Unpinner, a tool central to our process of investigation.

Take an app, possibly a complex, commercial app you’re using and run it through WebUSB Unpinner.

Some will fail, because WebUSB Unpinner is not perfect.

% █~ — zsh — Basic — 51×11 % highlight foo # just some docs func HelloWorld () [ 12 ] u8 { return "hello world" } Finished highlighting in 0.02 seconds.

% █~ — zsh — Tango Dark — 51×11 % highlight foo # just some docs func HelloWorld () [ 12 ] u8 { return "hello world" } Finished highlighting in 0.02 seconds.

% █~ — zsh — Solarized Dark — 51×11 % highlight foo # just some docs func HelloWorld () [ 12 ] u8 { return "hello world" } Finished highlighting in 0.02 seconds.

Basic~ — zsh — Basic — 51×11 % colortest ██ black ██ brblack ██ red ██ brred ██ green ██ brgreen ██ yellow ██ bryellow ██ blue ██ brblue ██ magenta …

My favorite XMPP client had broken on the main branch I was using.

Today, we're sharing the first public release of Fluux Messenger.

Fluux Messenger represents something new for us, bringing that same engineering philosophy to the client.

The Fluux SDK: Bridging Two WorldsAnyone who has built an XMPP client knows the challenge.

In my wildest dreams, I expect Fluux Messenger to become as configurable and versatile as those tools.

Ashley Capoot / CNBC:

OpenAI plans to retire several models from ChatGPT on February 13, including GPT‑4o, GPT‑4.1, and o4-mini, saying only 0.1% of users still choose GPT-4o — OpenAI announced it will retire several models from its ChatGPT chatbot next month, including its GPT‑4o model that is beloved by some users.

Bloomberg:

Perplexity signs a deal with Microsoft; sources say the $750M, three-year commitment will let Perplexity deploy AI models through Microsoft's Foundry service — AI startup Perplexity signed a $750 million deal with Microsoft Corp. to use its Azure cloud service, spreading its business beyond longtime cloud partner Amazon.com Inc.

Reuters:

Sources: the Pentagon is clashing with Anthropic over safeguards limiting the use of its tech to target weapons autonomously and conduct domestic surveillance — The Pentagon and artificial-intelligence developer Anthropic are at odds over potentially eliminating safeguards that might allow …

Jake Bleiberg / Bloomberg:

Sources: special agents with the US Commerce Department investigated claims by ex-Meta contractors that Meta staff had “unfettered” access to WhatsApp messages — US law enforcement has been investigating allegations by former Meta Platforms Inc. contractors that Meta personnel …

Wall Street Journal:

Sources: OpenAI is laying the groundwork for an IPO in Q4 2026, and its executives have privately expressed concerns about Anthropic beating OpenAI to an IPO — Rivals are competing to be the first major generative AI startup to tap the public markets — OpenAI is laying the groundwork …

Bloomberg:

Sources: SpaceX is considering a potential merger with Tesla, an idea some investors are pushing, while separately exploring a tie-up between SpaceX and xAI — SpaceX is considering a potential merger with Tesla Inc., as well as an alternative combination with artificial intelligence firm xAI …

Elias Schisgall / Wall Street Journal:

Sandisk reports Q2 revenue up 61% YoY to $3.03B, vs. $2.69B est., and net income up 672% to $803M, as AI drives demand upward; SNDK jumps 11%+ after hours — Data storage technology company posts second-quarter profit of $803 million, up from $104 million a year earlier

Todd Spangler / Variety:

Apple reports Q1 revenue from Services, which includes the App Store, Apple Pay, Apple TV, Apple Music, and iCloud, up 14% YoY to $30B, in line with estimates — Apple booked a record haul for the December 2025 quarter thanks to a spike in iPhone sales, while its services business continued to boom …

Kif Leswing / CNBC:

Apple reports Q1 revenue up 16% YoY to $143.76B, vs. $138.48B est., net income up 16% to $42.1B, and China net sales up 38% to $25.53B — Apple reported fiscal first-quarter earnings on Thursday that surpassed expectations, with revenue soaring 16% on an annual basis.

Apple:

Apple Q1: iPhone up 23% YoY to $85.27B, vs. $78.65B est., Mac down 7% to $8.39B, iPad up 6% to $8.6B, and Wearables, Home, and Accessories down 2% to $11.49B — All-time records for total company revenue and EPS — iPhone and Services revenue reach new all-time highs

Jordan Novet / CNBC:

Microsoft shares fell ~10% on Thursday following an earnings report that disappointed some investors, the stock's sharpest daily decline since March 2020 — Microsoft shares slid about 10% on Thursday following an earnings report that disappointed some investors, prompting the stock's sharpest daily decline since March 2020.

Tom Warren / The Verge:

Sources: Microsoft is focusing on fixing the core issues of Windows 11 over the coming months after persistent bugs, ads, and bloatware eroded user trust — Engineers are now focusing on performance, reliability, and the overall Windows experience. … Windows is in a weird spot.

Wall Street Journal:

Sources: Amazon is in talks to invest up to $50B in OpenAI, which is seeking up to $100B in new capital, a round that could value it at as much as $830B — CEO Andy Jassy is leading the e-commerce giant's negotiations with the startup — Amazon.com is in talks to invest up to $50 billion in OpenAI …

Natalie Lung / Bloomberg:

Grubhub plans to remove delivery and service fees on restaurant orders over $50 starting Feb. 2; Grubhub's US market share fell to ~4% in 2025 from 10% in 2023 — Grubhub is removing delivery and service fees on all restaurant orders above $50, the latest move by the newly private food-delivery app …

Omer Kabir / CTech:

The Q.ai acquisition could be Apple's second-largest ever and marks founder Aviad Maizels' second exit to Apple, which bought his startup PrimeSense in 2013 — The little-known company has been working on whispered speech and advanced audio technologies for wearable devices.

Isaiah Poritz / Bloomberg Law:

A San Francisco jury finds former Google engineer Linwei Ding guilty of stealing trade secrets related to AI chip technology to build a startup in China — A former Google engineer was convicted Thursday of economic espionage and trade secrets theft for taking hundreds of the company's confidential documents …

Reuters:

Source: SpaceX and xAI are in talks to merge ahead of a planned IPO this year; under the proposed deal, shares of xAI would be exchanged for shares in SpaceX — Elon Musk's SpaceX and xAI are in discussions to merge ahead of a blockbuster public offering planned for later this year.

Sarah Perez / TechCrunch:

Appfigures: Sora's app downloads dropped 32% month-over-month in December and 45% in January to 1.2M; consumer spending on the app fell 32% MoM as of January — After rapidly hitting the top of the App Store in October, OpenAI's video-generation app Sora is now struggling.

Conor Murray / Forbes:

Social media app UpScrolled hits #1 on Apple's US app store following allegations that TikTok suppresses anti-ICE videos; its founder says it crossed 1M users — Topline — Social media app UpScrolled ranks No. 1 on Apple's U.S. app store as of Thursday as it capitalizes on user discontent with TikTok …

Kevin McLaughlin / The Information:

OpenAI has hired 7+ employees from AI coding startup Cline, including Nik Pash, who left Cline after posting “imagine the smell” on X regarding an xAI hackathon — OpenAI has recently hired more than a half dozen employees from Cline, a startup that develops an open-source …

Financial Times:

Apple acquires Q.ai, whose tech can analyze facial expressions and could enable non-verbal discussions with AI assistants; sources: the deal values Q.ai at ~$2B — iPhone-maker strikes deal for secretive group that creates technology that analyses facial expressions

Jay Peters / The Verge:

Google launches Project Genie, which lets users create interactive worlds using Genie 3, Nano Banana Pro, and Gemini, for Google AI Ultra subscribers in the US — It's what I had the most fun using Google's Project Genie for, at least right now. … This week, a new generative AI tool …

Murray Stassen / Music Business Worldwide:

A coalition of music publishers, including UMG, filed a second lawsuit against Anthropic, seeking $3B over allegations of copyright infringement of 20k+ songs — A coalition of music publishers has filed a second copyright infringement lawsuit against AI company Anthropic, and it's a big one.

Emma Roth / The Verge:

Deezer makes its AI music detection tool available for businesses to buy and says daily deliveries of AI tracks averaged 60K in January, ~39% of total uploads — The tool, which identifies, tags, and removes AI-generated music from recommendations, has detected over 13.4 million AI tracks in 2025.

Updating guide (and run moltbot doctor ).

git clone https://github.com/moltbot/moltbot.git cd moltbot pnpm install pnpm ui:build # auto-installs UI deps on first run pnpm build pnpm moltbot onboard --install-daemon # Dev loop (auto-reload on TS changes) pnpm gateway:watchNote: pnpm moltbot ... runs TypeScript directly (via tsx ).

Run moltbot doctor to surface risky/misconfigured DM policies.

Details: Security guide · Docker + sandboxing · Sandbox configLink the device: pnpm moltbot channels login (stores creds in ~/.clawdbot/credentials ).

Advanced docs (discovery + control)Operations & troubleshootingDeep divesWorkspace & skillsPlatform internalsEmail hooks (Gmail)MoltyMoltbot was built fo…

This repository contains the following implementations:Sparse Attention KernelsThese kernels power DeepSeek Sparse Attention (DSA), as introduced in this paper.

Token-level sparse attention for the prefill stageToken-level sparse attention for the decoding stage, with FP8 KV cacheDense Attention KernelsDense attention for the prefill stageDense attention for the decoding stageNews2025.09.29 Release of Sparse Attention Kernels : With the launch of DeepSeek-V3.2, we are releasing the corresponding token-level sparse attention kernels.

: With the launch of DeepSeek-V3.2, we are releasing the corresponding token-level sparse attention kernels.

Sparse Attention ( indices tensor): The indices ten…

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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[2025.09.23] New daily RAG paper digest, updated every day 👉 |📖 Papers|[2025.09.09] Released a Lightweight DeepResearch Pipeline local setup tutorial 👉 |📺 bilibili|📖 Blog|[2025.09.01] Released a step-by-step UltraRAG installation and full RAG walkthrough video 👉 |📺 bilibili|📖 Blog|[2025.08.28] 🎉 UltraRAG 2.0 Released!

Designed for research exploration and industrial prototyping, UltraRAG standardizes core RAG components (Retriever, Generation, etc.)

[all] " # On-demand installation uv pip install -e " .

Verify InstallationAfter installation, run the following example command to check if the environment is normal:ultrarag run examples/sayhello.yamlIf you see the following output, the install…

Agent Lightning⚡The absolute trainer to light up AI agents.

💤 Build with ANY agent framework (LangChain, OpenAI Agent SDK, AutoGen, CrewAI, Microsoft Agent Framework...); or even WITHOUT agent framework (Python OpenAI).

🤖agent framework (LangChain, OpenAI Agent SDK, AutoGen, CrewAI, Microsoft Agent Framework...); or even WITHOUT agent framework (Python OpenAI).

Authorized use of Microsoft trademarks or logos is subject to and must follow Microsoft's Trademark & Brand Guidelines.

Use of Microsoft trademarks or logos in modified versions of this project must not cause confusion or imply Microsoft sponsorship.

try - fresh directories for every vibeWebsite · RubyGems · GitHubYour experiments deserve a home.

Usagetry # Browse all experiments try redis # Jump to redis experiment or create new try new api # Start with "2025-08-17-new-api" try .

try = { enable = true ; path = "~/experiments" ; # optional, defaults to ~/src/tries } ; }HomebrewQuick startbrew tap tobi/try https://github.com/tobi/try brew install tryAfter installation, add to your shell:Bash/Zsh: # default is ~/src/tries eval " $( try init ) " # or pick a path eval " $( try init ~ /src/tries ) "Fish: eval " (try init | string collect) " # or pick a path eval " (try init ~/src/tries | string collect) "Why Ruby?

A: Because you have 200 dir…

Tambo AI Generative UI for React Build apps that adapt to your users.

Tambo is a generative UI SDK for React.

const { value , setValue , submit , isPending } = useTamboThreadInput ( ) ; < input value = { value } onChange = { ( e ) => setValue ( e . target .

HTTP , } , ] ; < TamboProvider components = { components } mcpServers = { mcpServers } > < App /> ;2025-11-07-elicitations.mp4Supports the full MCP protocol: tools, prompts, elicitations, and sampling.

git clone https://github.com/tambo-ai/tambo.git cd tambo npm install npm run dev # apps/web + apps/apiUseful commands:npm run build # Build everything npm run lint # Lint (lint:fix to autofix) npm run check-types # Type check npm test # R…

Remotion is a framework for creating videos programmatically using React.

Why create videos in React?

Leverage web technologies : Use all of CSS, Canvas, SVG, WebGL, etc.

: Use all of CSS, Canvas, SVG, WebGL, etc.

Read the LICENSE page for more information.

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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NeuTTSHuggingFace 🤗:NeuTTS-Nano-V4.mp4Created by Neuphonic - building faster, smaller, on-device voice AIState-of-the-art Voice AI has been locked behind web APIs for too long.

NeuTTS is a collection of open source, on-device, TTS speech language models with instant voice cloning.

\ --ref_audio samples/jo.wav \ --ref_text samples/jo.txtTo specify a particular model repo for the backbone or codec, add the --backbone argument.

One-Code Block Usagefrom neutts import NeuTTS import soundfile as sf tts = NeuTTS ( backbone_repo = "neuphonic/neutts-nano" , # or 'neutts-nano-q4-gguf' with llama-cpp-python installed backbone_device = "cpu" , codec_repo = "neuphonic/neucodec" , codec_device = "cpu" ) …

Ultralytics creates cutting-edge, state-of-the-art (SOTA) YOLO models built on years of foundational research in computer vision and AI.

Usage CLI You can use Ultralytics YOLO directly from the Command Line Interface (CLI) with the yolo command: # Predict using a pretrained YOLO model (e.g., YOLO26n) on an image yolo predict model=yolo26n.pt source= ' https://ultralytics.com/images/bus.jpg ' The yolo command supports various tasks and modes, accepting additional arguments like imgsz=640 .

Python Ultralytics YOLO can also be integrated directly into your Python projects.

It accepts the same configuration arguments as the CLI: from ultralytics import YOLO # Load a pretrained YOLO26n model mod…

HandyA free, open source, and extensible speech-to-text application that works completely offline.

Handy is a cross-platform desktop application built with Tauri (Rust + React/TypeScript) that provides simple, privacy-focused speech transcription.

Press a shortcut, speak, and have your words appear in any text field—all without sending your voice to the cloud.

Handy was created to fill the gap for a truly open source, extensible speech-to-text tool.

When the overlay is visible it can steal focus, which prevents Handy from pasting back into the application that triggered transcription.

Prowler is the Open Cloud Security platform trusted by thousands to automate security and compliance in any cloud environment.

DescriptionProwler is the world’s most widely used open-source cloud security platform that automates security and compliance across any cloud environment.

Provider Checks Services Compliance Frameworks Categories Support Interface AWS 584 85 40 17 Official UI, API, CLI GCP 89 17 14 5 Official UI, API, CLI Azure 169 22 15 8 Official UI, API, CLI Kubernetes 84 7 6 9 Official UI, API, CLI GitHub 20 2 1 2 Official UI, API, CLI M365 70 7 3 2 Official UI, API, CLI OCI 52 15 1 12 Official UI, API, CLI Alibaba Cloud 63 10 1 9 Official CLI IaC See trivy docs.

N/A N/A N/A Of…

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More specifically, we’ll focus on the cross section of those wings to reveal the shape of an airfoil – you can see it presented in yellow below:We’ll find out how the shape and the orientation of the airfoil helps airplanes remain airborne.

The very same rules apply to any region of air – I’ve outlined some of them with dashed boxes up in the sky.

To simplify things a little, let’s use a less complicated shape of a symmetric airfoil – you can see it in the demonstration below.

The pressure field we’ve just seen clearly works – regions of lower and higher pressure guide the air around the airfoil.

Let’s plot the dependence between the lifting force and the angle of attack of an airfo…

I ENJOYED THIS SHORT PUCKOS FIC WHERE SHANE IS TERRIBLE AT SEXTING. BECAUSE SHANE RLY WOULD BE.

Wikidata has over 33 thousand items for movies that have fallen into the public domain. A fraction of these items (~1300 at the time of writing) have a video file, either at Wikimedia Commons, the Internet Archive, or YouTube. WikiFlix is a bespoke interface to browse, search, and view these movies, and information about them, including cast members etc. It is modeled in the general theme of popular video streaming services, without trying to copy any specific one.

T - a text processing language and utilityt is a concise language for manipulating text, replacing common usage patterns of Unix utilities like grep, sed, cut, awk, sort, and uniq.

The -f flag can be used to switch to file mode: [file, file, ...] .

# Split at index 2 ["a", "b", "c", "d", "e"] → [["a", "b"], ["c", "d", "e"]] (with p2) # Split at multiple indices ["a", "b", "c", "d", "e"] → [["a"], ["b", "c"], ["d", "e"]] (with p1,3) # Chunk into groups of 2 (split at every 2nd index) ["a", "b", "c", "d", "e", "f"] → [["a", "b"], ["c", "d"], ["e", "f"]] (with p::2)Also works on strings:"hello" → ["he", "llo"] (with p2) "abcdef" → ["ab", "cd", "ef"] (with p::2)@ - DescendDescends one level int…

A week ago I asked on Mastodon and Bluesky:What are you favourite well-made apps or sites?

(Numbers in circles like ② or ③ mean more than one person nominated a given site or app.)

Info sites:Ian’s Shoelace Site ② “A «does one thing well» site.

“All the liner notes and song texts!”www.gov.ukplaintextsports.comInteractive explainers:Personal sites:Work and tasks:Mimestream ③ “It basically stays out of my way?

Unbeatable for handling both notes in class (uni) and on site (trade).”“Been using OmniOutliner daily for decades.

They don't manage their confusion, don't seek clarifications, don't surface inconsistencies, don't present tradeoffs, don't push back when they should."

"They still sometimes change/remove comments and code they don't sufficiently understand as side effects, even if orthogonal to the task."

Goal-Driven ExecutionDefine success criteria.

[Step] → verify: [check]Strong success criteria let the LLM loop independently.

Add them to your existing CLAUDE.md or create a new one.

25 Jan 2026Thinking about doing the thing is not doing the thing.

Dreaming about doing the thing is not doing the thing.

Visualizing success from doing the thing is not doing the thing.

Failing while doing the thing is doing the thing.

Writing a blog about doing the thing is not doing the thing.

via The Verge https://ift.tt/maAnjlJ

Enhanced Range and FindabilityApple’s second-generation Ultra Wideband chip — the same chip found in the iPhone 17 lineup, iPhone Air, Apple Watch Ultra 3, and Apple Watch Series 11 — powers the new AirTag, making it easier to locate than ever before.

With Share Item Location, users can share the location of a misplaced item with a participating airline’s customer service team.

Precision Finding on Apple Watch requires Apple Watch Series 9 or later, or Apple Watch Ultra 2 or later, with watchOS 26.2.1.

Today, Apple leads the world in innovation with iPhone, iPad, Mac, AirPods, Apple Watch, and Apple Vision Pro.

Apple’s six software platforms — iOS, iPadOS, macOS, watchOS, visionOS, and tvOS…

Using telnet, you can access a variety of these resources on the internet.

Below you’ll find lists of a few places to get you started.

If you have an interesting item to add, just send an email to us:Various fun telnet serversNotable, but no longer online :(towel.blinkenlights.nl 23Star Wars asciimationtowel.blinkenlights.nl 666The Bofh Excuse ServerReal classics.

The telnet server is offline, but the website is still up for this one!

mtrek.com:1701mtrek (star trek themed game)mtrek (star trek themed game) xmltrek.com:1701xmltrek (star trek themed game)Both are offline at the time of this update.

Your access has been blocked.

Our site’s security protections triggered a block.

If you think this was in error, email us at [email protected].

Please include how you got to this webpage and the Cloudflare Ray ID located at the bottom of the page.

Cloudflare Ray ID: 9c4e45dd9bb9dcb9Back to The Atlantic

But I started learning Django to make a website a few months back, I’ve been liking it so far, and here are a few quick notes!

I spent some time trying to learn Rails in 2020, and while it was cool and I really wanted to like Rails (the Ruby community is great!

), and Django feels easier to me because things are more explicit.

Django has a really nice built-in admin interface, and I can customize it with just a little bit of code.

If I add, delete, or change a field in models.py , Django will automatically generate a migration script like migrations/0006_delete_imageblob.py .

"Setup @moltbot by @steipete yesterday.

All I have to say is, wow.

First I was using my Claude Max sub and I used all of my limit quickly, so today I had my clawd bot setup a proxy to route my CoPilot subscription as a API endpoint so now it runs on that.

It's the fact that clawd can just keep building upon itself just by talking to it in discord is crazy.

The future is already here"@jonahships_

Understanding Threshold Map in Ordered Dithering.

← or use arrow keys to navigate →This part dives into ordered dithering, a method using a threshold map to decide each pixel's final color*.

It’s just a visual exploration of the logic behind ordered dithering.

This is essentially how a threshold map works in ordered dithering.

Halftoning• Ditherpunk — The article I wish I had about monochrome image dithering• Robert Ulichney's paper on void-and-cluster ditheringI hope you enjoy what you read so far!

Jan 23, 2026Today we are happy to announce MapLibre Tile (MLT), a new modern and efficient vector tile format.

What is MapLibre Tile?

MapLibre Tile (MLT) is a succesor to Mapbox Vector Tile (MVT).

You can use the new encoding property on sources in your style JSON with a value of mlt for MLT vector tile sources.

You can also try out the encoding server that converts existing (MVT-based) styles and vector tile sources to MLT on the fly.

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.

It’s like, I don’t know if you’re a golfer, Tim, but that’s what golf folks say as well.

And golf tech, like any tech, is just limitless really what they can fine tune and dial in.

I’m being facetious, but you know, golf rounds aren’t cheap, golf trips with friends aren’t cheap, golf clubs are not cheap.

And so that today is my TrueNAS box.

I kind of want my TrueNAS box to do everything.

[ ] Well, there’s, and we’ve talked a lot about the building of a company and the building of software now.

And I think founders today have that, it is as important as the thing that they’re building, right?

And if you’re a developer building an agent, it could be your sales agent, it could be a developer of a coding agent.

And you connect up to the Layercode voice layer and put in our browser SDK and then you get a little voice agent microphone button and everything in the web app.

There’s a lot of trade-offs, right, in voice between latency, price, quality, so we let users explore that and find the right fit for their voice agent.

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.

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

Depot – 10x faster builds?

Build faster.

Accelerate Docker image builds, and GitHub Actions workflows.

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

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

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.

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

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.

Depot – 10x faster builds?

Build faster.

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

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.

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.

Depot – 10x faster builds?

Build faster.

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

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

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

Depot – 10x faster builds?

Build faster.

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

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

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

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

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.

ZDNET's key takeawaysFrance is dropping US videoconferencing services in favor of its own open-source program.

They're moving civil servants off Microsoft Teams and Zoom and onto a homegrown videoconferencing platform called Visio -- all in the name of sovereign control over its digital infrastructure.

France's Interministerial Directorate for Digital Affairs (DINUM) developed Visio as a sovereign videoconferencing platform for the French state.

France is making this move not only to support digital sovereignty and improve security.

When digital sovereignty becomes policyFrance's pivot lands at a time of heightened transatlantic tension over data protection, antitrust, and industrial policy.

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.

TCL Nxtpaper 11 Plus ZDNET's key takeaways The TCL Nxtpaper 11 Plus is available for $239 with an included stylus and flip case.

Enter: the TCL Nxtpaper 11 Plus.

The last time I tested a TCL Nxtpaper tablet, I literally gave my husband my iPad, realizing I no longer needed it.

So when I tell you that I was giddy with excitement to try the new Nxtpaper 11 Plus, I'm not exaggerating.

The only drawback to using the TCL Nxtpaper 11 Plus as an e-reader is that it's not a light device.

Making my own custom stickers is exactly what I love about the Liene PixCut S1.

But it's not just a photo printer; it's also a sticker printer that cuts them out for you, so you can create or find stickers and print them right from your phone.

A photo printer ensures they see the light of day, and a Bluetooth printer makes it as easy to print them out as if you were uploading them to social media or sending them to someone.

Then, the printer laminates the paper with a clear protective coating, making the photos or stickers resistant to wear, mild scratches, and water.

I used the PixCut S1 to print photos and to create stickers in the Liene app, including a ZDNET sticker for my laptop.

ZDNET's key takeawaysRogbid Fusion is a hybrid smart ring and smartwatch.

Rogbid is following Casio's lead with the release of the Rogbid Fusion, a hybrid smart ring smartwatch for $50.

If users tire of wearing the ring around their finger, an extended strap turns the smart ring into a wristwatch.

For $50, the smart ring packs a lot into a little.

Where to buy the Rogbid FusionThe Rogbid Fusion is available on Rogbid's website.

Security experts have warned against joining the trend and using the AI assistant without caution.

Clawdbot, now rebranded as Moltbot following an IP nudge from Anthropic, has been at the center of a viral whirlwind -- but there are security ramifications of using the AI assistant you need to be aware of.

There's no perfectly secure setup, as Moltbot's documentation acknowledges, and Cisco calls Moltbot an "absolute nightmare" from a security perspective.

Rahul Sood, CEO and co-founder of Irreverent Labs, has listed an array of potential security problems associated with proactive AI agents, saying that Moltbot/Clawdbot's security model "scares the sh*t out of me."

Moltbot might be the firs…

Growth in regions like China and India are credited with pushing Apple's phone sales higher than ever.

One intrepid Morgan Stanley analyst dared to ask how Apple will make money on its AI investments. The answer will not shock you.

If a deal materializes, it would mean Amazon is backing competing startups in the race for AI supremacy.

Medium gives its employees the option to take the day off to protest on Friday.

Microsoft says its own chip leapfrogs those made by other cloud providers like Amazon and Google. But it needs more.

The fintech giant said it plans to "seek recoupment of any expenses" from its firewall provider SonicWall after a 2025 data breach exposed customer firewall configurations.

With Microsoft spending many billions on data centers, and rumors that no one is using its AI, CEO Satya Nadella shared some usage numbers.

This merger would bring the Grok chatbot, Starlink satellites, and SpaceX rockets together under one corporation.

Apple announced its acquisition of Q.AI for a reported nearly $2 billion, making it the company's second-largest acquisition to date.

Waymo has worked for years to gain access to SFO.

Starting Thursday, Google AI Ultra subscribers in the U.S. can play around with Project Genie, which is powered by a combination of Google’s latest world model Genie 3, its image generation model Nano Banana Pro, and Gemini.

Sora's mobile app downloads fell 45% in January, and consumer spending dropped.

Originally, these music publishers had filed a lawsuit against Anthropic over its use of about 500 copyrighted works.

With the highest global usage of Gemini for learning, India is emerging as a key market shaping Google's approach to AI in education.

An anonymous reader quotes a report from Wired: Earlier this month, Joseph Thacker's neighbor mentioned to him that she'd preordered a couple of stuffed dinosaur toys for her children. She'd chosen the toys, called Bondus, because they offered an AI chat feature that lets children talk to the toy like a kind of machine-learning-enabled imaginary friend. But she knew Thacker, a security researcher, had done work on AI risks for kids, and she was curious about his thoughts. So Thacker looked into it. With just a few minutes of work, he and a web security researcher friend named Joel Margolis made a startling discovery: Bondu's web-based portal, intended to allow parents to check on their chil…

Google is letting outsiders experiment with DeepMind's Genie 3 "world model" via Project Genie, a tool for generating short, interactive AI worlds. The caveat: it requires a $250/month AI Ultra subscription, is U.S.-only, and has tight limits that make it more of a tech demo than a game engine. Engadget reports: At launch, Project Genie offers three different modes of interaction: World Sketching, exploration and remixing. The first sees Google's Nano Banana Pro model generating the source image Genie 3 will use to create the world you will later explore. At this stage, you can describe your character, define the camera perspective -- be it first-person, third-person or isometric -- and how…

NVIDIA has officially launched a native GeForce NOW client for Linux as a Flatpak, giving Linux gamers access to cloud-rendered RTX gaming. Phoronix reports: While confined to a Flatpak, for now NVIDIA is just "officially" supporting it on Ubuntu 24.04 LTS and later. Granted, thanks to Flatpak it should run on other non-Ubuntu distributions too but in terms of the official support and where they are qualifying their builds they are limiting it just to Ubuntu 24.04 LTS and later. [...] At launch the Flatpak build is also just for x86_64 Linux with no AArch64 Linux builds or similar at this time. Running GeForce NOW on Linux while games are rendered in NVIDIA's cloud with Blackwell GPUs, you …

An anonymous reader quotes a report from Ars Technica, written by Dan Goodin: Two security professionals who were arrested in 2019 after performing an authorized security assessment of a county courthouse in Iowa will receive $600,000 to settle a lawsuit they brought alleging wrongful arrest and defamation. The case was brought by Gary DeMercurio and Justin Wynn, two penetration testers who at the time were employed by Colorado-based security firm Coalfire Labs. The men had written authorization from the Iowa Judicial Branch to conduct "red-team" exercises, meaning attempted security breaches that mimic techniques used by criminal hackers or burglars. The objective of such exercises is to t…

The preprint repository arXiv will require all submissions to be written in English or accompanied by a full English translation starting February 11, a policy change that explicitly permits the use of AI translators even as research suggests large language models remain inconsistent at the task. Until now, authors only needed to submit an abstract in English. ArXiv hosts nearly 3 million preprints and receives more than 20,000 submissions monthly, though just 1% are in languages other than English. Ralph Wijers, chair of arXiv's editorial advisory council, advises authors to verify any AI-generated translations. "Our own experience is that AI translation is good but not good enough," he sa…

An anonymous reader shares a report: The US is leading a huge global surge in new gas-fired power generation that will cause a major leap in planet-heating emissions, with this record boom driven by the expansion of energy-hungry datacenters to service AI, according to a new forecast. This year is set to shatter the annual record for new gas power additions around the world, with projects in development expected to grow existing global gas capacity by nearly 50%, a report by Global Energy Monitor (GEM) found. The US is at the forefront of a global push for gas that is set to escalate over the next five years, after tripling its planned gas-fired capacity in 2025. Much of this new capacity w…

An anonymous reader shares a report: U.S. life expectancy rose to a record high of 79 years in 2024, an increase of six months from the previous year, reflecting a sharp decline in deaths from COVID-19 and drug overdoses, the Centers for Disease Control and Prevention said on Thursday. According to a report from the CDC's National Center for Health Statistics, life expectancy improved for both men and women across races and among Hispanics, surpassing the previous peak set in 2014. Read more of this story at Slashdot.

Microsoft wants you to know that it knows that Windows 11, now used by a billion users, has been testing your patience and announced that its engineers are being redirected to urgently address the operating system's performance and reliability problems through an internal process the company calls "swarming." "The feedback we're receiving from our community of passionate customers and Windows Insiders has been clear. We need to improve Windows in ways that are meaningful for people," Pavan Davuluri, president of Windows and devices, told The Verge. The company plans to spend the rest of 2026 focusing on pain points including system performance, reliability, and overall user experience. Janu…

The private equity industry is experiencing a quiet reckoning as hundreds of midsize firms find themselves trapped between investors who have lost patience and portfolios of companies they cannot sell at acceptable prices. "There is existential risk for a number [of funds] because of the fundraising environment," said Sunaina Sinha Haldea, global head of private capital advisory at Raymond James. "If existing investors don't come and support them, new investors are highly unlikely to." According to data from Preqin, the average buyout fund that closed in 2025 spent 23 months fundraising, up from 16 months in 2021, and the total number of funds raised fell to 1,191 from 2,679 over the same p…

Apple has acquired Q.AI, a secretive Israeli startup whose technology can analyze facial skin micro-movements to interpret "silent speech," in a deal valued at close to $2 billion that marks the iPhone maker's second-largest acquisition ever, according to backer GV (formerly Google Ventures). The four-year-old company was founded in Tel Aviv in 2022 by Aviad Maizels, Yonatan Wexler and Avi Barliya. Patents filed by Q.AI show its technology being deployed in headphones or smart glasses to enable non-verbal communication with an AI assistant. The acquisition comes as Meta's Ray-Ban smart glasses already let wearers talk to its AI, and Google and Snap are preparing to launch competing devices …

An anonymous reader shares a report: Chat & Ask AI, one of the most popular AI apps on the Google Play and Apple App stores that claims more than 50 million users, left hundreds of millions of those users' private messages with the app's chatbot exposed, according to an independent security researcher and emails viewed by 404 Media. The exposed chats showed users asked the app "How do I painlessly kill myself," to write suicide notes, "how to make meth," and how to hack various apps. The exposed data was discovered by an independent security researcher who goes by Harry. The issue is a misconfiguration in the app's usage of the mobile app development platform Google Firebase, which by defau…

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

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

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

testing, and linked to pytest docs and a

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

pytest.raises as a context manager, and have

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

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

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

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

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

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

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

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

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

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

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

site on the host, but produced with

Django running locally. In 2021, it became a

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

the old-fashion…

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

The most popular and most important posts on Stratechery in 2025.

Update: I found a solution which I describe in

Generating data shapes with Hypothesis.In coverage.py, I have a class for computing the fingerprint of a data

structure. It’s used to avoid doing duplicate work when re-processing the same

data won’t add to the outcome. It’s designed to work for nested data, and to

canonicalize things like set ordering. The slightly simplified code looks like

this:class Hasher: """Hashes Python data for fingerprinting.""" def __init__(self) -> None: self.hash = hashlib.new("sha3_256") def update(self, v: Any) -> None: """Add `v` to the hash, recursively if needed.""" self.hash.update(str(type(v)).encode("utf-8")) match v: case None: pass case str(): self.hash.u…

In coverage.py, I have a class for computing the fingerprint of a data

structure. It’s used to avoid doing duplicate work when re-processing the same

data won’t add to the outcome. It’s designed to work for nested data, and to

canonicalize things like set ordering. The slightly simplified code looks like

this:class Hasher: """Hashes Python data for fingerprinting.""" def __init__(self) -> None: self.hash = hashlib.new("sha3_256") def update(self, v: Any) -> None: """Add `v` to the hash, recursively if needed.""" self.hash.update(str(type(v)).encode("utf-8")) match v: case None: pass case str(): self.hash.update(v.encode("utf-8")) case bytes(): self.hash.update(v) case int() | float(): self.…

2024, 2023, 2022, 2021, 2020, 2019, 2018, 2017, 2016, 2015, 2014, 2013, 2012, 2011, 2010, 2009, 2008 Нет, Дядя Вострек, не умеешь ты хайпить. Надо было больше пиздеть и меньше делать, а ты наоборот начал — много делаешь и мало пиздишь. А это прямой путь к выгоранию и забвению одновременно...

Необычный год вышел, мда. Я потерял работу и так и не смог найти новую ? или не смог найти сил опять танцевать бинарные деревья на интервью? . Навайбкодил несколько проектов, на некоторые из которых потр…

Netflix is driving the Hollywood end game, likely confident it can increase the value of IP, and fend off YouTube.

OpenAI and Nvidia are both under threat from Google; I like OpenAI's chances best, but they need an advertising model to beat Google as an Aggregator.

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…

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(): with open(Path("~/settings.json").expanduser()) as f: return json.load(f) def add_two_settings(): 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: # {"opt1": 1…

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”…

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, …

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…

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.

A real messenger with built-in language learning.

Vibe Language is a messenger for language learners.

On Vibe Language, you chat with friends, family, and partners just like any other messenger.

• UNDERSTAND EVERY MESSAGE Tap any message to see explanations.

Learn the language you want.

SarabSarab is a CLI tool designed to creates temporary public URLs for local services using Cloudflare Tunnels.

It automates the process of creating tunnels, DNS records, and ingress rules, providing a streamlined experience for exposing local ports to the internet.

FeaturesInstant Exposure: Quickly expose local ports (e.g., localhost:3000 ) to public subdomains.

Quickly expose local ports (e.g., ) to public subdomains.

Examples:# Expose port 3000 (standard) sarab expose 3000 # Expose a local HTTPS service with self-signed certs sarab expose 8000 --scheme https --no-tls-verify # Force IPv4 binding if 'localhost' defaults to IPv6 sarab expose 5280 --local-host 127.0.0.1 # Authenticated mode:…

Thank you for using RSS.app You are being redirected to the article now Opening article in 0 0 : 0 8The #1 Source of RSS FeedsConnect with Information You Care About Get RSS Feed From Almost Any Website

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SEO is dead. Be the product cited by ChatGPT. Discussion | Link

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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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The action you just performed triggered the security solution.

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The action you just performed triggered the security solution.

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«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.

HomeCooks, a British meal-prep marketplace connecting health-conscious consumers with homemade dishes from independent chefs, has raised €1.6 million (£1.4 million) to accelerate its retail expansion and growth across the UK. The company, which has received funding from PXN Ventures, Love Ventures, Speedinvest and several angel investors, is also planning to use the money raised to […]

The post London’s HomeCooks secures €1.6 million for its home-cooked meals prepared by independent chefs appeared first on EU-Startups.

Amsterdam-based Lucend today announced that it has raised €2.7 million ($3.3 million) in Seed funding to bring its transparent data centre optimisation to the U.S. market, helping enterprises illuminate complex operational environments. The round was led by Remarkable Ventures Climate (RVC), other investors include Mitsubishi Electric’s Innovation Fund, New Climate Ventures, Avesta Fund, and Stepchange […]

The post Dutch data centre optimisation startup Lucend raises €2.7 million to expand to the U.S. appeared first on EU-Startups.

Remember when we said the prize package for this year’s EU-Startups Summit Pitch Competition was worth more than €622k? Well, we slightly underestimated things. Since then, we have added new partners, more credits, and additional opportunities, pushing the total prize value to over €1 million. Yes, you read that right! As the EU-Startups Summit 2026 […]

The post Update: The EU-Startups Pitch Competition prize package just hit €1 million! appeared first on EU-Startups.

This week on the EU-Startups Podcast, we sit down with Hanno Renner, co-founder and CEO of Personio, a leading European all-in-one HR software platform built for small and medium-sized enterprises. Founded in 2105 in Munich, Personio supports companies across the full employee lifecycle, from recruitment and onboarding to payroll, performance, and people analytics. Today, the […]

The post The EU-Startups Podcast | Interview with Personio co-founder & CEO Hanno Renner appeared first on EU-Startups.

Paris-based VC firm daphni has reached the final closing of its latest fund, daphni Blue, at €260 million. The fund, which exceeded its initial target, is designed to transform Europe’s scientific strength into globally relevant startups tackling environmental and societal challenges. The final closing was achieved in under nine months from the first, and daphni […]

The post From lab coats to unicorns: French VC Daphni Blue closes €260 million fund to turn science into startups appeared first on EU-Startups.

We are pleased to announce that Wouter Durville, Founder of TestGorilla, will join the speaker line-up at the EU-Startups Summit 2026 on May 7-8 in sunny Malta! Founded in Amsterdam, TestGorilla is reshaping how companies hire by replacing traditional CV screening with science-backed, skills-based assessments. The platform helps organisations identify the right candidates faster, more […]

The post TestGorilla’s Founder Wouter Durville joins the EU-Startups Summit 2026 on May 7-8 in Malta! appeared first on EU-Startups.

Dealroom.co, an Amsterdam-based data platform and source of record for startups, high-growth companies, venture capital, and technology ecosystems, today announced a €5.8 million ($7 million) funding round for international expansion, with an initial focus on scaling its presence in the US. The round was led by Índico Capital Partners, with participation from Rabobank and existing […]

The post Amsterdam-based Dealroom raises €5.8 million to scale global tech ecosystem mapping appeared first on EU-Startups.

Recare, a Berlin-based provider of technology solutions for hospitals and care providers, has closed a growth financing round of up to €37 million, including a €7 million option, to scale its AI platform and expand its international business. The round was led by DNV, the independent assurance and risk management provider, with participation from CIBC […]

The post German HealthTech startup Recare closes €37 million funding round to scale AI platform and expand internationally appeared first on EU-Startups.

Dragonfly AI, a London-based innovator in AI-powered creative testing, has announced a €5.7 million (£5 million) investment to further advance its neuroscience-led technology, which takes a “fundamentally different approach to AI“. The round was led by 24Haymarket, with participation from Guinness Ventures and Foresight. Dragonfly AI is also appointing Fiona Dent to its board of […]

The post Nestlé, PepsiCo and L’Oréal among brands using Dragonfly AI as it raises €5.7 million for predictive AI appeared first on EU-Startups.

Lund-based MedVasc has raised €2.2 million through subscriptions exclusively from existing shareholders, as well as completing production and testing activities for their anesthesia catheter Solutio, advancing toward FDA clearance. This follows May 2025’s €917k financing round, as covered by EU-Startups. ”The strong participation from current owners demonstrates continued confidence in MedVasc’s strategy, execution capability, and […]

The post Sweden’s MedVasc raises €2.2 million for anesthesia catheter as it moves toward US approval appeared first on EU-Startups.

When Europe’s highest-potential startups and largest corporates collaborate, we see innovative technologies fast-tracked into game-changing products and services. The European Innovation Council (EIC) is bridging the innovation and collaboration gap between Europe’s cutting-edge startups and established multinational corporations with the Corporate Partnership Programme (CPP). Since 2017, the EIC CPP has organised 91 Corporate and Multi-Corporate […]

The post Scaling corporate-startup collaboration in Europe: Interview with Lieven Deketele of P&G appeared first on EU-Startups.

Sokin, a British business payments company, has secured a €83 million ($100 million) long-term debt facility from Oxford Finance LLC to accelerate their expansion across North America, Asia, the Middle East, and South America, and fast-track the acquisition of further regional licenses, banking partnerships, and global infrastructure scaling. Additionally, investments will fund the development and […]

The post After raising nearly €60 million in 2025, London’s Sokin bags additional €83 million for its payments platform appeared first on EU-Startups.

Nomagic, a Warsaw-based warehouse robotics company that applies general-purpose Physical AI to optimise warehouse operations, today announced an €8.3 million ($10 million) Series B extension to accelerate its commercial operations in the U.S. The round round led by Cogito Capital Partners. With the newly added funding, Nomagic’s total funding now exceeds €70 million ($84 million). […]

The post Polish robotics startup Nomagic secures €8.3 million to scale Physical AI operations in the US appeared first on EU-Startups.

Founded three years ago by Winfried Vogt and Christina Paap, the Innovation Award was created with a clear objective: to give innovative founders access to what often makes the decisive difference for early-stage success. Visibility, recognition, and entry into strong professional networks remain out of reach for many startups, particularly in highly regulated sectors such […]

The post The Innovation Award 2026: A platform for visibility, networks, and sustainable growth (Sponsored) appeared first on EU-Startups.

b2venture, a Berlin-based early-stage investor, has closed its Fund V at the hard cap of €150 million, the firm’s largest early-stage fund to date aimed at accelerating the next wave of European tech leaders building scalable, defensible technologies and digital business models from the earliest stages. Fund V is backed by a mix of long-standing […]

The post With decades of exits and unicorns behind it, b2venture reaches €150 million hard cap for Fund V appeared first on EU-Startups.

Qilimanjaro Quantum Tech today announced the release of EduQit, a modular quantum computing kit designed to enable hands-on training, experimental learning, and early-stage research using an on-site ...

European tech investment reached €72 billion in 2025, makingit the second-strongest year of the past three, despite a modest decline from2024. Deal activity remained stable, with over 3,740 transactio...

Tech firms globally cut more than 100,000 jobs in 2025 as they reengineer for efficiency and rethink layers of management. Enter international software development company and long-term technology pa...

TetraxAI, an AI-powered B2BSaaS platform focused on due diligence and risk management for clean energyinfrastructure, has completed a €1.2 million pre-seed funding round led by The Footprint Firm, wit...

Levellr, the AI insights platform helping brands and game studios understand and monitor Discord, next-generation communities, and user voice data, has secured $2.5 million in a round led by Fuel Vent...

France-based daphni, a mission-driven venture capital firm,has completed the final closing of its Blue fund at €260 million, exceeding itsinitial target. The close reflects strong investor support for...

Munich-based Twogee Biotech, a biotechnology start-up developing customised enzyme solutions forthe industrial conversion of biomass into sustainable raw materials, hascompleted a €2.16 million seed f...

Voyager Ventures has closed a $275 million Fund II. With this fund, Voyager now manages $475 million across North America and Europe. The firm invests in technologies that modernise the base layer of...

The AI fintech Vickii has been acquired by the finanzen.net Group, a German financial portal and parent company of the neo-broker finanzen.net ZERO. Vickii began as a student project in Münster. At j...

Green concrete startup Carbonaide has raised €3.7 million to transform the concrete industry through carbon dioxide curing and permanent CO₂ storage. Carbonaide’s technology has been in commercial pro...

The former CEO of bankrupt battery maker Northvolt said it was “emotionally tough" raising funds for his new venture, after the demise of the Swedish battery maker, which collapsed with debts of $5.8...

seed+speed Ventures, the Berlin-based early-stage fund led by Carsten Maschmeyer and Alexander Kölpin, has closed its fundraising at €90 million. The original planned target size for this third fund ...

Stockholm-basedFunnel, the marketing intelligence platform, has secured an $80 million debtfacility from HSBC Innovation Banking and Hercules Capital. The financingincludes a revolving credit facility...

For years, Europe’s energy debate has focused on increased supply — more renewables, more grid capacity, more infrastructure. But as electrification accelerates, from heat pumps to EVs, the real chall...

The UK’ssustainable grocery delivery service, Modern Milkman, has raised £10 million ina funding round led by Salica Investments, bringing its total funding to morethan £60 million.Foundedin 2019 by S...

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

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

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

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

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

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

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

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

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 […]