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Table of ContentsArticles & PostsVideosBooksHumorJob boardsJob boards aggregatorsCareer Vault - Hundreds of remote jobs added each day from thousands of company career pages.

JS Remotely - All remote JavaScript jobs on one board Remote.io - Job board and aggregator for remote jobs, primarily tech.

Remote 4 Me - An aggregator for remote jobs in tech and non-tech.

Remote Internships Remote Jobs Club - Weekly newsletter featuring a hand curated list of remote jobs Remoteur - Remote jobs in Europe delivered to your inbox bi-weeklyPodcastsBuilding Remote Teams - Targeted at people already working remotely and focuses on nuanced challenges of remote work.

Lessons from Distributed Companies Remote…

DescriptionAs of a few moments ago, usage of claude max stopped with the following error:I did try to reconnect, but got the same error.

PluginsNo responseOpenCode version1.1.8Steps to reproduceNo responseScreenshot and/or share linkNo responseOperating SystemmacTerminalNo response

I wanted to run markdown files like shell scripts.

So I built an open source tool that lets you use a shebang to pipe them through Claude Code with full stdin/stdout support.

Claude Code has tool use, so a markdown file can run shell commands, write scripts, read files, make API calls.

Tasks that needed LLM orchestration libraries are now markdown files composed with standard Unix tools.

One thing we didn't expect is that these are more auditable (and shareable) than shell scripts.

In March 1860, William H. Russell established the Overland Express Route, colloquially called the Pony Express, to carry express mail between St. Joseph, Missouri, and California; an area with no colonialist settlements between.

Riders for the express service were recruited rapidly; waystations between the two points were established, and old ones readied, in the span of three months.

But the state of a nation’s logistics infrastructure tells you something about its institutional health that GDP figures cannot.

The Numbers Don’t Lie (And They’re Getting Worse)In 2022, the USPS delivered about 93.6% of first-class mail on time.

The average delivery time for a first-class letter went from 2.9…

After almost 18 years, I left iNaturalist, the product and organization I helped create.

I left because I don’t believe the current Leadership team is pointing the product in the right direction, and I don’t think they are managing their talented staff in an empathetic or effective way.

The new mobile app (which we were calling “iNat Next” and is now simply “iNaturalist,” the older app becoming “iNaturalist Classic”… still following?

iNat’s Engagement team predicted the backlash but the Leadership team chose not to listen to their warning.

They think iNaturalist the product can serve those Seek users while also serving existing core iNat contributors to the detriment of neither.

If you’re a Mac user with Logitech accessories and you’ve noticed that your settings and customizations seem to have gone away this week, you’re not alone.

The culprit, according to both a Logitech support page and Reddit posts from Logitech Head of Global Marketing Joe Santucci, was a security certificate that was inadvertently allowed to expire, rendering both apps non-functional.

We’re extremely sorry for the inconvenience caused.”Logitech is already offering patches for both apps that include an updated certificate.

But unfortunately for users, one of the features broken by the expired certificate is the app’s built-in updater, meaning that there’s no automated way for Logitech to fix t…

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Write safe, correct, and energy-efficient embedded code faster, using the Rust programming language, its async facilities, and the Embassy libraries.

Rust + async ❤️ embeddedThe Rust programming language is blazingly fast and memory-efficient, with no runtime, garbage collector, or OS.

# [ embassy_executor :: main ] async fn main ( spawner : Spawner ) { let p = embassy_nrf :: init ( Default :: default ( ) ) ; // Spawned tasks run in the background, concurrently.

For example:examples/nrf52840 run on the nrf52840-dk board (PCA10056) but should be easily adaptable to other nRF52 chips and boards.

Developing Embassy with Rust Analyzer-based editorsThe Rust Analyzer is used by Visual Studio Code…

Flint, the Singapore-based company that developed sustainable, cellulose-based, biodegradable, PFAS-free batteries, announced that its technology has entered production and will be available to select strategic partners.

Paper batteries are a promising lower-carbon alternative that will benefit most consumer electronics applications.

Flint, the Singapore-based company that developed sustainable, cellulose-based, biodegradable, PFAS-free batteries, announced that its technology has entered production and will be available to select strategic partners.

Paper batteries are a promising lower-carbon alternative that will benefit most consumer electronics applications.

Companies interested in pil…

Comments

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But I’ve also read studies from the old Philips laboratories in the Netherlands that show orchestras average deviation from 440 Hz was measured over many concerts and was seen to differ by a few Hz, usually slightly below.

Some people obviously really cared that 440 Hz was being adhered to in practice.

TT: So many things are standardised that you don't really think about because they were there before you started using it.

440 Hz was brought about to standardise the way people play together and, yeah, someone can bring a guitar to a piano and it would work together because of that standard.

Anyway, I'm not going into that whole 432 Hz vs 440 Hz debate.

Comments

Mux is video for developers.

Our mission is to democratize video by solving the hard problems developers face when building video: video encoding and streaming (Mux Video), video monitoring (Mux Data), and more.

You’ll be joining a tight-knit team with experience at places like Google, YouTube, Twitch, Zencoder, Fastly, and more.

Our founders previously started (and sold) Zencoder, an early leader in cloud video technology, and authored Video.js, the biggest HTML5 video player on the web.

Customers large and small love working with us and love our team.

Users can select their favorite places which then show up in a heat map.

These places will also be in list form so you can talk about them in your chats!

If a place geofence does not exist, you can create one using the built-in geofence creator.

Support for the TSO memory model on Arm CPUsAt the CPU level, a memory model describes, among other things, the amount of freedom the processor has to reorder memory operations.

The Arm memory model, instead, is weaker, giving the CPU more freedom to move operations around.

If an x86 emulator does not also emulate the TSO memory model, then concurrent code will likely fail, but emulating TSO, which requires inserting memory barriers, creates a significant performance penalty.

TSO on ArmAs it happens, some Arm CPU vendors understand this problem and have, as Hector Martin described in this patch series, implemented TSO memory models in their processors.

The PR_SET_MEM_MODEL operation will at…

Update Jan. 6, 2026, 1:49 PM ET: After publishing this story, Samsung told BleepingComputer that the Texas court vacated the temporary restraining order that blocked Samsung from collecting smart TV viewing data the next day.

The State of Texas obtained a short-lived, temporary restraining order (TRO) against Samsung that prohibited the South Korean company from collecting audio and visual data about what Texas consumers are watching on their TVs.

Texas court vacates temporary restraining orderOne day after granting the TRO, the same judge ruled that it should not remain in effect and vacated the order.

“The Court finds, sua sponte, that the [TRO obtained by the State of Texas against Samsu…

Texas is now the first state in the U.S. to eliminate American Bar Association oversight of its law schools, ending the state's 42-year-long reliance on the national organization.

The change means law school graduates who want to practice in Texas are no longer required to attend an ABA-accredited school.

In the absence of national guidance, however, the Texas Supreme Court stipulated in Tuesday's order that it intends to preserve graduates' ability to use Texas law school degrees in other states and out-of-state law degrees in Texas.

The ABA, a voluntary professional association for lawyers, has accredited law schools across the country since 1923.

The Texas Supreme Court decided which law…

Instead of acknowledging her feelings and acceding to such a simple request, Powell Jobs apparently responded, "We're cold people."

Powell Jobs and Jobs' sister have said in a statement that the book "differs dramatically from our memories of those times."

When it concerned his behavior toward Brennan-Jobs, his wife, Powell Jobs, clearly didn't stand up to him.

In turning around the company, Jobs saved thousands of jobs and helped to create thousands more.

That certainly seemed to be the case with Steve Jobs.

sopro_readme.mp4Sopro TTSSopro (from the Portuguese word for “breath/blow”) is a lightweight English text-to-speech model I trained as a side project.

Pythonfrom sopro import SoproTTS tts = SoproTTS .

This is a non-streaming Sopro TTS example."

save_wav ( "out.wav" , wav )Streamingimport torch from sopro import SoproTTS tts = SoproTTS .

This is a streaming Sopro TTS example."

is_absolute ( ) : path = ( Path .

is_file ( ) else "dir" } ) return { "path" : str ( full_path ) , "files" : all_files }Tool 3: Edit FileThis is the most complex tool, but still straightforward.

full_path = resolve_abs_path ( path ) if old_str == "" : full_path .

write_text ( new_str , encoding = "utf-8" ) return { "path" : str ( full_path ) , "action" : "created_file" } original = full_path .

find ( old_str ) == - 1 : return { "path" : str ( full_path ) , "action" : "old_str not found" } edited = original .

Comments

Comments

What is this constant nagging?

I have declined countless times on various devices and it keeps nagging.

I get they need more data to train on, but lord saviour if you must offer free membership then.

Template Template Parameters: Abstracting Over ContainersThe template deduction mechanisms explored so far allow passing types as template arguments.

This is called a “template template parameter,” and it enables creating generic adapters that work with any container type.

Template template parameters provide an alternative design that can be more flexible in some generic programming scenarios.

The template template parameter gives flexibility: the same code can work with Container , Container , and any other instantiation, all within the same template function or class.

This is clearer than:template < typename Container > decltype ( auto ) get_first_element (Container & container) { return…

Comments

HTML parsers in Portland2026-01-08 - felixSummary If you ask an AI coding agent to translate program P into language Q, the agent might do something like: "P seems to be fizzbuzz.

So, in a mood of ambivalence about the future of coding, I decided to see what was actually happening in these vibe-translated HTML parsers.

Seven versions of the HTML Data state HTML tokenization is defined with a state machine.

Consume the next input character: U+0026 AMPERSAND (&) Set the return state to the Data state.

HTML parsing spends most of its time in the Data state, so it's worth doing some intense optimization here.

My main goal for 2025 was to push the boundaries of static typing within the Scientific Python ecosystem.

Here is a high-level look at what we achieved, from making numpy fully type-checked to bridging the gap between scientific computing and the wider Python typing community.

Crucially, NumPy is now largely compatible with the official Python typing specification.

Besides static typing, since NumPy 2.4.0, all function- and class-signatures can now also be inspected at runtime using inspect.signature .

I feel that this work has brought the Scientific Python community much closer to the Python Typing community.

So Marie and I made a few changes to the Git documentation!

So we wrote a new “data model” document!

You can read the data model here for now.

version of the data model that’s accurate.

About 80 test readers left comments, and I learned so much!

If we assume Semantic Versioning (SemVer), it would have to be v3.0.0 for a breaking change.

For example, a pragmatic approach would be:The main branch only contains MAJOR.MINOR.0 versions compliant with SemVer.

For each main branch version X.Y.0, you can fork off a release branch with X.Y.Z versions even if they are not backward compatible.

You must not fork off from a release branch, so users may still have to accept unwanted changes sometimes.

This provides a separate namespace for versions but you probably only want to do that for certain hand-selected versions.

A new syntax for referring to hidden and divergent change IDs is available:xyz/n where n is a number.

For instance, xyz/0 refers to the latestversion of xyz , while xyz/1 refers to the previous version of xyz .

This allows you to perform actions like jj restore --from xyz/1 --to xyz torestore xyz to its previous contents, if you made a mistake.

For divergent changes, the numeric suffix will always be shown in the log,allowing you to disambiguate them in a similar manner.

It's not even like it's some excitingly malevolent artificial mind with tendrils of influence weaving its way throughout my world.

No, what I've had to deal with can barely write, definitely cannot count, and has only just figured out what fingers are.

So thank you, Dell, for making your CES 2026 pre-briefing so blessedly free of effusive AI chat that I just had to mention it.

"So, a bit of a shift from a year ago where we were all about the AI PC."

And that's honestly not something I've said many times about the big PC box shifter in the past.

Comments

Ten years ago, we published a Clang Hardening Cheat Sheet.

IntroductionTen years ago, we published on this blog a Clang Hardening Cheat Sheet.

To celebrate the 10th anniversary of the initial article, here is a new cheat sheet with some new hardening flags to improve security.

asm mov rax,QWORD PTR [rbp-0x20] mov rcx,QWORD PTR [rbp-0x18] cmovne rcx,rax Here, a conditional move ( CMOVNE ) is used to update the mask stored in RCX .

asm mov rax,QWORD PTR [rbp-0x10] mov rax,QWORD PTR [rax+0x10] mov rsi,rcx # copie du masque dans RSI or rsi,rax # OR du pointeur vers argv[1] avec notre masque.

How I program in AWKJanuary 2026What is AWK?

AWK is a CLI utility (and a programming language), targeted at text processing, present in every Unix-like OS.

What do you program in AWK?

Wait, but AWK is intended only for one-liners… How come you program a whole project in it?

And this motivated me to create an AWK language support plugin for IntelliJ IDEA.

Suvashree Ghosh / Bloomberg:

Artemis Analytics: total stablecoin transaction volumes rose 72% YoY to a record $33T in 2025, led by Circle's USDC at $18.3T and Tether's USDT at $13.3T — Stablecoin transactions reached unprecedented heights last year, buoyed by favorable policy in the US under pro-crypto President Donald Trump.

Jeanny Yu / Bloomberg:

Chinese AI startup MiniMax jumped as much as 54% in its Hong Kong debut on Friday, after raising ~$619M in its IPO priced at ~$21.17 per share — MiniMax Group Inc., one of China's largest generative AI startups, surged in Hong Kong after an initial public offering that raised $619 million.

The Information:

Source: Lambda, which rents access to AI chips and is backed by Nvidia, is in talks to raise $350M+ led by Mubadala Capital, ahead of an IPO planned for H2 2026 — Lambda, an upstart cloud provider that rents out Nvidia AI chips—and whose biggest customer was recently Nvidia itself …

Taylor Soper / GeekWire:

Seattle-based Spangle AI, which makes AI tools for online retailers to build custom storefronts, raised a $15M Series A led by NewRoad at a $100M valuation — Spangle AI, a new Seattle startup that helps online retailers build customized shopping experiences in real-time …

Carmen Arroyo / Bloomberg:

Docs: xAI had a net loss of $1.46B in Q3, up from $1B in Q1; sources: xAI told investors it plans to build AI that will eventually power Optimus humanoid robots — Elon Musk's artificial intelligence startup xAI is burning cash quickly, with losses mounting as it spends to build data centers …

Patrick Coffee / Wall Street Journal:

Nvidia has hired Google Cloud VP of Marketing Alison Wagonfeld to be Nvidia's first CMO; source: Wagonfeld will report to CEO Jensen Huang — Alison Wagonfeld will report to CEO Jensen Huang as marketing rises in importance at the AI chip maker — Nvidia, the top AI chip maker …

Sophie Bates / Associated Press:

Mississippi Gov. Reeves says xAI is set to spend $20B+ to build its MACROHARDRR data center in Southaven, xAI's third data center in the greater Memphis area — Elon Musk's artificial intelligence company xAI is set to spend $20 billion to build a data center in Southaven, Mississippi …

Emily Birnbaum / Bloomberg:

Filings: Meta has hired Bill McGinley, a veteran Republican operative and the former top lawyer for DOGE, as a lobbyist — Meta Platforms Inc. has hired the former top lawyer for Elon Musk's Department of Government Efficiency as a lobbyist, according to previously unreported government filings.

Rebecca Szkutak / TechCrunch:

Snowflake agrees to acquire Observe, an observability platform built on Snowflake databases; the deal was previously reported to be valued at around $1B — Snowflake plans to acquire Observe, an observability platform that has been built on Snowflake's databases from day one.

The Information:

Sources: Strava, the fitness app founded in 2009, filed confidentially for an IPO; its revenue grew more than 50% YoY in 2025 but was still less than $500M — Strava, a fitness app popular with runners and cyclists, filed confidentially in recent weeks for an initial public offering …

Bailey Lipschultz / Bloomberg:

Sources: UK-based cloud provider Nscale is in talks to raise about $2B, after raising more than $1.5B across a pair of rounds in September and October — Data center company Nscale is in talks with investors to raise about $2 billion, according to people familiar with the matter …

Shirin Ghaffary / Bloomberg:

OpenAI is rolling out a HIPAA-compliant version of ChatGPT for clinicians to assist with medical reasoning and administrative tasks, at Cedars-Sinai and others — Health care is shaping up to be a key battleground for the top AI labs this year. But first... Three things to know:

Maxwell Zeff / Wired:

OpenAI VP of research Jerry Tworek is leaving, sources say after OpenAI sided with Chief Scientist Jakub Pachocki in a dispute over its research direction — Tech companies are calling AI the next platform. But some developers are reluctant to let AI agents stand between them and their users.

Ed Hardy / Cult of Mac:

Statcounter: four months after its release, iOS 26 is in use by only about 15% of iPhone users; in January 2025, about 63% of users were on iOS 18 — Only a tiny percentage of iPhone users have installed iOS 26, according to data from a web analytics service.

Foo Yun Chee / Reuters:

Sources: Google, Meta, Netflix, Microsoft, and Amazon will not be included in the EU's Digital Networks Act, despite calls from telecoms companies — Alphabet's Google (GOOGL.O), Meta Platforms (META.O), Netflix (NFLX.O), Microsoft (MSFT.O) and Amazon (AMZN.O) will not face heavy-handed regulations …

Hadas Gold / CNN:

Source: a few weeks before Grok started “digitally undressing” people, Elon Musk expressed frustration over guardrails on Grok's image and video generator — Elon Musk's AI chatbot, Grok, has been flooded with sexual images of mainly women, many of them real people.

Ryan Christoffel / 9to5Mac:

Are people updating to iOS 26? Here's what the data reportedly shows — iOS 26 has been available for nearly four months, yet reporting from Statcounter indicates the iPhone update is lagging significantly behind predecessors in adoption, with most users opting to stay on iOS 18.

Cody Combs / The National:

NetBlocks says internet connectivity in Iran has fallen on multiple providers as protests hit 100+ cities; Cloudflare says IPv6 traffic has dropped sharply — Cloudflare Radar says country's IPv6 traffic has dropped sharply as protests spread across 100 cities

Ann Gehan / The Information:

Sources: OpenAI has been slow to expand in-app checkouts for ChatGPT as the startup and its partners Shopify and Stripe struggle to standardize merchant data — OpenAI's efforts to turn ChatGPT into a go-to personal shopper are off to a slow start. — Challenges with wrangling product data mean …

Barry Schwartz / Search Engine Roundtable:

Tailwind CSS lays off three of its four engineers after Google traffic to its documentation fell ~40% from early 2023 due to AI, causing an ~80% drop in revenue — Adam Wathan the creator of Tailwind CSS posted that he had to let go of 75% of his engineering team because of AI.

Leo Schwartz / Fortune:

ThreatModeler, which helps developers identify vulnerabilities in their applications, acquires IriusRisk, its largest competitor, a source says for $100M+ — Invictus-backed cybersecurity company ThreatModeler acquires competitor IriusRisk for over $100 millionGETTY IMAGES

New York Times:

A profile of Apple SVP John Ternus, the head of hardware engineering, who sources say is the front-runner to succeed Tim Cook, who wants to reduce his workload — Around 2018, Apple considered adding a tiny laser to its iPhones. The part would allow consumers to take better photos …

Jessica Hopkins / The Athletic:

FIFA says parts of 2026 World Cup soccer games will be broadcast live on TikTok and some creators will get access to press conferences and training sessions — Video clips of World Cup games will be broadcast live on TikTok this summer, FIFA said on Thursday.

Dave Sebastian / Bloomberg:

Chinese AI startup MiniMax raises ~$619M in its Hong Kong IPO, at the top of its marketed range; sources: its institutional offering was oversubscribed by 70x+ — Investment firm Baillie Gifford and Singapore's sovereign wealth fund GIC Pte are among those buying shares in MiniMax Group Inc.'s …

Samantha Subin / CNBC:

CrowdStrike buys identity management startup SGNL, in a deal valued at nearly $740M, to bolster identity security defenses on its flagship Falcon platform — CrowdStrike announced Thursday that it is buying identity management startup SGNL in a deal valued at nearly $740 million …

Barry Schwartz / Search Engine Land:

Microsoft launches Copilot Checkout in the US, enabling in-chat purchases via PayPal, Shopify, Stripe, and others; Shopify merchants are automatically enrolled — Table of Contents — These new agentic experiences were showcased at the NRF 2026 conference.

Amy Feldman / Forbes:

Pomelo Care, which delivers 24/7 virtual care for women by using data to flag pregnancy risks and more, raised $92M led by Stripes at a $1.7B valuation — Pomelo Care founder and CEO Marta Bralic Kerns — Former Flatiron Health exec Marta Bralic Kerns raised $92 million to expand …

AI-optimized PostgreSQL expertise for coding assistantspg-aiguide helps AI coding tools write dramatically better PostgreSQL code.

AI coding tools often generate Postgres code that is:outdatedmissing constraints and indexesunaware of modern PG featuresinconsistent with real-world best practicespg-aiguide fixes that by giving AI agents deep, versioned PostgreSQL knowledge and proven patterns.

See the differencehow-to-train-your-agent.mp4Video Transcript Prompt given to Claude Code: Please describe the schema you would create for an e-commerce website two times, first with the tiger mcp server disabled, then with the tiger mcp server enabled.

You are given a task to generate a Postgres schema…

Open Data Platform by OpenBB (ODP) is the open-source toolset that helps data engineers integrate proprietary, licensed, and public data sources into downstream applications like AI copilots and research dashboards.

to_dataframe ()Data integrations available can be found here: https://docs.openbb.co/python/referenceOpenBB WorkspaceWhile the Open Data Platform provides the open-source data integration foundation, OpenBB Workspace offers the enterprise UI for analysts to visualize datasets and leverage AI agents.

AI Agents integration:You can learn more about adding AI agents to the OpenBB workspace from this open source repository.

Integrating Open Data Platform to the OpenBB WorkspaceConnec…

The open source AI coding agent.

ContributingIf you're interested in contributing to OpenCode, please read our contributing docs before submitting a pull request.

Although we recommend the models we provide through OpenCode Zen; OpenCode can be used with Claude, OpenAI, Google or even local models.

As models evolve the gaps between them will close and pricing will drop so being provider-agnostic is important.

This for example can allow OpenCode to run on your computer, while you can drive it remotely from a mobile app.

bash <( curl -sSL http://install.nocodb.com/noco.sh ) <( mktemp )Auto-upstall does the following: 🕊🐳 Automatically installs all pre-requisites like docker, docker-compose🚀 Automatically installs NocoDB with PostgreSQL, Redis, Minio, Traefik gateway using Docker Compose.

🐘 🗄️ 🌐🔄 Automatically upgrades NocoDB to the latest version when you run the command again.

You can use a token (either JWT or Social Auth) to sign your requests for authorization to NocoDB.

However, we are way off working at similar speeds on databases which are way more powerful tools when it comes to computing.

Our MissionOur mission is to provide the most powerful no-code interface for databases that is open source to ev…

A full-featured version with better customization and English content support will be released later.

DevelopmentNote Requires Node.js >= 20corepack enable pnpm i pnpm devAdding Data SourcesRefer to shared/sources and server/sources directories.

RoadmapAdd multi-language support (English, Chinese, more to come).

(English, Chinese, more to come).

See CONTRIBUTING.md for detailed guidelines on how to contribute, especially for adding new data sources.

MemosAn open-source, self-hosted note-taking service.

Your thoughts, your data, your control — no tracking, no ads, no subscription fees.

Privacy PolicyMemos is built with privacy as a core principle.

As a self-hosted application, all your data stays on your infrastructure.

There is no telemetry, no tracking, and no data collection.

: Runs the browser locally using Playwright.

Ensure the proper Browserbase environment variables are set: BROWSERBASE_API_KEY and BROWSERBASE_PROJECT_ID .

python main.py --query= " Go to Google and type 'Hello World' into the search bar " --env= " browserbase "Agent CLIThe main.py script is the command-line interface (CLI) for running the browser agent.

Command-Line ArgumentsArgument Description Required Default Supported Environment(s) --query The natural language query for the browser agent to execute.

Yes (when using the browserbase environment) BROWSERBASE_PROJECT_ID Your Project ID for Browserbase.

Get Spotify tracks in true FLAC from Tidal, Qobuz & Amazon Music — no account required.

ScreenshotOther projectsMobile port of SpotiFLAC for Android & iOS — maintained by @zarzetGet Spotify tracks in MP3 and FLAC via the spotidownloader.com APIDisclaimerThis project is for educational and private use only.

SpotiFLAC is a third-party tool and is not affiliated with, endorsed by, or connected to Spotify, Tidal, Qobuz, Amazon Music, or any other streaming service.

You are solely responsible for:Ensuring your use of this software complies with your local laws.

The author assumes no liability for any bans, damages, or legal issues arising from its use.

🦋 An Infographic Generation and Rendering Framework, bring words to life!

AntV Infographic is AntV's next-generation declarative infographic visualization engine.

With a carefully designed infographic syntax, it can quickly and flexibly render high-quality infographics, making information presentation more efficient and data storytelling simpler.

render ( ` infographic list-row-simple-horizontal-arrow data items: - label: Step 1 desc: Start - label: Step 2 desc: In Progress - label: Step 3 desc: Complete ` ) ;The rendered result looks like this:Streaming RenderingWith a highly fault-tolerant infographic syntax you can stream AI output in real time and progressively render the infographic.

r…

In this mode, a semaphore is used so that at most a fixed number of downloads run at any given time.

docker-compose example:services : metube : image : ghcr.io/alexta69/metube container_name : metube restart : unless-stopped ports : - " 8081:8081 " volumes : - /path/to/downloads:/downloads - /path/to/ssl/crt:/ssl/crt.pem - /path/to/ssl/key:/ssl/key.pem environment : - HTTPS=true - CERTFILE=/ssl/crt.pem - KEYFILE=/ssl/key.pemIt's also possible to run MeTube behind a reverse proxy, in order to support authentication.

example.com { route /metube/* { uri strip_prefix metube reverse_proxy metube :8081 } }🔄 Updating yt-dlpThe engine which powers the actual video downloads in MeTube is yt-dlp.

🔧 T…

For MacOS: brew install imagemagickFor Linux: sudo apt-get install imagemagicklibvipsFor newer image formats we use libvips for image processing with ActiveStorage.

For MacOS: brew install libvipsFor Linux: sudo apt-get install libvips-devFFmpegWe use ffprobe that comes with FFmpeg package to fetch metadata from video files.

For MacOS: brew install ffmpegFor Linux: sudo apt-get install ffmpegPDFtkWe use pdftk to stamp PDF files with the Gumroad logo and the buyers' emails.

For Linux: sudo apt-get install pdftkwkhtmltopdfWhile generating invoices, to convert HTML to PDF, PDFKit expects wkhtmltopdf to be installed on your system.

If you want to run Docker services in the background, use LOCAL…

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

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

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Reload to refresh your session.

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LightX2V is an advanced lightweight image/video generation inference framework engineered to deliver efficient, high-performance image/video synthesis solutions.

Experience LightX2V without installation: LightX2V Online Service - Free, lightweight, and fast AI digital human video generation platform.

December 4, 2025: 🚀 Supported GGUF format model inference & deployment on Cambricon MLU590/MetaX C500.

These models enable ultra-fast 4-step inference without CFG requirements, achieving approximately 25x speedup compared to standard 50-step inference.

November 21, 2025: 🚀 We support the HunyuanVideo-1.5 video generation model since Day 0.

Your ultimate AI social media scheduling toolPostiz: An alternative to: Buffer.com, Hypefury, Twitter Hunter, etc...Postiz offers everything you need to manage your social media posts,build an audience, capture leads, and grow your business.

Postiz offers everything you need to manage your social media posts,build an audience, capture leads, and grow your business.

Main Repository: Get your logo with a backlink from the main Postiz repository.

Main Repository + Website: Get your logo on the central repository and the main website.

Link: https://opencollective.com/postizPostiz CompliancePostiz is an open-source, self-hosted social media scheduling tool that supports platforms like X (formerl…

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The Low Orbit Security Radar is a weekly security newsletter from an offensive practitioner's perspective.

Pulling the data from ris.ripe.net/docs/mrt from around the time of the leak and using a tool called bgpdump we can extract the data into a readable format:TIME: 01/02/26 15:41:16 TYPE: BGP4MP/MESSAGE/Update FROM: 187.16.222.45 AS263237 TO: 187.16.216.23 AS12654 ORIGIN: IGP ASPATH: 263237 52320 8048 8048 8048 8048 8048 8048 8048 8048 8048 23520 1299 269832 21980 NEXT_HOP: 187.16.222.45 COMMUNITY: 0:6939 65237:1020 ANNOUNCE 200.74.228.0/23 200.74.236.0/23 200.74.230.0/23 200.74.238.0/23 200.74.226.0/24After some more processing with bgpdump we can get a much better view of the data, inc…

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https://github.com/langarus/enclosure.horse-solution

If you collected lists of techniques for doing great work in a lot of different fields, what would the intersection look like? I decided to find out by making it. Partly my goal was to create a guide that could be used by someone working in any field. via Pocket

Stunning high-res maps for print Due to popular demand the designers of this map, Kiln, are now selling stunning high-resolution versions of the world “routes” view.

Use the following embed code for a fully responsive embed that will adjust to the width of your website.

You can see movements of the global merchant fleet over the course of 2012, overlaid on a bathymetric map.

In some cases this is because there are ships navigating via canals or rivers that aren’t visible on the map.

Our data sources for shipping positions are exactEarth for AIS data (location/speed) and Clarksons Research UK World Fleet Register (static vessel information).

My folks are in town visiting us for a couple months so we rented them a house nearby.

What a regression.

That part is fine, but here’s what isn’t: It wouldn’t even operate the first time without connecting it with an app.

This meant another call to the house manager to have them install an app they didn’t know they needed either.

Tech can make things better, but I simply can’t see in these cases.

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.

Changelog News!

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

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

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

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

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.

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

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

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

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

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

Changelog News!

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

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

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

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

Depot – 10x faster builds?

Build faster.

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

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

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

Depot – 10x faster builds?

Build faster.

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

Changelog News!

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

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

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

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

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

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

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

To fill your TV room with big, bold sound, you need a soundbar akin to the Bluesound Pulse Cinema.

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.

Screenshot by Jack Wallen/ZDNETAll of these apps are found in the JWM desktop menu.

It's Joe's Window Manager, a lightweight Linux desktop UI that is blazingly fast and immediately familiar.

If you want Flatpak, install it with:sudo apt-get install flatpak -yAfter that, add the Flathub repository with:flatpak remote-add --if-not-exists flathub https://dl.flathub.org/repo/flathub.flatpakrepoYou're good to go.

The first thing I did was launch Brave Tor to see how well it worked.

Once connected, I pointed Brave Tor to What's My IP and found it was working perfectly.

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.

ZDNET's key takeaways The CMF Buds 2 Plus are the most premium pair of earbuds from the Nothing sub-brand.

$55 at AmazonFor a limited time, the CMF Buds 2 Plus is available for $55 (30% off).

The Nothing CMF Buds 2 Plus sit above the CMF Buds Pro 2 in price hierarchy and offer similar sound, better call quality, and longer battery life.

Soon after launch, I shifted to the CMF Buds 2 Plus as my daily driver for music and calls.

The CMF Buds 2 Plus sound very good for the price.

ZDNET's key takeawaysMSI's new Stealth 16 AI+ features a thin, 0.65-inch build.

It features up to an Intel Core Ultra 9 300H series processor and gorgeous OLED display at 240Hz.

But it's also trying something new with its core lineup of gaming laptops.

The new Stealth 16 AI+ represents an evolution in form factor, with a hybrid gamer/creator-minded device that has powerful hardware equally relevant for both use cases.

I like when manufacturers design devices outside the safest, most well-defined parameters, and hybrid "in-between" laptops like the Stealth 16 AI+ land firmly in that camp.

Now, that same dynamic is guiding the evolution of AI chatbots.

AI chatbots, in contrast, typically have minimalist UIs: often it's just a prompt bar, a menu tucked away on one side, and a smattering of icons.

But chatbots don't need any of that to keep users hooked -- their engagement tactics are much more subtle.

The challenge these companies face, then, is building chatbots that feel human while simultaneously keeping users coming back for more.

Similarly, AI chatbots can be used to support human learning, or they can exacerbate loneliness and warp our thinking.

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

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

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

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

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

The standard AI Glasses give you three looks in one box.

The AI Glasses Pro offers photo and full HD video capture from your point of view.

One goes all-in on a camera-first wearable called AI Glasses Pro.

The first thing I noticed when I put on the AI Glasses Pro was how light they were, at only 35 grams.

The regular AI Glasses make a strong style argumentJason Howell/ZDNETThe standard AI Glasses take a different approach by removing the camera hardware entirely and leaning more into audio-first use cases.

ZDNET's key takeawaysWatch brand Pebble is launching a smart ring.

The Pebble Index 01 reminds and note takes for you.

Pebble is launching the Pebble Index 01, a thin smart ring fitted with a microphone for recording thoughts and reminders, and I got a first look at CES 2026.

'An external memory for your brain'That's the idea behind Pebble's latest product, the Pebble Index 01.

Earlier this month, Sandbar announced the launch of its Stream Ring, a smart ring with a similar concept of recording thoughts and sorting them in an accompanying app.

Elecon Nestout 10000N rugged power bank ZDNET's key takeaways A tough power bank that's built to IP67 standardsThe unit has been built for standalone use and for use with custom accessories such as lights and fansThis is a top-tier power bank in terms of performance and reliability and is built for outdoor use.

I was so impressed that I got myself a few more bits from the Elecom line to test -- the Nestout 10000N 10,000mAh power bank and the Nestout Flash-1 lantern.

Also: I tried to destroy this $45 power bank (including driving over it with a tractor) - it refused to breakAnd this gear recently got a pretty serious test during a three-day snowstorm-induced blackout.

Adrian Kingsley-Hughes/…

A major power resource could be sitting in your driveway.

Also: I converted this Windows 11 mini PC into a Linux workstation - and didn't regret itNow, the company has hopped into the laptop market, and I'm glad it did.

The X16 Pro is considerably bigger than my 13" MacBook Pro, but is also a bit lighter.

Then Windows 11 reminded me why I loathe Microsoft's operating system.

Instead, I suffered through the Windows 11 setup just to see how it fared on the laptop.

ZDNET buying adviceGiven that the Geekom X16 Pro currently sells for around $1,300, this is a tough call.

Then I'll share with you a bunch of ideas for scheduled actions you might want to create.

Image limitationsUnfortunately, there are also some glaring limitations in what the scheduled actions feature can do.

When it comes to images, if you mention an image in your scheduled prompt, Gemini will only deliver that image.

Also: How DeepSeek's new way to train advanced AI models could disrupt everything - againI tried to get scheduled actions to send me an email.

Have you tried Gemini's scheduled actions yet, or experimented with similar automation features in other AI tools?

Cyera raised another $400 million just six months after its last huge round.

For the past two weeks, X has been flooded with AI-manipulated nude images, created by the Grok AI chatbot — and governments around the world are promising to take action.

Building software products has never been easier, so why are so many well-funded startups failing to take off no matter how good their product is? In this season finale episode of Build Mode, our guest has an answer: Startups have focused too much on product development and not enough on distribution excellence. Paul Irving is partner and […]

The infamous spyware maker released a new transparency report claiming to be a responsible spyware maker, without providing insight into how the company dealt with problematic customers in the past.

Get that silky-smooth nitro coffee at home without the wasteful cartridges with EverNitro.

CES is always chock-full of robots, and this year electronics giant LG announced a new bot, dubbed CLOid, that it claims will revolutionize household chores (as in, you won't have to do them anymore).

Internet monitoring firms and experts say Iran’s internet has almost completely shut down, as protests spread through major cities.

OpenAI is acquiring the team behind executive coaching AI tool Convogo in an all-stock deal, adding to the firm's M&A spree.

Luckey, who initially made his fortune in VR and now runs the defense contractor Anduril, and Ohanian both seemed to agree: Stuff was better in the old days.

The move comes as Disney launched a personalized vertical video feed in the ESPN app last year.

The security lapse exposed personal information belonging to residents who received state benefits.

Nvidia is now requiring its customers in China to pay upfront in full for its H200 AI chips even as approval Stateside and from Beijing remains uncertain.

Snowflake is bolstering its data stack to make the platform better suited to the sheer volume of data produced by AI agents.

In the season finale of Build Mode, Isabelle Johannessen sits down with Paul Irving, partner and COO of GTMfund, to discuss go-to-market strategies for the AI era. Paul shares specific, actionable advice on how early-stage startups can win even when facing well-funded competitors who iterate at lightning speed. He also explains why distribution has become the final remaining moat when technical advantages disappear in months […]

An anonymous reader quotes a report from NPR: [I]t turns out that some genius dogs can learn a brand new word, like the name of an unfamiliar toy, by just overhearing brief interactions between two people. What's more, these "gifted" dogs can learn the name of a new toy even if they first hear this word when the toy is out of sight -- as long as their favorite human is looking at the spot where the toy is hidden. That's according to a new study in the journal Science. "What we found in this study is that the dogs are using social communication. They're using these social cues to understand what the owners are talking about," says cognitive scientist Shany Dror of Eotvos Lorand University an…

YouTube is updating search filters so users can explicitly choose between Shorts and long-form videos. The change also replaces view-count sorting with a new "Popularity" filter and removes underperforming options like "Sort by Rating." The Verge reports: Right now, a filter-less search shows a mix of longform and short form videos, which can be annoying if you just want to see videos in one format or the other. But in the new search filters, among other options, you can pick to see "Videos," which in my testing has only showed a list of longform videos, or "Shorts," which just shows Shorts. YouTube is also removing the "Upload Date - Last Hour" and "Sort by Rating" filters because they "we…

Longtime Slashdot reader schwit1 shares a report from Reuters: Billionaire entrepreneur Elon Musk persuaded a judge on Wednesday to allow a jury trial on his allegations that ChatGPT maker OpenAI violated its founding mission in its high-profile restructuring to a for-profit entity. Musk was a cofounder of OpenAI in 2015 but left in 2018 and now runs an AI company that competes with it. U.S. District Judge Yvonne Gonzalez Rogers in Oakland, California, said at a hearing that there was "plenty of evidence" suggesting OpenAI's leaders made assurances that its original nonprofit structure was going to be maintained. The judge said there were enough disputed facts to let a jury consider the cla…

Illinois Department of Human Services disclosed that a misconfigured internal mapping website exposed sensitive personal data for more than 700,000 Illinois residents for over four years, from April 2021 to September 2025. Officials say they can't confirm whether the publicly accessible data was ever viewed. TechCrunch reports: Officials said the exposed data included personal information on 672,616 individuals who are Medicaid and Medicare Savings Program recipients. The data included their addresses, case numbers, and demographic data -- but not individuals' names. The exposed data also included names, addresses, case statuses, and other information relating to 32,401 individuals in recei…

An anonymous reader quotes a report from Wired: Google is putting even more generative AI tools into Gmail as part of its goal to further personalize user inboxes and streamline searches. On Thursday, the company announced a new "AI Inbox" tab, currently in a beta testing phase, that reads every message in a user's Gmail and suggests a list of to-dos and key topics, based on what it summarizes. In Google's example of what this AI Inbox could look like in Gmail, the new tab takes context from a user's messages and suggests they reschedule their dentist appointment, reply to a request from their child's sports coach, and pay an upcoming fee before the deadline. Also under the AI Inbox tab is …

Paris Judicial Court ordered Google to block additional pirate sports-streaming domains at the DNS level, rejecting Google's argument that enforcement should target upstream providers like Cloudflare first. "The blockade was requested by Canal+ and aims to stop pirate streams of Champions League games," notes TorrentFreak. From the report: Most recently, Google was compelled to take action following a complaint from French broadcaster Canal+ and its subsidiaries regarding Champions League piracy.. Like previous blocking cases, the request is grounded in Article L. 333-10 of the French Sports Code, which enables rightsholders to seek court orders against any entity that can help to stop 'ser…

Microsoft is embedding full e-commerce checkout directly into Copilot chats, letting users buy products without ever visiting a retailer's website. "If checkout happens inside AI conversations, retailers risk losing direct customer relationships -- while platforms like Microsoft gain leverage," reports Axios. From the report: Microsoft unveiled new agentic AI tools for retailers at the NRF 2026 retail conference, including Copilot Checkout, which lets shoppers complete purchases inside Copilot without being redirected to a retailer's website. The checkout feature is live in the U.S. with Shopify, PayPal, Stripe and Etsy integrations. Copilot apps have more than 100 million monthly active us…

An anonymous reader quotes a report from Ars Technica: The Federal Communications Commission plans to authorize a new category of wireless devices in the 6 GHz Wi-Fi band that will be permitted to operate at higher power levels than currently allowed. The FCC will also consider authorizing higher power levels for certain wireless devices that are only allowed to operate indoors. The FCC said it scheduled a vote for its January 29 meeting on an order "to create a new category of unlicensed devices... that can operate outdoors and at higher power than previously authorized devices." These so-called Geofenced variable power (GVP) devices operating on the 6 GHz band will "support high data rate…

The long-standing hierarchy in the TV market -- Sony, Samsung and LG at the top, TCL and Hisense fighting it out in the midrange -- is eroding as the budget brands close the performance gap and increasingly lead on technology innovation, The Verge writes. Hisense debuted the first RGB LED TV last year, and TCL's X11L announced at CES 2026 is the first TV to use reformulated quantum dots and a new color filter. TCL's QM9K release last year was "a pretty clear statement that they're ready to fight with the big boys." The premium brands retain certain advantages: Sony's processing remains unmatched and LG's OLEDs deliver contrast that mini LED cannot match. "Even as the gap in performance acro…

An anonymous reader shares a report: Internet access available through mobile devices in Iran appears to be limited, according to several social media accounts that routinely track such developments. Cloudflare Radar, which monitors internet traffic on behalf of the internet infrastructure firm Cloudflare, said on Thursday that IPv6 (Internet Protocol version 6), a standard widely used for mobile infrastructure, was affected. "IPv6 address space in Iran dropped by 98.5 per cent, concurrent with IPv6 traffic share dropping from 12 per cent to 1.8 per cent, as the government selectively blocks internet access amid protests," read Cloudflare Radar's social post. NetBlocks, which tracks interne…

The promise of AI-powered workplace tools that sort emails, take meeting notes, and file expense reports is finally delivering meaningful productivity gains -- one software startup reported a 20% boost around mid-2025 -- but companies are discovering an unexpected tradeoff: employees are burning out from the relentless pace of high-level cognitive work. Roger Kirkness, CEO of 14-person software startup Convictional, noticed that after AI took the scut work off his team's plates, their days became consumed by intensive thinking, and they were mentally exhausted and unproductive by Friday. The company transitioned to a four-day workweek; the same amount of work gets done, Kirkness says. The u…

TV manufacturers at CES 2026 in Las Vegas this week unveiled a wave of AI features that frequently consume significant screen space and take considerable time to deliver results -- all while global TV shipments declined 0.6% year over year in Q3, according to Omdia. Google demonstrated Veo generating video from a photo on a television, a process that took about two minutes to produce eight seconds of footage, The Verge writes in a column. Samsung presented a future where viewers ask their sets for sports predictions and recipes to share with kitchen displays. Hisense showed an AI agent that displays real-time stats for every soccer player on screen, a feature requiring so much space the com…

An anonymous reader shares a report: Prior to World War II the vast majority of telescopes built around the world were funded by wealthy people with an interest in the heavens above. However, after the war, two significant developments in the mid-20th century caused the burden of funding large astronomical instruments to largely shift to the government and academic institutions. First, as mirrors became larger and larger to see deeper into the universe, their costs grew exponentially. And then, with the advent of spaceflight, the expense of space-based telescopes expanded even further. But now the tide may be turning again. On Wednesday evening, former Google CEO Eric Schmidt and his wife, …

Adam Wathan, the creator of the popular CSS framework Tailwind CSS, has let go of 75% of his engineering team -- reducing it from four people to one -- because AI-generated search answers have decimated traffic to the project's documentation pages. Traffic to Tailwind's documentation has fallen roughly 40% since early 2023 despite the framework being more popular than ever, Wathan wrote in a post. The documentation is the primary channel through which developers discover Tailwind's commercial products, and without that traffic the business has struggled to sustain itself; revenue has dropped close to 80%. The reduced team also means Wathan cannot currently prioritize implementing LLMS.txt, …

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() -> 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…

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…

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.

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

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

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

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

aBe on Mastodon:

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

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

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

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

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

aBe on Mastodon:

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

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

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

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

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

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

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

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

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

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

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Use /ai to organize files, convert image formats, and more Discussion | Link

Email prompts where replies become your journal entries Discussion | Link

Create, save, and share prompts Discussion | Link

Smartest way to discover unseen literature Discussion | Link

Undetectable browser automation that behaves like a user Discussion | Link

Superintelligent financial advisor at 0% advisory fees Discussion | Link

Edit apps visually in 1 click without having to prompt fixes Discussion | Link

Find the right model. Keep 99% of every payment Discussion | Link

No-code AI chatbots for e-commerce & support in minutes 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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«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.

The digital data landscape has transformed dramatically over the past two decades, becoming a cornerstone for decision-making in business, journalism, and research. Companies that collect, analyse, and present data effectively are now at the forefront of innovation, shaping markets and influencing strategies worldwide. In this context, Friedrich Schwandt, Founder of Statista and CEO of ECDB, […]

The post From Statista to ECDB – Friedrich Schwandt on the Data Gold Rush appeared first on EU-Startups.

Engitix, a British BioTech company targeting the extracellular matrix (ECM) to develop transformative therapies for cancer and fibrosis, today announced the closing of a €21 million ($25 million) Series A extension financing. The financing was provided by Netherton Investments, a fund investing on behalf of Mike Platt, the co-founder and Managing Director of BlueCrest Capital […]

The post London’s Engitix secures €21 million extension to advance ECM-targeted cancer and fibrosis therapies appeared first on EU-Startups.

Once again, it is that time of the year when we begin our annual series highlighting some of the most promising startups from across Europe. Each edition takes a country-by-country look at the teams and technologies shaping the continent’s entrepreneurial landscape. For 2026, we are starting with Austria, opening the series with a closer look […]

The post 10 Austrian startups to keep an eye on in 2026 and beyond appeared first on EU-Startups.

Paris-based Spore.Bio, a BioTech startup developing AI-based microbiology testing technology, today announced that it has secured multi-million-dollar funding from the Google.Org Fund for AI in Science. Additionally, it has also launched Spore.Labs, an AI-native research division focused on tackling the critical challenges in public health. The Google.org AI for Science Fund is a multi-million-dollar initiative […]

The post French BioTech Spore.Bio secures multi-million-dollar Google.org funding and launches AI-native research unit appeared first on EU-Startups.

Cologne-based United Manufacturing Hub (UMH), an open-source industrial data management platform for modern factories, today announced a €5 million funding round to accelerate its mission to build the foundational data layer for global manufacturing. The round was led by KOMPAS VC, with participation from seed + speed Ventures, Sustainable Future Ventures, and Archimedes New Ventures. […]

The post Cologne’s United Manufacturing Hub raises €5 million to fix the data layer holding global manufacturing back appeared first on EU-Startups.

Barcelona-based pre-Seed manager 4Founders Capital today announced they will be taking a new step forward after surpassing €130 million in AUM with the launch of their first fund specialised in hotel real estate; 4Founders Capital Hospitality. The new vehicle will have an ​investment capacity of €60 million, a six-year duration, and has already received approval […]

The post 4Founders Capital launches €60 million Hospitality fund against backdrop of strong hotel investment flows in Spain appeared first on EU-Startups.

Dark Blue Therapeutics, a British discovery and development BioTech company innovating the next generation of precision oncology medicines, has been acquired by US-based global BioTech company Amgen, in a transaction valued at up to €718 million ($840 million). Dark Blue’s lead candidate DBT 3757 is a first-in-class therapy in IND-enabling studies for leukemia, with the […]

The post Amgen acquires Oxford-based Dark Blue in deal worth up to €718 million to advance leukemia programme appeared first on EU-Startups.

Biographica, a British AI startup innovating how the agricultural industry develops new crop varieties, today announced an €8 million (£7 million) funding round to accelerate the creation of climate-resilient, productive and nutritious crops – addressing global food security challenges driven by climate change, population growth, and limited natural resources. The round was led by Faber […]

The post Global food security concerns drive €8 million raise for London’s AgTech startup Biographica appeared first on EU-Startups.

Eindhoven-based MedTech startup ShanX Medtech (SXM), which provides in-vitro diagnostic platforms for antibiotic susceptibility testing, has closed a €15 million Seed funding round to scale, boost clinical validation, and prepare for market launch. The oversubscribed funding round includes multiple funding instruments, including equity, grants and the Innovatiekrediet. The equity investment was led by the Borski […]

The post Female-led Dutch startup ShanX Medtech secures €24 million to combat antimicrobial resistance appeared first on EU-Startups.

Vienna-based Vitrealab, a developer of Photonic Integrated Circuits (PICs) for laser-based augmented reality (AR) display systems, has closed a €9.4 million ($11 million) Series A financing round to accelerate the development of its Quantum Light Chip (QLC) for AR displays. The “significantly oversubscribed” round was led by LIFTT Italian Venture Capital and LIFTT EuroInvest with […]

The post Vienna’s Vitrealab closes €9.4 million Series A to develop light engines for AR glasses appeared first on EU-Startups.

Toloka.vc, a Ukrainian investment syndicate, has announced an investment of €215k in British electric bike company GIN e-bikes, which is scaling a subscription-based electric bike rental service in London under its PLUTO brand. The investment was structured as a two-year secured loan with an annual interest rate of 12%, backed by the company’s electric bike […]

The post GIN e-bikes raises €215k in dept funding to expand PLUTO e-bike subscriptions in London appeared first on EU-Startups.

Like every year, we take a country-by-country look at the teams and technologies shaping the continent’s entrepreneurial landscape. In 2026, we start this journey by turning our attention to Belgium, a country known for its strong research institutions, thriving tech hubs, and an innovation ecosystem that consistently produces high-impact ventures. Belgium, as we all know, […]

The post 10 Belgian startups to watch in 2026 and beyond appeared first on EU-Startups.

Prior to Cyberette, Jakimenko worked in data security and compliance in banking.

Cyberette enables real-time detection of manipulated media, backed by media forensics insights and content authentication using C2PA standards and watermarking, supporting governments, media organisations, and enterprises.

Cyberette focuses on fraud detection rather than generic deepfake detection.

Built for real-time, high-stakes workflowsThe platform is designed specifically for investigative and monitoring workflows, using in-house AI models built from scratch and optimised for precise, real-time detection tasks.

Our APIs are designed for real-time detection.

A Spanish AI voice startup, which says its tech makes minor clinical decisions while on the call with patients, has raised $20m in a Series A funding round.Tucuvi was founded by Maria Gonzalez, its CE...

A UK AI financial crime fighting unicorn has reported a near 50 per cent uplift in revenues, helped by customer wins, while losses halved, according to its latest annual financial figures.

The financial figures for Quantexa also reveal new details regarding Quantexa's fundraising last year, which propelled it to a valuation of $2.6bn.

The filing also shows that Quantexa has ditched offering its “News Intelligence Platform” to new clients.

Losses were attributed to “strategic investments” including increasing the workforce, which grew from 673 to 772, and developing its infrastructure.

Quantexa added: "Quantexa's business outlook remains strong, with plans to expand further in core sectors s…

Medtech BrightHeart, a developer of solutions for prenatal ultrasound, today announced it has raised €11 million Series A financing round.

BrightHeart’s technology has been clinically validated to dramatically improve CHD detection (>96 per cent) while reducing diagnostic errors and improving efficiency.

This financing will support US commercialisation, expansion across Europe, and relentless product innovation, scaling the B-Right AI Platform to set a new global standard of care in prenatal ultrasound.

“This new round of funding empowers us to accelerate BrightHeart’s mission of making AI the new standard of care in prenatal ultrasound.

"By embedding advanced AI directly into ultrasound wo…

Lookiero Outfittery Group, a European online personal shopping company, has closed a €17 million funding round with participation from new investors including Ekarpen Private Equity and the Spanish Society for Technological Transformation (SETT), alongside existing investors Acurio Ventures, Perwyn, Bonsai Partners, and 10x Group.

Of the total investment, €7.25 million was contributed by SETT, an entity under Spain’s Ministry for Digital Transformation and the Civil Service.

Operating across 12 markets, the group combines proprietary technology, including advanced personalisation and recommendation models, with the expertise of an international team of personal shoppers to deliver tailored …

In December, total funding reached €4.5 billion, only slightly below November’s €4.6 billion.

December also saw shifts in both geography and sector focus.

Tech.eu’s Cate Lawrence commented on the December numbers within the European tech investment landscape in our December Tech.eu Pulse, a compact version of the monthly report:December’s data reflects a European tech ecosystem that is selective, more industrial in focus, and looking toward long-term resilience rather than short-term momentum.

For her more detailed review and more in-depth analyses of the European tech ecosystem, including industry and country performance, exit activities, and more, check out our December report.

Here are t…

Belgium-based Alice, an AI platform developed for lawyers and legal teams, has raised €1 million in pre-seed funding to support the development of its end-to-end legal casework solution.

The adoption of AI in legal practice is increasing, alongside concerns related to accuracy and reliability.

Alice is designed to address these challenges by integrating AI into professional legal workflows, with a focus on verification, traceability, and maintaining human oversight.

Launched in June 2025 by practising lawyers Jeroen Villé and Armin Wintein, together with CTO Joren Coulier, Alice develops an AI platform built around legal workflows, emphasising usability, verification, and professional accou…

Dutch-based medical device company ViCentra, which commercialises the Kaleido insulin patch pump system, has raised an additional $13 million as part of its Series D financing, bringing the total round to $98 million.

The funding includes new capital from ROM Utrecht Region and a consortium of Dutch investors, including Venturing Tech, alongside increased support from existing investor Innovation Industries.

ViCentra develops and manufactures Kaleido, a compact and discreet alternative to traditional insulin pumps designed to support diabetes management.

Kaleido is positioned as the smallest, lightest, and most precise insulin patch pump in its class, delivering automated insulin therapy th…

Industrial data management platform United Manufacturing Hub (UMH) has raised €5 million in funding to accelerate its mission of building the foundational data layer for global manufacturing.

UMH unifies industrial data into a real-time data hub, called Unified Namespace, replacing fragile point-to-point integrations with a scalable, interoperable structure.

"We're building the open-source data infrastructure layer that finally makes industrial data available in the quantity and quality it needs to be – ready for what comes next.

“Industrial AI will only scale once factories have a reliable, shared data foundation - and in manufacturing, that data lives on the factory’s shopfloor.

In digita…

CertHub raises €6.2M to transform MedTech compliance with AI-driven automation Munich-based medtech manufacturing compliance startup CertHub,has raised €6.2 million in investment in just two months.

70 per cent of manufacturers report significant struggles with regulatory burden, and implementing new medical regulatory requirements alone is estimated to cost the industry €12 billion.

Notified Bodies benefit from higher documentation quality, standardised formats, and faster review cycles.

“Our mission is to remove the regulatory bottlenecks that hold back medical innovation,” shared Leon Kobinger, co-founder and CEO of CertHub.

Long-term, CertHub aims to build the first shared compliance in…

London-headquartered e-commerce operating startup Swap has raised $100m in a Series C funding round.

The Series C follows around nine months after Swap’s Series B round, when it raised $40m led by Iconiq.

Founded in 2022, Swap provides a platform for e-commerce brands to manage their logistics.

Instead of brands relying on multiple providers for tasks like cross-border shipping, order tracking, returns, tax, and inventory forecasting, Swap provides them all in one operating system.

Swap has also been integrating artificial intelligence into its platform, in areas such as cross-border tax filing and return processing.

The round also included existing investors Chalfen Ventures, Entrepreneurs First, Nucleus Capital, Dhyan Ventures, Saras Capital, and Ventures Together.

Developing new crop traits such as drought tolerance, disease resistance, or improved nutrition typically takes more than a decade and requires significant investment, with gene identification representing the primary bottleneck.

Biographica is addressing this challenge by applying AI-driven discovery methods to support the development of next-generation crop traits.

The company also announced a new partnership with BASF | Nunhems to support the development of new crop varieties in the agricultural sector.

The new funding will support the e…

Bunq, the Dutch challenger bank which targets tech-savvy customers who live and work in multiple countries, has reapplied for a US banking licence, as it looks to target US metropolitan areas with its banking services.

The Dutch neobank, which has more than 20 million users in Europe, has filed for a US banking licence with the Office of the Comptroller of the Currency (OCC), which regulates US national banks.

In 2024, Bunq withdrew its application for a US banking licence, citing problems between the Dutch regulator, the OCC and the Federal Deposit Insurance Corp.

The new filing for a banking licence follows Bunq being granted a US broker-dealer licence last year, which it saw as a step to…

At Tech.eu, we keep track of the investment landscape with data-driven insights.

Our Tech.eu Insiders enjoy unlimited, exclusive access to all our content, including market-intelligence analysis, reports, articles, and useful insights on tech trends and developments.

In response, we're offering compact versions of our monthly reports to all of our readers.

Our versions offer a glimpse into the valuable insights provided by our monthly reports, covering key investment trends, notable company activities, and emerging industry sectors.

Download the December Tech.eu Pulse today.

December marked a period of measured slowdown in the funding market when compared to November, reflecting typical year-end dynamics.

The month closed with 250 funding deals, down from 271 (7.8 per cent decrease) in November.

The biggest deals of the month were two €500 million funding rounds, underscoring strong investor confidence in high-growth European companies.

Matching this amount, Swedish energy company Elvy secured €500 million from Scayl and a banking partner to finance its home energy subscription packages.

IndustriesDecember 2025 sees software take the top slot in terms of investment volume in European tech startups, garnering 27.9 per cent of the monthly total of €1.2 billion.

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 […]