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The treasures beneath Greenland's icy terrain have been coveted for more than a century.

But as Donald Trump becomes the latest to eye this wealth, accessing them still remains a challenge.

Over the past millennia, Greenland has captivated visitors, bringing everyone from Erik the Red, who founded the first European settlement over a thousand years ago, to the Allied Forces of World War Two to its isolated shores.

And interest in Greenland is (again) heating up as the island has attracted the attention of US President Donald Trump.

But what is it about this frozen, barren land on the edge of the Arctic that makes it so desirable?

and be able to make HTTP requests?

Why should only click & submit events trigger them?

Why should you only be able to replace the entire screen?

Then become a sponsorhacking guideTo develop htmx locally, you will need to install the development dependencies.

They are all OK.haikujavascript fatigue:longing for a hypertextalready in hand

A bill that would "eliminate the H-1B program," which helps U.S. companies hire highly skilled foreign workers, was among Representative Marjorie Taylor Greene's final two final pieces of proposed legislation, new records show.

...Why It MattersThe H1-B visa program has been under heavy scrutiny during President Trump's second term.

What To KnowThe H-1B visa program allows employers to sponsor foreign professionals for jobs that require specialized skills, most commonly in technology, engineering, and science.

Greene first touted a H-1B program ban in September, writing on X: "I am introducing a bill to END the mass replacement of American workers by aggressively phasing out the H1B program…

These are in no way exhaustive, or even representative of all the work that has gone into the RISC-V port of V8.

Some of this complexity was inherited from the MIPS port, which was used as a starting point for the RISC-V port.

Once the function is compiled, the jump instruction is patched to jump directly to the compiled function.

jalr t6, t6, low_12 # Jump to t6 + low_12 offset.

ConclusionThe RISC-V port of V8 has come a long way in the last few years.

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Back in October 2024, I got my hands on a Snapdragon Dev Kit.

), 32GB of RAM, and a 512GB SSD, it ran Windows 11 for ARM lightning fast.

IIn early December, a Windows 11 security update (KB5068861) failed to install and rolled back during reboot.

If Qualcomm hadn’t discontinued the Snapdragon Dev Kit, this probably would’ve been an inconvenience instead of a postmortem.

The Snapdragon X Elite is excellent, and up until this one update, Windows 11 and the system performed flawlessly.

If a data center is moving in next door, you probably live in the United States.

More than half of all upcoming global data centers—as indicated by land purchased for data centers not yet announced, those under construction, and those whose plans are public—will be developed in the United States.

And these figures are likely underselling the near-term data-center dominance of the United States.

Because of these factors, “data centers in the U.S. are much larger on average than data centers in other countries,” he says.

Wilson adds that the dataset you see here—which comes from the analysis firm Data Center Map—may undercount new Chinese data centers because they are often not announced publ…

A recent discussion in the Mastodon tech community highlighted something important: confusion about when websites actually need those annoying cookie consent banners.

Let me break down what’s really going on and why your business website may not even need a cookie consent banner.

This means that most US businesses can avoid cookie consent banners entirely by focusing on clear disclosure and honoring opt-out requests.

The solution isn’t better cookie consent banners; it’s questioning whether you need all that tracking in the first place.

That said, cookie consent banners should be the exception, not the rule.

Introducing PassSeedsPasskeys provide biometrically gated use of cryptographic keys, but they were created specifically for authentication signing in centralized website login flows.

PassSeeds introduces a novel approach: treat the passkey’s P‑256 public key itself as seed material and retrieve it on demand through ECDSA public‑key recovery.

It is reproducible on-demand by repeating the double-sign ECDSA recovery flow, with no exportation of the PassSeed public key at any time.

PassSeed.create()This method orchestrates the complete WebAuthn credential creation flow, extracts the credential’s P-256 public key from the CBOR attestation object, and returns a hex-encoded SHA-256 hash of the pub…

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I started one night, woke up next day to a call from the client, saying the website is down, and they got an email.

That’s where it all begin, they got a notice for a DMCA takedown and only the nameserver is disabled as the hosting service investigate the issue.

The developer who actually created the website was the one who gave the notice of DMCA saying he was owed more money but was not given the final payment.

The developer also replied to the original complaint that it was resolved, and the DMCA notice be suspended.

With the whole deployment burning downTurns out, the actual dev DMCA takedown got escalated since it happened twice but not the reply saying it’s cancelled, explaining to th…

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📧 SMTP Tunnel ProxyA high-speed covert tunnel that disguises TCP traffic as SMTP email communication to bypass Deep Packet Inspection (DPI) firewalls.

✅ You should see:SMTP Tunnel Proxy Client User: alice [INFO] Starting SMTP Tunnel... [INFO] SOCKS5 proxy will be available at 127.0.0.1:1080 Connecting to myserver.duckdns.org:587 Connected - binary mode active SOCKS5 proxy on 127.0.0.1:1080Option B: Manual Waycd alice pip install -r requirements.txt python client.pyOption C: Custom Configuration# Download files scp [email protected]:/etc/smtp-tunnel/ca.crt .

📄 LicenseThis project is provided for educational and authorized use only.

⚠️ DisclaimerThis tool is designed for legitimate pr…

Loading...You are seeing this because the administrator of this website has set up Anubis to protect the server against the scourge of AI companies aggressively scraping websites.

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Space Forge is on a mission to manufacture semiconductors in space—no humans required.

“This demonstration shows that semiconductor crystal manufacturing can happen in space just using machines.”“Keeping people alive in space is expensive,” Swope adds.

Other companies and research teams are getting in on the budding space manufacturing industry.

In-space manufacturing is in its “early days,” Libby Jackson, head of space at the Science Museum in England, told the BBC.

Ruby Array Pack BleedLuke Jahnke 28 December 2025With the release of Ruby 4.0.0 on Christmas, I decided to revisit integer handling bugs within Ruby MRI, the canonical implementation of the Ruby programming language.

The vulnerability affects Ruby 4.0.0 and prior, likely back as far as even Ruby 1.6.7 which was released in 2002.

Now with the ability to generate a negative repeat count, we must find a directive that does something useful with a negative repeat count.

pack ( "H6X" ) => "AB" irb(main):003> [ "414243" ].

pack ( "H6X #{ 2 ** 64 } " ) (irb):1:in 'Array#pack': pack length too big (RangeError) from (irb):1:in ' ' from /usr/local/lib/ruby/gems/4.0.0/gems/irb-1.16.0/exe/irb:9:in ' ' …

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GPU-Accelerated Cuckoo FilterA high-performance CUDA implementation of the Cuckoo Filter data structure, developed as part of the thesis "Design and Evaluation of a GPU-Accelerated Cuckoo Filter".

OverviewThis library provides a GPU-accelerated Cuckoo Filter implementation optimized for high-throughput batch operations.

Cuckoo Filters are space-efficient probabilistic data structures that support insertion, lookup, and deletion operations with a configurable false positive rate.

The GPU Cuckoo Filter is compared against:Comparison Insert Query Delete GPU vs CPU Cuckoo 360× faster 973× faster N/A Cuckoo vs TCF 6× faster 42× faster 100× faster Cuckoo vs GQF 585× faster 6× faster 273× faster C…

When I speak with other peers, many are tired of social media.

And it only gets worse with the rise of AI generated rage/click-bait content across all social media platforms.

Back to social media.

I, personally, merely go online, post some dev things, and then move on to something else.

I'm simply tired of social media - and people.

Starting with Venice, the first thing to notice is the packaging of the CCDs to the IO dies is different.

Another change is that Venice appears to have two IO dies instead of the single IO die that the prior EPYC CPUs had.

Moving to the IO dies, they each appear to be approximately 353mm2 for a total of just over 700mm2 of silicon dedicated for the IO dies.

But unlike MI350, there appears to also be two extra dies on the top and bottom of the base dies.

As for the compute dies, while the packaging precludes any visual demarcation of the different compute dies, it is likely that there are 8 compute dies with 4 compute dies on each base die.

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Creating relationshipsWe can then create the dependency relationships between our module nodes:MATCH ( dependency : Module { name : $ dependencyName , version : $ dependencyVersion } ) MATCH ( dependent : Module { name : $ dependentName , version : $ dependentVersion } ) MERGE ( dependent ) - [: DEPENDS_ON ] -> ( dependency ) RETURN dependency , dependentThis query will:find modules that were created earlier using the MATCH clause and assign them to dependency and dependent , create the directed relationship between them using the -[:DEPENDS_ON]-> syntax.

So as long as we iterate over it sequentially, it means that if a module (dependent) depends on another module (dependency), then depende…

Learn to build safety-critical systems in C.Not "Hello World".

"Don't learn to code.

Learn to prove, then transcribe."

PhilosophyMost tutorials teach you to write code that seems to work.

The method:Define the problem precisely Prove correctness mathematically Design structs that embody the proof Code (it writes itself) Test against the contracts┌─────────────────────────────────────────────────────────────┐ │ THE APPROACH │ ├─────────────────────────────────────────────────────────────┤ │ │ │ Problem ──► Math Model ──► Proof ──► Structs │ │ │ │ │ ▼ │ │ Verification ◄── Code │ │ │ └─────────────────────────────────────────────────────────────┘Projects"Does something exist in time?"

To sign up, either send email to signup@ or use our sign-up bot via ssh [email protected] , and provide the following information:Signing up via emailThe name of the tier you would like to book.

This name must not begin with "gothub-" and it must conform to the restrictions placed on user and group names in gotsys.conf.

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A design log is a version-controlled folder ./design-log/ in your Git repository.

It contains markdown documents that serve as a "snapshot in time" of a specific design, decision or feature.

You can drop this into your AI's instructions to start your own design log:--- description: "This rule provides standards for design log files" alwaysApply: true --- # Jay Framework Project Rules ## Design Log Methodology The project follows a rigorous design log methodology for all significant features and architectural changes.

Read related design logs to understand context and constraints ### When Creating Design Logs 1.

Reference design logs by number when relevant (e.g., "See Design Log #50 ") 2.

speed definitely decreasesthe decrease is not linear with total size of table + indexes.

First, just one index, but very wide – on 10 columns (c1..c10):this new index size is 129MBtotal size of table, with this index: 319MBtime to load data: 6,512.281 msspeed of loading: 50,202.99 kB/sSo, it was actually significantly faster than with 10 separate indexes.

That's simple: make test table, load 100k rows, truncate, add index, load the same rows.

So, sizing information:table size, on its own, but with TOAST: 270MBindex size: 69 MBtotal size, with index: 339MBNow, without index, it took 6,928.514 ms to load the data.

So, total data size increased by only ~ 25%, but time increased by over 15 time…

PostgreSQL 18 has arrived with some fantastic improvements, and among them, the RETURNING clause enhancements stand out as a feature that every PostgreSQL developer and DBA should be excited about.

In this blog, I'll explore these enhancements, with particular focus on the MERGE RETURNING clause enhancement, and demonstrate how they can simplify your application architecture and improve data tracking capabilities.

Background: The RETURNING Clause EvolutionThe RETURNING clause has been a staple of Postgres for years, allowing INSERT , UPDATE , and DELETE operations to return data about the affected rows.

In Postgres 17, the community introduced RETURNING support for MERGE statements (commit …

on Tue 06 January 2026 Tags: xmpp ccc xmpp-enI had the pleasure of giving a talk on "XMPP and Metadata" during the last Chaos Communication Congress, in the Critical Decentralization Cluster area.

Metadata First I want to define the basics: metadata is data about the data.

XMPP I cannot really make this an introduction to XMPP but to summarize, XMPP is an extensible federated protocol for messaging and presence.

Matrix Matrix is a federated protocol which has many of the same flaws as XMPP with regards to metadata.

This creates a more difficult situation for metadata than XMPP, because while XMPP servers can see what goes through them, in Matrix the servers are required to store this infor…

head , '=' ); Env * env = new ( a , 1 , Env ); env -> key = pair .

tail ; env -> next = head ; // 2 head = env ; // 3 } return head ; }That’s it, a complete linked list implementation in three lines of code.

Look-ups are constant time:Str lookup_constant ( EnvTable table , Str key ) { uint64_t hash = hash64 ( key ); size_t mask = (( size_t ) 1 << table .

slots [ i ] -> key , key )) { return table .

Again, for multi-map iteration we need some kind of iterator or cursor:typedef struct { EnvTable table ; Str key ; size_t step ; size_t i ; } TableIter ; TableIter new_tableiter ( EnvTable table , Str key ) { uint64_t hash = hash64 ( key ); size_t step = ( size_t )( hash >> ( 64 - table .

A unit testing framework is used to execute each unit test and provide a summary of their results.

Many developers find it hard or boring to write unit tests.

Good unit tests can help by finding bugs, catching regressions, communicate intent, and guide the design of the unit under test.

Write unit tests to turn uncertainty into calmness.

Expressed differently, write unit tests until you feel that you are wasting your time.

Loading...You are seeing this because the administrator of this website has set up Anubis to protect the server against the scourge of AI companies aggressively scraping websites.

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In theory, a good JIT should, over a sufficiently long run time, outperform a native AOT-compiled binary, as it has more information about the code, processed data, and actual hardware.

Similarly, a mix of manual memory management with GC should be potentially faster than a purely manual approach, due to a more efficient heap structure and allocator.

However, most state-of-the-art JITs & runtimes today are instead used to make somewhat performance-hostile high-level languages run acceptably (e.g., JVM, CLR, V8,...), rather than attempting to compete with AOT compilers for lower-level languages (C++/Rust/Zig/...).

This leads me to wonder, where are all the low-level runtime-based languages?

…

Michael Acton / Financial Times:

Jensen Huang says Nvidia has “fired up” H200 production in the expectation of resumed China sales and it is working on the “last details” with the US government — Company confident ‘last details’ of deal with White House to resume AI chip exports will be finalised soon

Bloomberg:

Samsung says it expects memory chip supply shortages to raise prices across the electronics industry, including potentially among its own consumer products — Samsung Electronics Co. expects memory chip supply shortages to raise prices across the electronics industry, including potentially among its own consumer products.

Financial Times:

Polymarket is disputing that the US mission to capture Nicolás Maduro constituted an “invasion”, refusing to pay out bets on a contract with $10.5M in wagers — Prediction market disputes US raid amounted to an invasion in fight over more than $10.5mn in wagers

Bloomberg:

Chinese AI startups Zhipu and MiniMax are set to go public in Hong Kong on January 8 and 9, respectively; MiniMax has 210M+ users, and Zhipu has 8,000+ clients — Two of China's largest generative AI startups are set for back-to-back debuts in Hong Kong this week, testing investor appetite …

Stu Woo / Wall Street Journal:

GWI: LinkedIn's 2025 revenue rose to $17B from $7B in 2020 as users doubled to 1.3B; 4.7% of US users checked more than once per day in 2025, from 3.9% in 2020 — Data show people are scrolling longer on the site. Its secret is a founding principle that curbs toxicity. — It isn't just you.

Bloomberg:

A look at Kalshi and Polymarket's lucrative shift toward sports, as high-profile real-world bets raise questions about access, integrity, and US CFTC regulation — Prediction platforms pitch themselves as tools for insight, but eye-catching bets on real-world events are raising questions about access, integrity and regulation.

Katherine Blunt / Wall Street Journal:

As data center development pressures power grids, officials have proposed requiring data centers to power down or switch to a backup when blackout risks rise — Power-grid operators are asking tech companies to supply their own electricity or go dark at times, but many are pushing back

Melissa Heikkilä / Financial Times:

An interview with Google DeepMind CTO Koray Kavukcuoglu on his new role as Google's chief AI architect, Gemini 3, progress toward the goal of AGI, and more — The tech giant's chief AI architect and CTO of DeepMind discusses the Gemini 3 LLM and progress towards the goal of artificial general intelligence

Katherine Blunt / Wall Street Journal:

How Google's ambitious approach to training Gemini on text, code, audio, images, and video helped it stage a powerful comeback, triggering a Code Red at OpenAI — After ChatGPT dominated early chatbot market, Google staged comeback with powerful AI model; biggest search-engine overhaul in years

Duncan Riley / SiliconANGLE:

PitchBook-NVCA: global VC investments hit $512B in 2025 with AI accounting for 50%+; VC fundraising fell to a 10-year low of $118.6B, ~$100B less than in 2024 — The global venture capital market hit its second-highest annual total on record in 2025, with the year seeing $512 billion in deal value …

Paige Smith / Bloomberg:

Dutch fintech Bunq applies to become a US bank; the OCC conditionally approved national trust bank charters for several crypto firms in 2025, including Circle — The Dutch fintech Bunq BV applied to become a US bank two years after rescinding a previous application under former President Joe Biden.

Puyaan Singh / Reuters:

The US FDA says it will limit regulation of non-medical wellness wearables and AI software, provided they don't make claims about disease diagnosis or treatment — The U.S. Food and Drug Administration said on Tuesday that it will limit regulation of wearable devices and software designed …

Bloomberg:

China unveils rules banning major platforms like Alibaba from forcing merchants into discounts or practices seen as disrupting market order, effective February — China unveiled broad regulations Wednesday that ban major platforms such as Alibaba Group Holding Ltd. from coercing online merchants …

Hugh Langley / Business Insider:

Filing: Larry Page moved assets out of California ahead of the proposed CA wealth tax, meeting an end-of-2025 deadline; a source said he has left the state — - Google cofounder Larry Page is cutting ties with California. — A source said Page had already left the state.

Chris Welch / Bloomberg:

Motorola unveils the Razr Fold, its first book-style foldable phone, with a 6.6" front display and an 8.1" 2K LTPO inner screen, expected to launch this summer — Lenovo Group Ltd.'s Motorola unveiled its first folding phone that opens like a book or passport, a departure from the string …

Igor Bonifacic / Engadget:

Lenovo introduces Qira, a system-level, cross-device AI assistant for both its computers and Motorola smartphones, arriving later this quarter — Qira will arrive later this quarter. — If the world didn't already have one too many digital assistants, Lenovo is adding another one to the pile.

Financial Times:

Sources: Chinese officials are reviewing Meta's purchase of Manus for possible technology export control violations — Commerce ministry assessing whether deal for Chinese-founded group violates technology export controls — Chinese officials are reviewing Meta's $2bn purchase …

Evan Halper / Washington Post:

How the huge data center buildout is heating up local politics in US towns across red and blue states on issues like water, electricity, and noise — As the buildout of AI infrastructure alarms communities, it is fast emerging as a potent electoral issue across the political divide.

Bloomberg:

Sources: Discord has filed confidentially for an IPO, working with Goldman Sachs and JPMorgan Chase — Discord Inc. filed confidentially for an initial public offering, according to people familiar with the matter, adding to a rapidly growing pipeline of venture capital-backed tech listings.

Allison Smith / Modern Retail:

Brands complain Amazon's “Buy for Me” AI-powered shopping tool features their products on Amazon without permission and shows descriptions with errors — Angie Chua has avoided selling on Amazon since she founded her Palm Springs, California-based stationery brand Bobo Design Studio in 2016.

Zack Whittaker / TechCrunch:

In the first successful US prosecution of a spyware operator in 10+ years, pcTattletale founder pleads guilty to promoting surveillance apps for unlawful uses — The founder of a U.S.-based spyware company, whose surveillance products allowed customers to spy on the phones and computers …

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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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…

IPTVCollection of publicly available IPTV (Internet Protocol television) channels from all over the world.

Simply paste the link to one of the playlists into any video player that supports live streaming and press Open.

PlaylistsThe main playlist containing all channels available in the repository can be found at:https://iptv-org.github.io/iptv/index.m3uLinks to other playlists can be found in the PLAYLISTS.md file.

EPGElectronic Program Guide for most of the channels can be downloaded using utilities published in the iptv-org/epg repository.

The repository simply contains user-submitted links to publicly available video stream URLs, which to the best of our knowledge have been intentionall…

submitted by /u/insomnimax_99 [link] [comments]

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Technology history means visiting tech museums, and I have been doing that for decades now.

The best tech museums that I’ve been toNational Railway Museum Park / Taipei Railway WorkshopTaiwan (the site near Songshan Park) / Visited in 2025 / nrm.gov.twThis place blew me away.

Musée des Arts et Métiers&Narodowe Muzeum TechnikiParis / Visited in 2024 / arts-et-metiers.netWarsaw / Visited in 2025 / nmt.waw.plI used to look down on old tech museums in buildings from a different era.

Benjamin Franklin Museum (Philadelphia)I don’t know if this counts as a tech museum, but this was such a miserable experience.

To perhaps oversimplify the three anti-examples above: I love tech museum…

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The guide is for engineers and curious people who use the web every day, but never built a mental model of how browsers work.

I find most guides too technical, too detailed, or too shallow, so I have decided to take a different approach.

I built the guide with many tiny interactive examples you can play with to help you go get through the technical details and build an intuition of how browsers work.

To keep it short and straight to the point, many critical details are omitted like different versions of the HTTP protocol, SSL, TLS, nuances of the DNS, and many more.

Feel free to suggest improvements by creating an issue or a pull request.

Every Dev Tool You Need

Fast. Private. Free forever.

And the reason that I believe this is Claude Opus 4.5.

Opus 4.5 feels to me like the model that we were promised - or rather the promise of AI for coding actually delivered.

What amazed me through the process of building this was Opus 4.5 ability to get most things right on the first try.

When I say that Opus 4.5 built this almost entirely, I mean it.

With Opus 4.5, I haven’t hit that wall yet—Opus always figures out what the issue is and fixes its own bugs.

While this starts with AI & agents and focuses on Linux, it's really a deep-dive into the main isolation strategies: containers, gVisor, MicroVM, and WASM. Their 3-question model for "sandboxing": Boundary("what is shared"), Policy("what can the code touch"), Lifecycle("what survives").

On the second day, I decided to leave my phone at home, so I lived those two hours to the fullest.

I was sitting alone in a café with a dog that had crawled under the table without any electronics that could distract me.

Sitting alone in a café without distractions shows you how a café works.

Just at the moment you think you are alone again, you see another weirdo across the café sitting alone without distractions.

Sitting alone in a café without distractions only gets better when there is something to write on.

C3 empowers you with precise, purpose-built operator overloading — no C++ baggage, just clean, expressive code.

A simple and straightforward module system that doesn't get in the way, with defaults that makes sense.

C3 fits right into your C/C++ application with full C ABI compatibility out of the box: no need for special "C compatible" types or functions, no limitations on what C3 features you can use from C.C3 is an evolution, not a revolution: the C-like for programmers who like C.C3 is a programming language that builds on the syntax and semantics of the C language, with the goal of evolving it while still retaining familiarity for C programmers.

Thanks to full ABI compatibility with C,…

2025 Season SummaryPlayoff BracketWildcard WeekendJan 10-12 Divisional RoundJan 17-18 Conference ChampionshipsJan 25 Super BowlFeb 8 Super Bowl ChampionNFC NFC2 CHI CHI 7 GB GB Jan 10 8:00pm ET3 PHI PHI 6 SF SF Jan 11 4:30pm ET4 CAR CAR 5 LAR LAR Jan 10 4:30pm ETAFC AFC2 NE NE 7 LAC LAC Jan 11 8:00pm ET3 JAX JAX 6 BUF BUF Jan 11 1:00pm ET4 PIT PIT 5 HOU HOU Jan 12 8:00pm ET1 SEA SEAWorst Remaining NFC SeedBest NFC Seed from Wildcard Round2nd Worst Remaining NFC Seed1 DEN DENWorst Remaining AFC SeedBest AFC Seed from Wildcard Round2nd Worst Remaining AFC SeedÂFinal StandingsConference StandingsDivision Standings                                         …

How the hell are you supposed to have a career in tech in 2026?

Nearly everyone in tech I have this conversation with feels very isolated about it, and they’re often embarrassed or ashamed to discuss it.

Well, an important thing to understand, if you care about innovation and technology, is that the vast majority of technology doesn’t happen in the startup world, or even in the “tech industry”.

Startups are only a tiny fraction of the entire realm of companies that create or use technology, and the giant tech companies are only a small percentage of all jobs or hiring within the tech realm.

As I’ve been fond of saying for a long time: don’t let your job get in the way of your career.

"Kick off the new year by ripping data from weather satellites and talking to your friends through a lawn light. Timestamps: 0:00 - Intro

2:58 - Meshtastic Solar Light

10:44 - Flock Safety Detector

13:55 - Anarchism (Taborites)

15:30 - Weather Satellite Ripper

21:58 - Anarchism (Zapatistas)

27:03 - Stingray Detector

31:40 - Failed Spotify Alternative

35:17 - Anarchism (Goonan v Dempsey)"

Published: Sat 03 January 2026 tags: Zed VSCode Python toolsFor many years VSCode has been my day-to-day IDE for everything: Python, Go, C, occasional frontend development, and what not.

There is a hope the VSCode approach to AI integration becomes less intrusive and more thoughtful, things stabilize, and VSCode "just works" again.

Zed: first impressionsIn Zed I felt immediately at home coming from VSCode.

Pylance is the most widely used Python language server, however, it's not open source, so it cannot be used outside of VSCode.

The Zed extension ecosystem is tiny compared to VSCode, but I found it sufficient for my needs.

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.

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.

Ever wish you could change your nail polish without setting foot in a salon (or pulling out that bottle of remover)?

At CES 2026, iPolish debuted what it's calling "the world's first digital color-changing nails" -- and it's pretty impressive.

Place the tip of the nail inside a small wand device that resembles a small portable power bank, and the color changes almost instantly.

Alison DeNisco Rayome/ZDNET"This is beauty on demand, and it's the future of beauty," Lance Littell, senior vice president of iPolish, told me at CES.

I watched a demo at CES, and it was very cool -- the polish changed within a few seconds of the nail being placed in the wand.

Your TV's old but reliable USB port can do more than just broadcast local content. Here's a roundup of my favorite use cases.

ZDNET's key takeawaysOhSnap is finally shipping its $150 Mcon controller after a year of refinements.

The Bluetooth gaming accessory allows you to mount an iPhone or Android device using magnets.

Then I picked up OhSnap's Mcon controller, and I've been thinking about it ever since.

Using OhSnap's Mcon controller is as simple as plopping an iPhone or Android device onto the magnetic pad and flicking outward to reveal an assembly of joysticks and control keys underneath.

Considering the popularity of running emulators and cloud gaming on phones nowadays, and the influx of Qi2-enabled Android phones, the Mcon feels like it's peaking at just the right time.

Contact apps are an important tool for busy lives. But which one should you be using? Here's my short list of favorites.

Also: 5 ways Lenovo's AI strategy can deliver real results for you tooDigital and business leaders must find ways to comply with these rules.

But while compliance can be a burden, it doesn't have to be a hindrance -- and these five business leaders provide five ways you can use governance to help guide your AI explorations.

Hu told ZDNET that, as a general rule, business leaders should pay attention to upcoming rules and regulations that must be adhered to in an age of AI.

Also: 5 ways to prevent your AI strategy from going bust"The penalty for getting things wrong is quite hot right now.

To overcome this challenge, Mayer told ZDNET his team maintains regular conversations with regulatory a…

ZDNET's key takeawaysLollipop Star is a lollipop that plays music via bone conduction.

Pick from three flavors featuring Akon, Ice Spice, and Armani White.

You can buy a Lollipop Star now for $8.99.

"Experience music you can taste" with Lollipop Star from Lava Tech, a lollipop that uses bone conduction technology to play songs from your mouth to your inner ear, debuting at CES 2026.

It's a novelty experience, and a fun one -- suck on the lollipop and you'll hear a song directly in your ears.

Motorola Razr Fold at CES 2026 Kerry Wan/ZDNETFollow ZDNET: Add us as a preferred source on Google.

ZDNET's key takeawaysMotorola unveiled its first foldable phone at CES 2026.

During Lenovo's Tech World showcase at CES 2026, Motorola took the stage to unveil its first foldable smartphone, the aptly named Razr Fold.

Also: CES 2026 live blog: Latest news on TVs, AI, phones, moreOn the outside, the Razr Fold features a 6.6-inch cover display for a more traditional form factor.

Motorola Razr FIFA 2026 Kerry Wan/ZDNETIn addition to the foldable, Motorola also announced a special FIFA World Cup 26 edition of the clamshell Razr, as seen above.

ZDNET's key takeawaysLenovo's ThinkPad X1 Carbon Gen 14 features a redesigned, double-sided motherboard called a Space Frame.

Repairability is a key theme at CES 2026.

Also: The 5 most exciting laptops Lenovo announced at CES 2026 - including a twistableIt's a formidable laptop in its own right, as well.

CES 2026 also saw OLED displays across the board, and the ThinkPad X1 Carbon is no exception.

Lenovo unveiled a host of ambitious proof-of-concept products at CES, but the 14th-generation ThinkPad X1 Carbon is both a fully-realized innovation and a rather subtle change to a product that's already highly optimized.

A new AI pin is infused with Qira.

Lenovo Qira is an AI assistant that works across the vast ecosystem of Lenovo and Motorola devices, including smartphones, wearables, PCs, tablets, and more.

On Lenovo devices, the experience will appear as Lenovo Qira, while on Motorola devices, it will display as Motorola Qira.

The pin uses Motorola Qira to help with everyday tasks when you don't want to use your phone.

While this may sound like any other AI assistant, the key lies in understanding how it accomplished the task.

Kyle Kucharski/ZDNETLenovo announced over a dozen computers today at CES, including laptops, desktops, all-in-one PCs, minis, and, as to be expected, some wild proof of concepts.

One of the most exciting laptops Lenovo announced is the 14th-generation ThinkPad X1 Carbon Aura Edition.

This isn't as big as the rollable ThinkBook Lenovo released last year, but it does utilize the entire screen with the dual-facing screen.

ThinkBook Plus Gen 7 Auto TwistKyle Kucharski/ZDNETI've always been a big fan of Lenovo's ThinkBook Plus series, as it's where the company gets really creative with laptop designs.

Lenovo's ThinkBook Plus Gen 7 Auto Twist is expected to go on sale in June 2026, with prices st…

Calacanis, General Catalyst's Taneja, and McKinsey's Sternfels discussed how AI is reshaping technology and the labor force.

Chinese officials are reportedly reviewing whether the Meta deal violates technology export controls, potentially giving Beijing leverage it wasn't initially perceived as having.

CES 2026 is in full swing in Las Vegas, with the show floor open to the public after a packed couple of days occupied by press conferences from the likes of Nvidia, Sony, and AMD and previews from Sunday’s Unveiled event. As has been the case for the past two years at CES, AI is at the forefront of […]

The most surprising part is that the plastic isn't the biggest problem.

When fake content goes viral, the damage has already been done, even if the post is debunked.

Mentee Robotics was co-founded by Mobileye president Amnon Shashua.

Nvidia is among the many investors, but xAI has not disclosed if these investments come in the form of equity or debt.

“Our children cannot be used as lab rats for Big Tech to experiment on,” Senator Steve Padilla said. He just introduced a bill to ban AI chatbots in toys until safety regulations are developed.

From an AI panda pet to an anime girl hologram for your desk, here are the wildest products at CES 2026.

Intel has been building chips designed for gaming PCs for years but the company is now moving into handheld devices too.

LMArena, which started as a UC Berkeley research project, has raised about $250 million total and become a unicorn in about seven months.

Ritchie Torres has introduced a bill to ban government officials from using insider information to trade on political prediction markets like Polymarket. The bill was prompted by reports that traders on Polymarket made large profits betting on Nicolas Maduro's removal, raising suspicions that some wagers were placed using material non-public information. "While such insider trading in capital markets is already illegal and often prosecuted by the Justice Department and Securities and Exchange Commission, online prediction markets are far less regulated," notes Axios. From the report: Rep. Ritchie Torres' (D-N.Y.) three-page bill, a copy of which was obtained by Axios, is called the Public I…

National Weather Service pulled an AI-generated forecast graphic after it hallucinated fake town names in Idaho. "The blunder -- not the first of its kind to be posted by the NWS in the past year -- comes as the agency experiments with a wide range of AI uses, from advanced forecasting to graphic design," reports the Washington Post. "Experts worry that without properly trained officials, mistakes could erode trust in the agency and the technology." From the report: At first glance, there was nothing out of the ordinary about Saturday's wind forecast for Camas Prairie, Idaho. "Hold onto your hats!" said a social media post from the local weather office in Missoula, Montana. "Orangeotild" ha…

Boris Cherny, the creator of Claude Code at Anthropic, revealed a deceptively simple workflow that uses parallel AI agents, verification loops, and shared memory to let one developer operate with the output of an entire engineering team. "I run 5 Claudes in parallel in my terminal," Cherny wrote. "I number my tabs 1-5, and use system notifications to know when a Claude needs input." He also runs "5-10 Claudes on claude.ai" in his browser, using a "teleport" command to hand off work between the web and his local machine. This validates the "do more with less" strategy Anthropic's President Daniela Amodei recently pitched during an interview with CNBC. VentureBeat reports: For the past week, …

According to Bloomberg, Discord has confidentially filed for a U.S. IPO. Reuters reports: The U.S. IPO market regained momentum in 2025 after nearly three years of sluggish activity, but hopes for a stronger rebound were tempered by tariff-driven volatility, a prolonged government shutdown and a late-year selloff in artificial intelligence stocks. Discord, which was founded in 2015, offers voice, video and text chatting capabilities aimed at gamers and streamers. According to a statement in December, the platform has more than 200 million monthly users. Read more of this story at Slashdot.

schwit1 shares a report from Gothamist: Wegmans in New York City has begun collecting biometric data from anyone who enters its supermarkets, according to new signage posted at the chain's Manhattan and Brooklyn locations earlier this month. Anyone entering the store could have data on their face, eyes and voices collected and stored by the Rochester-headquartered supermarket chain. The information is used to "protect the safety and security of our patrons and employees," according to the signage. The new scanning policy is an expansion of a 2024 pilot. The chain had initially said that the scanning system was only for a small group of employees and promised to delete any biometric data it …

sinij shares a news release from the Utah Department of Commerce: The state of Utah, through the Utah Department of Commerce's Office of Artificial Intelligence Policy, today announced a first-of-its-kind partnership with Doctronic, the AI-native health platform, to give patients with chronic conditions a faster, automated way to renew medications. This agreement marks the first state-approved program in the country that allows an AI system to legally participate in medical decision-making for prescription renewals, an emerging model that could reshape access to care and ultimately improve care outcomes. Politico provides additional context in its reporting: In data shared with Utah regulat…

An anonymous reader quotes a report from the New York Times: On Monday, [Jensen Huang, the chief executive of the chip-making giant Nvidia] said the company would begin shipping a new A.I. chip later this year, one that can do more computing with less power than previous generations of chips could. Known as the Vera Rubin, the chip has been in development for three years and is designed to fulfill A.I. requests more quickly and cheaply than its predecessors. Mr. Huang, who spoke during CES, an annual tech conference in Las Vegas, also discussed Nvidia's surprisingly ambitious work around autonomous vehicles. This year, Mercedes-Benz will begin shipping cars equipped with Nvidia self-driving…

Google will begin releasing Android Open Source Project (AOSP) source code only twice a year starting in 2026. "In the past, Google would release the source code for every quarterly Android release, of which there are four each year," notes Android Authority. From the report: Google told Android Authority that, effective 2026, Google will publish new source code to AOSP in Q2 and Q4. The reason is to ensure platform stability for the Android ecosystem and better align with Android's trunk-stable development model. Developers navigating to source.android.com today will see a banner confirming the change that reads as follows: "Effective in 2026, to align with our trunk-stable development mod…

Vietnam will begin enforcing new online advertising rules in February 2026 that ban forced video ads longer than five seconds and must allow users to close ads with just one tap. "Furthermore, platforms must provide clear icons and instructions for users to report advertisements that violate the law, and allow them to opt out, turn off, or stop viewing inappropriate ads," reports a local news outlet (translated to English). "These reports must be received and processed promptly, and the results communicated to users as required." From the report: In cases where the entity posting the infringing advertisement cannot be identified or where specialized laws do not have specific regulations, th…

An anonymous reader quotes a report from IGN: Last year, Intel had the best iGPU on the market. This year, it's broken that record by over 70% with Panther Lake and it's a huge win for handhelds. "We've overdelivered" is how Intel CEO Lip Bu Tan categorized the Panther Lake launch during the company's CES 2026 Keynote address, and that really does seem to be the case. But the real highlight of the keynote speech wasn't the engineering behind Panther Lake, but rather the iGPU and the "handheld ecosystem" Intel is building to capitalize on the iGPU's performance gains. Formerly known as the 12 Xe-core variant, the new Intel Arc B390 iGPU offers up to 77% faster gaming performance over Lunar L…

Jupiter's moon Europa is on the short list of places in our solar system seen as promising in the search for life beyond Earth, with a large subsurface ocean thought to be hidden under an outer shell of ice. But new research is raising questions about whether Europa in fact has what it takes for habitability. Reuters: The study assessed the potential on Europa's ocean bottom for tectonic and volcanic activity, which on Earth facilitate interactions between rock and seawater that generate essential nutrients and chemical energy for life. After modeling Europa's conditions, the researchers concluded that its rocky seafloor is likely mechanically too strong to allow such activity. The research…

Nvidia's G-Sync Pulsar technology, first announced nearly two years ago as a solution to display motion blur caused by old images persisting on the viewer's retina, is finally arriving in consumer monitors this week. The first four Pulsar-equipped displays -- from Acer, AOC, Asus and MSI -- hit select retailers on Wednesday, all sharing the same core specs: 27-inch IPS panels running at 1440p resolution and up to 360 Hz refresh rates. Nvidia claims the technology delivers the "effective motion clarity of a theoretical 1,000 Hz monitor." The system uses a rolling scan scheme that pulses the backlight for one-quarter of a frame just before pixels are overwritten, giving them time to fully tra…

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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Only one button works. Every other click is chaos. 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.

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.

Salzburg-based BENTELER Group has signed an agreement to acquire Frankfurt’s mobility software provider ioki from Deutsche Bahn. The transaction is expected to close in the near future. With this acquisition, BENTELER subsidiary HOLON, ioki, and Benteler Mobility form the first European full-service provider for autonomous mobility. As part of this deal, HOLON will manufacture the […]

The post BENTELER Group acquires Frankfurt’s ioki to build Europe’s first integrated autonomous public transport platform appeared first on EU-Startups.

Milano-based MotorK, an AI-centric SaaS provider to the automotive retail industry in the EMEA region, has secured an additional €3 million tranche of financing from its existing lender Atempo Growth. The fresh capital will be utilised to strengthen the Group’s financial position further and support general corporate purposes. According to the company, additional funds were […]

The post Milano-based automotive SaaS provider MotorK secures €3 million to bolster its financial position appeared first on EU-Startups.

Have you ever attended a climbing class? If so, you know that the first thing you are taught is how to fall. The logic is simple. If you are not afraid of falling, you are more likely to keep climbing. The same applies to entrepreneurship. Have you ever re-arranged a cap table before a Series […]

The post Accepting failure: Europe’s overlooked competitiveness advantage appeared first on EU-Startups.

For anyone who has searched for a job recently, the experience is painfully familiar: hours spent scrolling through job boards, submitting dozens of applications, and hearing nothing back. The same roles appear across multiple platforms. Listings stay up months after positions are filled. And despite applying to what seems like a perfect match, most applications […]

The post TalentAid unveils AI-powered platform to fix the broken job search (Sponsored) appeared first on EU-Startups.

Sicily is an island known for its vibrant lifestyle, rich culture, and world-renowned cuisine. Yet beyond its heritage and charm, the island is steadily carving out a reputation as a centre for innovation and entrepreneurship. While the pace of startup growth may not yet match established Italian centres like Rome or Milan, Sicily is steadily […]

The post How Sicily is reinventing itself through entrepreneurship: 10 Sicilian startups to watch in 2026 appeared first on EU-Startups.

It’s remarkable to think that a year or so ago, securing a coveted page-one search engine ranking was considered the marketer’s holy grail. No easy feat, getting there required absolute precision, constant fine-tuning and the perfect mix of keywords and backlinks. Of course, today that world looks rather different. As AI-driven search experiences dominate, they […]

The post AI didn’t break your website: It exposed its weaknesses appeared first on EU-Startups.

In 2026, many startup founders are facing the same uncomfortable truth. Their product may be technically solid, and their team may be shipping fast, but growth stalls the moment AI agents become the first touchpoint in the customer journey. The interface has changed, and with it, so should we. In previous years, you optimised for […]

The post What AI-native means for startups in 2026, and why it is not just for big tech appeared first on EU-Startups.

Looking back at the evolution of healthtech, many revolutionary startups have been built, often completely shifting the way clinicians work. We have moved from digital record keeping to telehealth platforms, preventative healthcare devices, and now the latest wave of AI co-pilots. Decades of investing in digitisation have consequently turned healthcare into fertile ground for AI […]

The post AI for healthcare admin: Meet the startups that are providing the right tech at the right time appeared first on EU-Startups.

Europe’s DeepTech ecosystem is approaching an important crossroads. Across the continent, universities and research institutes continue to generate breakthrough science, supported by one of the world’s strongest pipelines of technical talent. The ingredients for globally relevant DeepTech companies are already present. Japan’s recent commitment of more than €33 billion to European DeepTech and AI highlights […]

The post Can Europe become the global centre of gravity for DeepTech? appeared first on EU-Startups.

A UK AI firm that advises OpenAI and other frontier AI models on AI safety is to be acquired by IT consulting giant Accenture.

The acquisition of Faculty comes as Accenture undertakes an aggressive AI push, as it looks to cash in on robust demand for its AI-driven IT services.

Multinational giant Accenture, founded in the US, said the acquisition would help its clients with “safe and secure AI solutions”.

Julie Sweet, chair and CEO, Accenture, said: “With Faculty, we will further accelerate our strategy to bring trusted, advanced AI to the heart of our clients’ businesses."

Faculty’s services include AI strategy and AI safety.

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…

The UK Government has unveiled a £210 million cyber action plan to secure online public services and protect people’s data as more services move online.

It underpins UK Government plans to digitise public services.

This approach could unlock up to £45 billion (note) in productivity savings by using technology effectively across the public sector.

Digital Government Minister Ian Murray said:“Cyber-attacks can take vital public services offline in minutes – disrupting our digital services and our very way of life.

Further, a new Software Security Ambassador Scheme will now help drive adoption of the Software Security Code of Practice, a voluntary project designed to reduce software supply cha…

And Europe is showing up with the intent to demonstrate how connected hardware is maturing into real-world infrastructure.

.lumen (Romania).Lumen is a Romanian deeptech startup creating mobility and independence for people who are blind or severely visually impaired by applying autonomous-driving-inspired AI tech to pedestrian navigation challenges.

Its glasses were named a CES 2026 Innovation Awards Honoree in the Accessibility & Longevity category.

Tinental (Italy)Startup Tinental seeks to make energy optimisation and predictive maintenance accessible and profitable for industrial operators by using AI, digital-twin modelling, and IoT.

The startup is the first Ukrainian company to build a…

A UK social and community networking app has raised a “major seven-figure investment”, its co-founder has announced, as it looks to scale globally.

Cliq, founded in 2023, allows users to connect with like-minded individuals, join interest-based communities, and attend local events.

Cliq bills itself as a social networking app, with a focus on meeting in person, as opposed to a social media app.

Nicola Gunby, co-founder and chief marketing officer, said: “Cliq has raised a major seven-figure investment to scale globally.

“Two years ago, we set out with one mission: to challenge the social networking industry and build something that gets people off their phones and back into real life.

Why strategy can’t waitMany organizations still question the need for an AI strategy.

Here’s an uncomfortable truth: your organization is already using AI, whether you have an AI strategy in place or not.

First, employees using AI haphazardly create security vulnerabilities, compliance issues, and what’s now called “workslop”—low-quality output that looks professional but lacks depth and substance.

Developers who master AI tools can focus on architecture, complex problem-solving, and work that requires deep contextual understanding—the work AI can’t handle.

The difference between 2026 and 2025 won’t be more AI tools; rather, it will be which organizations stopped drifting and started buildi…

UK-based qualitative analytics startup WholeSum has raised £730,000, combining grant funding from Women TechEU with a pre-seed round led by Twin Path Ventures.

A significant share of organisational data is unstructured, yet many teams lack consistent methods for analysing large volumes of text.

WholeSum provides an AI-based analytics layer for qualitative data, converting large amounts of free text into statistically supported, auditable outputs.

Tasks that would typically take weeks of manual analysis can be completed more quickly and then examined further using statistical tools to support decision-making.

John Spindler, Partner at Twin Path Ventures, said that qualitative analysis has lo…

Hybrid-casual puzzle game Pixel Flow has closed a seed round with participation from Akın Babayiğit and e2vc.

Pixel Flow was developed by Kübra Gundogan and Emre Çelik, an Istanbul-based team previously involved in the game Twisted Tangle.

Co-founder and CEO Kübra Gundogan said the project emerged from the team’s long-term focus on creating original game mechanics.

She noted that the game’s reception reflects their analysis of player behaviour and the insights derived from that work, and that Pixel Flow represents a new core mechanic and design direction for the team.

Following the investment, the team expanded its scaling efforts, indicating that hybrid-casual games can reach wide audience…

Despite decades of progress in medicine, the tools primarily used to access, diagnose, and treat the brain remain limited — until now.

Robeauté is a Paris-based MedTech startup developing a new class of therapeutic microrobots designed to diagnose, treat, and monitor the brain with unprecedented flexibility.

“The carrier contains our core technology,” Cartocci said.

If we don’t feed technology back into public systems, we push them toward the American model — and that’s a failure.”For Cartocci, commercial brain microrobots are closer than they’ve ever been.

We’re also hiring: scientific and technical roles, quality and regulatory roles, US go-to-market roles, and engineering roles.

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 […]