Keystone (YC S25) Is Hiring 58 minutes ago hide Keystone builds infrastructure for autonomous coding agents.

We give agents sandboxed environments that mirror production, event-based triggers (Sentry, Linear, GitHub), and verification workflows so they can ship code end-to-end— not just write it.

We're hiring a founding engineer to work directly with me (solo founder) on core product.

Stack is TypeScript, React (Next.js), Python, Postgres, Redis, AWS.

https://www.workatastartup.com/jobs/75962

When Sysadmins Ruled the EarthForematter:This story is part of Cory Doctorow’s 2007 short story collection “Overclocked: Stories of the Future Present,” published by Thunder’s Mouth, a division of Avalon Books.

Felix didn’t lose his head, ever.

> I’m Felix> WillFelix’s stomach did a slow somersault as he thought about 2.0.

“They’re dead, Van,” Felix said.

“To the world,” Felix said.

Key building blocks (as implemented):Taumode scalar: compute \(E_{\text{raw}}=(x^\top L x)/(x^\top x+\varepsilon)\), then bound it as \(E_{\text{raw}}/(E_{\text{raw}}+\tau)\) to produce \(\lambda\in[0,1)\).

It exchanges the long preliminary adjustment of weights with a pre-training shorter phase in which a Laplacian is built using arrowspace .

The best validation point in the log is step 4500 with val_loss=1.9146 , after which validation regresses to 2.3746 by step 5000.

That is a good result for \(~2\) hours of training on this smallest model (at an average of ~60K Tokens Per Second).

median energy can also drop if K vectors collapse toward low-variance or less-discriminative configuration…

Saudi Arabia, the United Arab Emirates, Qatar, Oman and other Arab allies united to urge Trump to maintain his diplomatic options with Iran, said the senior Arab diplomat and gulf official.

Which raises the question: why is Trump listening to Middle East allies more than European allies?

Or, to put it more plainly: what in the fucking fuck does Donald Trump think he is doing in Greenland?!

And the abrupt announcement of new tariffs seemed to throw a trade deal Mr. Trump had struck with the European Union into serious doubt.

Maybe it is because, as Trump told the New York Times, possession is “what I feel is psychologically needed for success.

The agreement took 25 years to negotiate and will create one of the world's largest free trade zones.

The European Union and South American bloc Mercosur signed a long-delayed free trade agreement on Saturday in Asuncion, Paraguay, creating one of the world's largest free trade zones.

EU Trade Commissioner Maros Sefcovic told DW after signing the deal that European and Mercosur countries were "discussing all the concrete projects what we can do together."

The trade deal would slash tariffs with the goal of expanding goods trade that is even split.

EU advances Mercosur South America trade deal despite strife To view this video please enable JavaScript, and consider upgrading to a web browser…

A free and open-source rootkit for Linux [LWN subscriber-only content]While there are several rootkits that target Linux, they have so far not fully embraced the open-source ethos typical of Linux software.

Luckily, Matheus Alves has been working to remedy this lack by creating an open-source rootkit called Singularity for Linux systems.

Stay on top of Linux kernel development with a one-month free trial subscription to LWN, no credit card required.

In addition to the procfs files of hidden processes, Singularity also hides any directories matching a set of user-supplied patterns.

For those files, Singularity doesn't hide them at the filesystem level, but it does filter calls to read() to h…

For this reason, Consent-O-Matic has a DOM selection mechanism that can easily help with selecting the correct DOM element.

childFilter is a fully new DOM selection, that then filters on the original selection, based on if a selection was made by childFilter or not.

Example:{ "type" : " slide " , "target" : { "selector" : " .mySliderKnob " }, "dragTarget" : { "target" : { "selector" : " .myChoosenOption " } }, "axis" : " y " }target is the target DOM element to simulate the slide motion on.

Example:{ "type" : " foreach " , "target" : { "selector" : " .loopElement " }, "action" : {} }action is the action to run for each found DOM element.

Example:{ "type" : " close " }MatchersMatchers are us…

One especially under-used approach for data processing is using standard shell tools and commands.

You can pretty easily construct a stream processing pipeline with basic commands that will have extremely good performance compared to many modern Big Data (tm) tools.

The resulting stream processing pipeline we will create will be over 235 times faster than the Hadoop implementation and use virtually no memory.

Shell commands are great for data processing pipelines because you get parallelism for free.

Hopefully this has illustrated some points about using and abusing tools like Hadoop for data processing tasks that can better be accomplished on a single machine with simple shell commands and…

Tesla even offered free FSD trials to hundreds of thousands, if not millions, of Tesla drivers.

Yet FSD isn’t just not growing, but actively dragging Tesla down, because his ignorance and ego ruined the product.

What’s more, there are currently fewer than 40 of these supervised robotaxis roaming Austin, far, far less than Musk promised.

Tesla isn’t just struggling to expand this service in Austin because of safety issues, but also across the US.

The system has many layers of redundancy and constrains the AI’s tasks, enabling far, far safer operation, and easier, cheaper development.

But we’ve got lots of plans for 2026 and we’ve already been at work kicking them off!

Well, it took some time, but I am pleased to announce that the Handmade Software Foundation is now officially a 501(c)(6) nonprofit corporation.

The number one goal of the Handmade Software Foundation is to support, promote, and sustain the development of Handmade software.

You will be able to join the Handmade Software Foundation as a member for a monthly subscription fee, the exact pricing of which is yet to be determined.

May the Handmade community make a dent in the software industry in 2026!

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This makes it easier to retrieve related regulations, articles or other text when a query mentions specific subjects.

Graph and Vectors Together: Stores named entities, relationships and document chunks alongside their embeddings in the same structure.

Install via Docker# Run server docker run -p 6161:6161 gibramio/gibram:latest # With custom config docker-compose up -dPython SDKpip install gibramBasic Usage:from gibram import GibRAMIndexer # Initialize indexer indexer = GibRAMIndexer ( session_id = "my-project" , host = "localhost" , port = 6161 , llm_api_key = "sk-..." # or set OPENAI_API_KEY env ) # Index documents stats = indexer .

score } " )Custom Components:from gibram import GibRAMI…

At ThinkNext Design, every creation begins with empathy and seeks purpose.

David led a strategic design initiative to recast that image via a sweeping change that would forever reposition the status quo.

The design was selected by Dieter Rams for a Best of Category award at the annual IF Design Exhibition in Germany.

ThinkPad X1 Carbon 2012 The first-generation ThinkPad X1 Carbon introduced a bold new interpretation of classic ThinkPad design.

ThinkPad Design: Spirit & Essence Booklets 2012 and 2017 Originally written and designed for the 20th anniversary celebration held at the MoMA.

CLIs are token-efficient:# 47 tokens figma-use create frame --width 400 --height 300 --fill " #FFF " --radius 12 --layout VERTICAL --gap 16vs MCP JSON request + response: ~200 tokens for the same operation.

They can write this without examples:< Frame style = { { flexDirection : 'column' , gap : 16 , padding : 24 } } > < Text style = { { fontSize : 24 , fontWeight : 'bold' } } > Title < Text style = { { fontSize : 14 , color : '#666' } } > Description The render command takes this JSX and creates real Figma nodes — frames, text, components, auto-layout, the works.

'#3B82F6' : '#E5E7EB' , borderRadius : 8 , } } > < Text style = { { color : variant === 'Primary' ?

bg } } > < Text style = { …

Three and a half years ago I started running at my local Parkrun, taking more than half an hour to limp around the 5k course for the first few weeks.

These fitness trackers are not without their downsides, and I’ve become fascinated by the way they’re a microcosm of our increasingly quantified lives.

Fitness watch manufacturers would rather focus on these trackers as tools for performance.

The fitness tracker monitors and therefore encourages extra exercise, but turns a digital blind eye to extra calories — this is quantification fixation in automated form.

The fitness watch is a means to an end, not the end in itself.

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

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

The action you just performed triggered the security solution.

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

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

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

By the time Education Day came, ten years later, George wasn’t even sure of most of the details of his own Reading Day.

Reading Day would not prove much, of course, but it would be the only indication they would have before the big day itself.

There were few families that didn’t have at least one hopeful who, from Reading Day on, was the great hope because of the way he handled his trisyllabics.

Even before Reading Day, his conversation was based on the carelessly assumed fact that his ultimate home would be in Novia.

George said, “I can’t read, sir.” “Would you like to read?” “Yes, sir.” “Why, George?” George stared, appalled.

IntroductionRecently, spurred by the introduction of dark mode in IOS 13, a reporter asked me to comment on the usability of dark mode and its popularity as a design trend.

Negative contrast polarity (dark mode) denotes the combination of light (e.g., white) text on dark (e.g., black) background.

They were shown character strings at two possible contrast polarities (dark mode vs. light mode), in different ambient lights (daytime vs. nighttime), and at different font sizes.

These displays were more susceptible to flicker in light mode than in dark mode, thus possibly biasing the results against the light mode.

That being said, we strongly recommend that designers allow users to switch to dar…

Agent Psychosis: Are We Going Insane?

But people create these weird relationships with their AI agent and once you see how some prompt their machines, you realize that it dramatically alters what comes out of it.

As an external observer the whole project looks like an insane psychosis or a complete mad art project.

But we’re also frustrated when we encounter AI slop on issue and pull request trackers.

Two things are both true to me right now: AI agents are amazing and a huge productivity boost.

Today, this enables admin-to-machine connectivity over networks such as Tor or the public internet, with support for on-demand networking services that start only when required.

More flexible: Unlike traditional virtual machines, micro VMs are extremely lightweight and can start in a few hundred milliseconds.

This includes first-class support in the Clan CLI and, over time, exposing micro VM-based applications and services through the Clan GUI.

macOS as a first-class Clan memberIn 2025, Clan gained full support for managing macOS machines via nix-darwin.

MacOS systems can now participate in the inventory, receive declarative configuration, manage secrets, and be deployed from — or deploy to…

Some of you may of course think what, only 20,000 commits after almost thirty years in the project, what kind of slacker is that guy?

20,000 – Today, January 17, 202619,000 – March 202518,000 – February 202417,000 – December 202216,000 – November 202115,000 – September 2020The first kept curl git commit is dated December 29, 1999.

These 20,000 commits have been done on 5,589 separate days, meaning 59% of all days since December 1999.

My fellow top committersThe top-20 all time curl commit authors as of now:Daniel Stenberg (20000 commits) Yang Tse (2587 commits) Viktor Szakats (2496 commits) Steve Holme (1916 commits) Dan Fandrich (1435 commits) Stefan Eissing (941 commits) Jay Satiro (773 c…

To break this thought pattern I have introduced the Gnome Village Metaphor.

Metaphor → BEAM * Gnome = ProcessPrivate and Local MemoryEach gnome carries a backpack.

Metaphor → BEAM Gnome = ProcessBackpack = Process Heap/StackCleaning the backpack = Garbage collectionSending mail = MessageMailbox = Message QueueShared ScrollsEvery gnome reads from the same shelf of scrolls.

In the gnome village, you just swap a scroll on the shelf.

Metaphor → BEAM Gnome = ProcessBackpack = Process Heap/StackCleaning the backpack = Garbage collectionSending mail = MessageMailbox = Message QueueScroll = Module CodeShelf of Scrolls = Code Server / Loaded ModulesHiring a gnome = SpawnFair Turns at the Workb…

.doc .doc .doc .doc .jpg .jpg .svgYou write a document, hit save, and the file is on your computer.

alice owns owns bob .doc .doc .doc .doc .doc .doc post post .jpg .jpg .jpg .jpg .jpg .jpg .jpg .jpg follow follow vote voteBut first, a shoutout to files.

And yet, although .doc was undocumented, it didn’t stop motivated developers from reverse-engineering it and creating more software that reads and writes .doc :.doc .doc .doc .doc C:\Users\aliceAnother win for the files paradigm.

Together, everyone’s folders form something like a distributed social filesystem:alice owns owns bob .doc .doc .doc .doc .doc .doc post post .jpg .jpg .jpg .jpg .jpg .jpg .jpg .jpg follow follow vote voteI’ve previ…

The technical demands of air traffic control are well known in computer history circles because of the prominence of SAGE, but what's less well known is that SAGE itself was not an air traffic control system at all.

There is natural overlap between air defense and air traffic control: for example, both applications require correlating aircraft identities with radar targets.

In 1961, the Beacon Report concluded that there was an immediate need for a centralized, automated air traffic control system.

Beyond that, all memory had to be acquired by calling system subroutines provided by the control program, so that the control program could manage memory regions.

The Air Traffic Control Applicat…

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In this spirit we have added experimental support for a number of different HTTP/3 + QUIC backends over time.

Today we cleanup even more and remove support for yet another backend: the OpenSSL-QUIC stack and we are now down to only supporting two different HTTP/3 alternatives: the nghttp2 + nghttp3 combo or quiche.

To make matters a little complicated, this is a separate thing from the QUIC API that OpenSSL also offers.

ExperimentalSkilled contributors added support for OpenSSL-QUIC to curl primarily to allow people using OpenSSL to still be able to use HTTP/3.

A drawingThis makes the curl backend situation simpler in the HTTP/3 and QUIC department as the image below tries to show.

Why We've Tried to Replace Developers Every Decade Since 1969The Pattern That Frustrates Everyone07.12.2025, By Stephan Schwab Every decade brings new promises: this time, we'll finally make software development simple enough that we won't need so many developers.

The Apollo program demonstrated that software development was essential to achieving the impossible.

COBOL: Business People Will Write Their Own ProgramsThe late 1960s and 1970s saw COBOL emerge with an explicit goal stated in its name: Common Business-Oriented Language.

Yet professional software developers remained essential, and demand for their skills continued growing rather than shrinking.

Software development looks like it s…

Actual production feedback loopsMost developers don’t interact with production on a daily basis, unless they’re hunting down a bug or something.

Operational feedback loops get kicked off any time someone gets paged (or a customer complains loudly enough to trigger an escalation).

Both of these feedback loops are vitalThis might be a good time for me to pause and underline that both feedback loops are necessary.

They both care about safety, but the inspector’s entire job is about managing risk while the architect’s job is possibility.

😉DevOps isn’t deadThe DevOps movement isn’t “dead.” It did an enormous amount of good in the world.

Due to an influx of low-quality AI pull requests, we would soon begin automatically closing pull requests from external contributors.

Much of the discussion focused on recognizing AI code, using AI to evaluate pull requests, and generally preventing people from using AI tools to contribute.

Context and contributionEvery repository gets bad pull requests.

These pull requests would have been incredible a few months prior.

These were pull requests that claimed to solve a problem we didn't have or fix a bug that didn't exist.

tl;dr: There’s a relentless campaign by scammers to publish malware in the Canonical Snap Store.

I was a strong advocate for snap packages and the Snap Store.

To be clear: none of this should be seen as an attack on the Snap Store, Canonical, or the engineers working on these problems.

If you’re a snap publisher: keep your domain registration current, and enable two-factor authentication if you haven’t already.

If you’re a snap user: be extremely cautious with cryptocurrency wallet applications from any source, not just the Snap Store.

While I am a fan of viewing high-quality 4k content up-close on a 4k TV for that really filmic feel, I still don't have any computing devices capable of displaying 4k or HIDPI content, not counting any phones.

Not one pixel was wasted, and honestly, I have to wonder if we really need our modern high-resolution displays for anything.

I think (other than the screen aspect ratio) it displays nearly as much information as most people view on their 4k monitors, unless they have extremely large monitors or very sharp eyesight.

Even 1366x768 (which is what I'm running on this BSD laptop) feels far more roomy.

Category: Tech Tagged: Beauty Computing FOSS (Free and Open Source Software) Hobbies Linu…

Manish Singh / India Dispatch:

India's largest retailer Reliance Retail says its daily quick commerce orders peaked at 1.6M in Q4 2025; market leader Blinkit averaged 2.4M daily orders in Q3 — The rest of the industry is not feeling it. — India's largest retail chain is reporting impressive growth in quick commerce, but the industry is not buying it.

Ben Cohen / Wall Street Journal:

A look at the making of The Thinking Game, a documentary about Google DeepMind and its CEO Demis Hassabis, garnering 285M+ views on YouTube since November 2025 — A documentary about Google DeepMind has become wildly popular. Before he turned his attention to AI, the film's director learned everything from the NFL.

Jeremy Kahn / Fortune:

OpenAI's former Head of Policy Research Miles Brundage announces AVERI, a nonprofit aimed at advocating the idea of external audits for frontier AI models — Former OpenAI policy chief Miles Brundage, who has just founded a new nonprofit institute called AVERI that is advocating …

Marc Jones / Reuters:

Atlantic Council: China-led cross-border digital currency platform mBridge, still a prototype, has processed 4,000+ cross-border transactions totaling $55.5B — Transactions on a new China-led digital currency platform have surged to over $55 billion, a new report shows …

Iain Martin / Forbes:

Listen Labs, whose AI tools help Microsoft and others run customer research and interviews, raised a $69M Series B led by Ribbit Capital at a $500M+ valuation — The San Francisco-based company, which has run more than 1 million customer interviews with its automated AI tools …

John Reynolds / Tech.eu:

Mannheim, Germany-based osapiens, a provider of ESG compliance software, raised a $100M Series C solely from Decarbonization Partners at a $1.1B valuation — The $100m Series C was funded solely by Decarbonization Partners, the joint venture between BlackRock and Temasek.

Axios:

David Sacks and top MAGA influencers are publicly opposing House Foreign Affairs Chair Brian Mast's proposed AI OVERWATCH Act to regulate AI chip sales to China — But the accusations are flying fast. — “The AI Overwatch Act (H.R. 6875) may sound like a good idea, but when you examine it closely …

Caroline Haskins / Wired:

The AI boom is driving an unprecedented wave of data center construction, but there aren't enough skilled workers in the US, such as electricians, to keep up — The AI boom is driving an unprecedented wave of data center construction, but there aren't enough skilled tradespeople in the US to keep up.

Rob Copeland / New York Times:

A look at Michael Saylor's Strategy, known for buying bitcoin via creative financing strategies, as its stock trades way below its peak amid the crypto downturn — Had you glanced too quickly at the crowd packed into Michael Saylor's Tuscan-style Miami compound, you might have assumed it was just another rich dude's party.

Maria Sherman / Associated Press:

Luminate 2025 report: the global music industry hit 5.1T streams, up 9.6% YoY and a single-year record; AI artist Xania Monet had 125M on-demand audio streams — The global music industry hit 5.1 trillion streams in 2025. It's a new single-year record, up 9.6% from 2024, which held the previous record.

Daniel Kuhn / The Block:

ZachXBT: a crypto user lost $282M+ in BTC and LTC in a hardware wallet social engineering scam; XMR jumped as the attacker began converting the funds to Monero — Partner offers — Quick Take — XMR hit an all-time high of $797.73 on Jan. 14, coinciding with a series …

Valentine Baldassari / Bloomberg:

Micron signs a letter of intent to buy a fabrication site in Taiwan from Powerchip for $1.8B to expand DRAM memory chip production, expected to close in Q2 2026 — Micron Technology Inc. has signed a letter of intent to buy a fabrication site in Taiwan from Powerchip Semiconductor Manufacturing Corp …

Sage D. Young / Sherwood News:

Beaconcha.in: a record ~36M ethereum tokens, or 30% of ethereum's total supply, worth ~$119B, are now staked, as institutional investors grow their share — The new record comes as institutional players grow their share in the staking scene. Ether.fi, a restaking protocol known …

Laith Al-Khalaf / Financial Times:

Sources: following investor backlash, Monzo to give outgoing CEO TS Anil an expanded role after he steps down in February; he is likely to retain a board seat — UK digital bank due to give current chief executive broader than expected remit when he steps down next month

Christopher Mims / Wall Street Journal:

TrendForce: data centers will use 70%+ of the high-end memory chips all manufacturers will produce in 2026, with little new manufacturing capacity until 2027 — AI companies' need for a type of once-affordable microchip threatens to drive up prices of all electronics—and limit data-center ambitions

Robert Burnson / Bloomberg:

Filing: Elon Musk seeks $79B-$134B damages from OpenAI and Microsoft, alleging OpenAI defrauded him by abandoning nonprofit roots and partnering with Microsoft — Elon Musk wants OpenAI Inc. and Microsoft to pay him damages in the range of $79 billion to $134 billion over his claims …

Sherwood News:

Appfigures: Sora 2 had ~6M iOS downloads as of December 2025; the Android version, available since early November 2025, had ~3.1M, as growth begins to slow — The app racked up 1 million downloads in its first five days, despite being iOS-only and requiring an invite.

Ryan Vlastelica / Bloomberg:

Adobe's stock has slumped more than 45% since the end of 2023, reflecting analyst concerns over the threat of AI-driven disruption to SaaS companies — Concern that Adobe Inc. will struggle in the artificial-intelligence era has driven Wall Street analysts' view on the maker of software …

Barbara Moens / Financial Times:

Sources: the EU's cybersecurity proposal, to be presented on Jan. 20, is expected to phase out vendors such as Huawei from the bloc's critical infrastructure — Proposed Cybersecurity Act would phase out groups such as Huawei and ZTE from telecom networks and solar energy systems

Ingrid Lunden / Resilience Media:

Luxembourg-based Hydrosat, which builds AI-based thermal infrared satellite tech to provide data for water resource management and more, raised a $60M Series B — Defence, government and agribusiness customers use the Luxembourg startup's data to track the movement a critical resource: water

Jagmeet Singh / TechCrunch:

Anthropic appoints Irina Ghose, a former Microsoft India managing director, to lead its business in India, which has the second-largest user base for Claude — Anthropic has appointed Irina Ghose, a former Microsoft India managing director, to lead its India business as the U.S. AI startup prepares to open an office in Bengaluru.

Glenn Coin / Syracuse Post-Standard:

Micron breaks ground in New York for its memory manufacturing complex, announced in 2022, that it says will be the largest semiconductor facility in the US — Clay, N.Y. — At the edge of a 1,400-acre tract of swamp, forest and former farmland just north of Syracuse, Micron Technology …

Reuters:

Grid operator PJM plans to require large data centers to either bring their own power generation or curtail electricity use to prevent a large-scale outage — Grid operator PJM Interconnection on Friday unveiled a plan to manage surging power demand from data centers that Big Tech needs …

Financial Times:

Sources: suppliers of parts for Nvidia's H200 chips have paused production after Chinese customs officials blocked shipments of the AI processors — Parts makers concerned about whether Beijing will allow imports of AI processors — Suppliers of parts for Nvidia's H200 chips …

Dara Kerr / The Guardian:

The US EPA rules that xAI acted illegally by using dozens of methane gas turbines to power its Colossus 1 and Colossus 2 data centers in the Memphis area — Win for Memphis activists who say ‘Colossus’ facilities add extra pollution to already overburdened communities

Maxwell Zeff / Wired:

Sources: leaders at Thinking Machines Lab confronted Barret Zoph over an alleged relationship with another employee, who is no longer at the lab, in summer 2025 — Leaders at Mira Murati's startup believe Barret Zoph engaged in an incident of “serious misconduct.” The details are now coming to light.

Ian Carlos Campbell / Engadget:

Anthropic makes Claude Cowork available to $20/month Pro subscribers, after launching it for Max users, and says Pro users may hit their usage limits sooner — Pro subscribers can have Claude can handle simple tasks on their computer. — Claude Cowork, Anthropic's AI assistant for taking care …

Julianna Bragg / Axios:

California's AG sends a cease-and-desist letter to xAI, demanding the company halt the generation and distribution of non-consensual intimate images and CSAM — California's attorney general on Friday sent a cease and desist letter to xAI, demanding the company immediately halt the creation …

Home Assistant websiteThis is the source for the Home-Assistant.io website.

SetupSetting up to contribute to documentation and the process for submitting pull requests is explained in the developer documentation.

to access on http://192.168.0.123:4000 :bundle exec rake preview[192.168.0.123]Speeding up site generationEvery release we post long changelogs to the website.

We include some tools to temporarily exclude the blog posts that you're not working on out of the way.

bundle exec rake isolate[filename-of-blogpost]When you're done working on the site, run the following command to move the posts back again:

MemU A Future-Oriented Agentic Memory SystemMemU is an agentic memory framework for LLM and AI agent backends.

🎉Between January 8–18, contributors can submit PRs to memU and earn cash rewards, community recognition, and platform credits.

memorize ( resource_url = "path/to/file.json" , # File path or URL modality = "conversation" , # conversation | document | image | video | audio user = { "user_id" : "123" } # Optional: scope to a user ) # Returns: { "resource" : {...}, # Stored resource metadata "items" : [...], # Extracted memory items "categories" : [...] # Updated category summaries }retrieve() - Query MemoryRetrieves relevant memory based on queries.

💡 Use CasesExample 1: Conversation …

🇪🇸 Español 🇫🇷 Français 🇸🇴 Soomaali 🇸🇦 العربيةMemvid is a single-file memory layer for AI agents with instant retrieval and long-term memory.

Memvid is a portable AI memory system that packages your data, embeddings, search structure, and metadata into a single file.

The result is a model-agnostic, infrastructure-free memory layer that gives AI agents persistent, long-term memory they can carry anywhere.

Memvid draws inspiration from video encoding, not to store video, but to organize AI memory as an append-only, ultra-efficient sequence of Smart Frames.

Default :: default ( ) } ) ?

It is an open-source search model designed to advance tool-augmented reasoning and information-seeking capabilities, enabling complex real-world research workflows across diverse challenges.

Introducing as a third dimension of performance improvement, MiroThinker v1.0 supports 256K context window and up to 600 tool calls per task.

By default, we use open-source tools wherever possible, except for the code tool E2B and the Google search tool Serper.

The framework can be easily extended to other open-source tools of your choice.

Replacing these open-source tools with commercial alternatives can yield performance gains.

Real-time face swap and video deepfake with a single click and only a single image.

If using a real person's face, obtain their consent and clearly label any output as a deepfake when sharing online.

If using a real person's face, obtain their consent and clearly label any output as a deepfake when sharing online.

Choose a source face image and a target image/video.

Select a source face image.

Old News•Sep 24, 2025: 🎉 Our paper Multi-Agent Collaboration via Evolving Orchestration has been accepted to NeurIPS 2025.

•May 26, 2025: 🎉 We propose a novel puppeteer-style paradigm for multi-agent collaboration among large language model based agents.

•June 25, 2024: 🎉To foster development in LLM-powered multi-agent collaboration🤖🤖 and related fields, the ChatDev team has curated a collection of seminal papers📄 presented in a open-source interactive e-book📚 format.

•June 12, 2024: We introduced Multi-Agent Collaboration Networks (MacNet) 🎉, which utilize directed acyclic graphs to facilitate effective task-oriented collaboration among agents through linguistic interactions 🤖🤖.

• October …

Microsoft PowerToysMicrosoft PowerToys is a collection of utilities that help you customize Windows and streamline everyday tasks.

Description Filename Per user - x64 PowerToysUserSetup-0.96.1-x64.exe Per user - ARM64 PowerToysUserSetup-0.96.1-arm64.exe Machine wide - x64 PowerToysSetup-0.96.1-x64.exe Machine wide - ARM64 PowerToysSetup-0.96.1-arm64.exeMicrosoft StoreYou can easily install PowerToys from the Microsoft Store:WinGetDownload PowerToys from [WinGet][winget-link].

✨ What's newVersion 0.96 (November 2025)For an in-depth look at the latest changes, visit the Windows Command Line blog.

The Command Palette settings page has been reorganized.

Press Ctrl + , to open Command Palette se…

Beads provides a persistent, structured memory for coding agents.

It replaces messy markdown plans with a dependency-aware graph, allowing agents to handle long-horizon tasks without losing context.

⚡ Quick Start# Install (macOS/Linux/FreeBSD) curl -fsSL https://raw.githubusercontent.com/steveyegge/beads/main/scripts/install.sh | bash # Initialize (Humans run this once) bd init # Tell your agent echo " Use 'bd' for task tracking " >> AGENTS.md🛠 FeaturesGit as Database: Issues stored as JSONL in .beads/ .

📦 Installationnpm: npm install -g @beads/bdHomebrew: brew install steveyegge/beads/bdGo: go install github.com/steveyegge/beads/cmd/bd@latestRequirements: Linux (glibc 2.32+), FreeBSD, macO…

Welcome to GoogleTest, Google's C++ test framework!

In addition to many internal projects at Google, GoogleTest is also used by the following notable projects:The Chromium projects (behind the Chrome browser and Chrome OS).

GoogleTest Adapter is a VS Code extension allowing to view GoogleTest in a tree view and run/debug your tests.

C++ TestMate is a VS Code extension allowing to view GoogleTest in a tree view and run/debug your tests.

Cornichon is a small Gherkin DSL parser that generates stub code for GoogleTest.

As soon as it sees that you're building something, it doesn't just jump into trying to write code.

It's not uncommon for Claude to be able to work autonomously for a couple hours at a time without deviating from the plan you put together.

Dispatches fresh subagent per task with two-stage review (spec compliance, then code quality), or executes in batches with human checkpoints.

Enforces RED-GREEN-REFACTOR: write failing test, watch it fail, write minimal code, watch it pass, commit.

To contribute:Fork the repository Create a branch for your skill Follow the writing-skills skill for creating and testing new skills Submit a PRSee skills/writing-skills/SKILL.md for the complete guide.

IntroductionEnglish | 简体中文TARS* is a Multimodal AI Agent stack, currently shipping two projects: Agent TARS and UI-TARS-desktop:Agent TARS UI-TARS-desktop agent-tars-book-hotel.mp4 computer-use-triple-speed.mp4 Agent TARS is a general multimodal AI Agent stack, it brings the power of GUI Agent and Vision into your terminal, computer, browser and product.

[2025-06-25] We released a Agent TARS Beta and Agent TARS CLI - Introducing Agent TARS Beta, a multimodal AI agent that aims to explore a work form that is closer to human-like task completion through rich multimodal capabilities (such as GUI Agent, Vision) and seamless integration with various real-world tools.

We released a Agent TARS Bet…

Ralph for Claude CodeAutonomous AI development loop with intelligent exit detection and rate limitingRalph is an implementation of the Geoffrey Huntley's technique for Claude Code that enables continuous autonomous development cycles he named after Ralph Wiggum.

It enables continuous autonomous development cycles where Claude Code iteratively improves your project until completion, with built-in safeguards to prevent infinite loops and API overuse.

Install once, use everywhere - Ralph becomes a global command available in any directory.

Open an issue for discussionCheck existing issues for planned workJoin discussions on pull requestsEvery contribution matters - from fixing typos to impleme…

A minimal and customizable Docker image running the Android emulator as a service.

Current version: 1.1.0📋 Table of contents🔖 FeaturesMinimal Alpine based image bundled with the Android emulator and KVM support.

🔰 DescriptionThe focus of this project is to provide a size-optimized Docker image bundled with the minimal amount of software required to expose a fully functionning Android emulator that's remotely controllable over the network.

You can build this image without the Android SDK and without the Android emulator to make the image smaller.

Variant Uncompressed Compressed API 33 + Emulator 5.84 GB 1.97 GB API 32 + Emulator 5.89 GB 1.93 GB API 28 + Emulator 4.29 GB 1.46 GB Without SDK a…

Useful Links What are DNS records?

The DNS Security Extensions (DNSSEC) secures DNS lookups by signing your DNS records using public keys, so browsers can detect if the response has been tampered with.

Also fires off a rudimentary check to see if the DNS server supports DoH, and weather it's vulnerable to DNS cache poisoning.

Useful Links URLHausPhishTankTLS Cipher Suites Description These are combinations of cryptographic algorithms used by the server to establish a secure connection.

Useful Links

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STFU 🤫i was at bombay airport.

some dude was watching reels on full volume and laughing loudly.

so i built a tiny app that plays back the same audio it hears, delayed by ~2 seconds.

straight up honest - originally called this "make-it-stop" but then saw @TimDarcet also built similar and named it STFU.

made with spite and web audio api.

ASCII characters are not pixels: a deep dive into ASCII rendering January 17, 2026Recently, I’ve been spending my time building an image-to-ASCII renderer.

map ( ( value ) => { value = value / maxValue ; value = Math .

pow ( value , exponent ) ; value = value * maxValue ; return value ; } )Here’s the same example, but with this normalization applied:0.65 0.65 0.31 0.31 0.22 0.22 Exponent 1 2 1Very nice!

map ( ( value ) => { value = value / maxValue ; value = Math .

max ( value , externalSamplingVector [ i ] ) ; value = value / maxValue ; value = Math .

Why We've Tried to Replace Developers Every Decade Since 1969The Pattern That Frustrates Everyone07.12.2025, By Stephan Schwab Every decade brings new promises: this time, we'll finally make software development simple enough that we won't need so many developers.

The Apollo program demonstrated that software development was essential to achieving the impossible.

COBOL: Business People Will Write Their Own ProgramsThe late 1960s and 1970s saw COBOL emerge with an explicit goal stated in its name: Common Business-Oriented Language.

Yet professional software developers remained essential, and demand for their skills continued growing rather than shrinking.

Software development looks like it s…

Generate beautiful, minimalist map posters for any city in the world.

# Iconic grid patterns python create_map_poster.py -c " New York " -C " USA " -t noir -d 12000 # Manhattan grid python create_map_poster.py -c " Barcelona " -C " Spain " -t warm_beige -d 8000 # Eixample district # Waterfront & canals python create_map_poster.py -c " Venice " -C " Italy " -t blueprint -d 4000 # Canal network python create_map_poster.py -c " Amsterdam " -C " Netherlands " -t ocean -d 6000 # Concentric canals python create_map_poster.py -c " Dubai " -C " UAE " -t midnight_blue -d 15000 # Palm & coastline # Radial patterns python create_map_poster.py -c " Paris " -C " France " -t pastel_dream -d 10000 # Hauss…

I may be the only person to have read every Dilbert book before graduating elementary school.

Scott Adams based Dilbert on his career at Pacific Bell in the 80s.

For a moment in the late-90s, with books like The Dilbert Principle and The Dilbert Future, he seemed on his way to be becoming a semi-serious business intellectual.

Adams made enough money off Dilbert that he could indulge his fantasies of being something more than “the Dilbert guy”.

With enough time, dedication, and archive access, you can hop from Dilbert comic to Dilbert comic, tracing the exact contours of his political journey.

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

In my own neighborhood, ICE agents have tear-gassed schools and local businesses.

In response, Minneapolis citizens have come out in droves to protest and to observe ICE agents in an informally organized community action called ICE Watch.

There are countless videos from ICE Watch observers that show agents leaving without detaining anyone after they encounter resistance.

Plus, ICE’s fixation on breaking up ICE Watch groups and detaining observers — often white citizens — has interrupted its original mission.

There is good reason to believe that more immigrants are with their families tonight because of ICE Watch.

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

The action you just performed triggered the security solution.

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

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In large companies, speaking up about what you see as a “bad project” is a good thing.

And this gut feeling is the sign to me of a “bad project”, one which you can see in advance of when it’s obvious to everyone.

Manage influence like a bank accountSo if you cannot stop all the bad projects, what do you do?

That way, if the bad project stalls or gets canceled, you can be proactive instead of reactive to the fallout.

Don’t try to gaslight them or “walk the company line” by pretending a bad project is actually good.

We've been experimenting with running coding agents autonomously for weeks.

# The limits of a single agentToday's agents work well for focused tasks, but are slow for complex projects.

This solved most of our coordination problems and let us scale to very large projects without any single agent getting tunnel vision.

But the core question, can we scale autonomous coding by throwing more agents at a problem, has a more optimistic answer than we expected.

Hundreds of agents can work together on a single codebase for weeks, making real progress on ambitious projects.

Learn eBPF through hands-on exercises.

Write, compile, and run programs directly from your browser.

Kyutai is funded by Iliad Group, CMA CGM Group and Schmidt Sciences.

Many thanks to our generous donors.

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

Depot – 10x faster builds?

Build faster.

Accelerate Docker image builds, and GitHub Actions workflows.

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

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

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

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

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

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

Changelog News!

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

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

Depot – 10x faster builds?

Build faster.

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

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

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

Changelog News!

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

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

Depot – 10x faster builds?

Build faster.

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

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

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

Depot – 10x faster builds?

Build faster.

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

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

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

Changelog News!

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

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

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

Depot – 10x faster builds?

Build faster.

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

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

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

Depot – 10x faster builds?

Build faster.

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

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

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.

Smart plugs are a simple, affordable way to level up your home. Here are some clever ways I use them.

In this comparison, I will break down the key differences between Windows 11 Home and Windows 11 Pro, helping you decide which edition is a better fit for your needs and workflow.

You can use Microsoft's Windows 11 Installation Assistant to install Windows 11 on your PC, or create a USB installation device to set it up on another computer.

How to wipe your old Windows PC clean before getting rid of itBy comparison, Windows 11 Pro is more expensive, costing around $200 for a full license or $100 to upgrade from Windows 11 Home.

It is possible to find discounted Windows 11 Pro product keys online for less than $30 on certain third-party websites.

For anyone planning to test apps or systems, W…

Healthcare organizations can access Claude for Healthcare now through Claude for Enterprise and the Claude Developer Platform.

ChatGPT Health and Claude for Healthcare are similar enough to be considered direct competitors at a time when healthcare, compared to other industries, has been rapidly adopting AI tools.

Data privacy is another common -- and justified -- concern when it comes to sharing personal health records with AI systems.

Also: Are AI health coach subscriptions a scam?

My verdict after testing Fitbit's for a monthClaude for Healthcare users, for example, can control which health data gets shared with the chatbot.

Confused by HDR10, HDR10+, and Dolby Vision? Here's how to pick the right TV with the best HDR format.

Not all big-screen TVs are created equal, so I and other ZDNET experts have found the best 85-inch TVs from brands like Samsung, Sony, and more to help you create the ultimate home theater.

Stranded during the Verizon outage? Set up a backup carrier on your iPhone or Android to avoid losing service again.

Aside from the free version, OpenAI now offers three paid tiers.

This light version of the subscription-based ChatGPT Plus includes everything you get with the free version, plus extra perks, like unlimited chats with GPT-5.2 Instant.

Also: Is ChatGPT Plus worth your $20?

All billed monthly, the Go tier costs $8, the Plus tier costs $20, and the Pro tier costs $200.

The $200-a-month ChatGPT Pro subscription is geared toward what OpenAI calls "AI power users pushing the limits of advanced intelligence."

You might be missing out on peak performance or sound - here's how to choose the right port.

This is where solid-state cells come into play.

This 5,000mAh/19Wh wireless charging power bank is perfectly designed to fit the iPhone.

The BMX SolidSafe 5K is a nice, light, unobtrusive wireless power bank.

The power bank also supports pass-through charging, so it can be charged via USB-C while it's wirelessly charging a phone.

I like this feature because I can use a single-outlet charger when traveling light to charge both my iPhone and my power bank overnight.

Before the G6 releases later this year, we tested LG's two latest flagship OLED TVs to see which is the better buy.

From quick reboots to full factory resets, here's how Roku's reboot options work.

DownDetector showed problems all across the United States.

If you're having problems with X today, you're not alone.

DownDetector also showed a surge in reports of a Cloudflare outage at the same time, along with Grok, and AWS, so it's possible the issue is greater than just X.

It was just last November when a massive Cloudflare outage took down huge portions of the web.

The specific error page many users are seeing is a Cloudflare error page, but it says that Cloudflare is working normally and the problem is with the host -- in this case x.com.

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

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

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

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

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

If you’ve been following the billionaire exodus from California with some confusion, here’s what’s actually driving the nervousness: it’s not the 5% rate. As highlighted Friday in the New York Post, the proposed wealth tax would hit founders on their voting shares rather than the actual equity they own. Take Larry Page, who about 3% […]

While it's easy to romanticize space as an escape to a pristine frontier where people will float weightlessly among the stars, it’s worth remembering there are no oceans or mountains or chirpy birds in space. It's “not nice up there,” said Rubenstein. “It is not nice at all."

Three offshore wind projects under construction on the U.S. East Coast are back to building after judges rebuked the Department of the Interior's actions.

Oshen has signed contracts with multiple government agencies for its C-Star robots to collect ocean data autonomously.

Musk's legal team argues he should be compensated as an early startup investor who sees returns "many orders of magnitude greater" than his initial investment.

Their startup journey is a wild example of how if you build it well and the timing is lucky, they will definitely come.

The flood of AI-generated sexual imagery has spurred concern from state and congressional officials alike.

The $400 million round was led by Dragoneer.

Think TikTok, but every single video you come across is a short episode of a fictional story.

Elon Musk's AI company had installed and operated 35 natural gas turbines without permits, something the EPA now says was illegal.

The startup has partnered with Eli Lilly and enjoys the backing of some of Silicon Valley's most influential VCs.

Nicholas Moore pleaded guilty to stealing victims’ information from the Supreme Court and other federal government agencies, and then posting it on his Instagram @ihackthegovernment.

OpenAI says that users impacted by the ads will have some control over what they see.

In an attempt to alleviate rising electricity prices, the White House wants grid operator PJM to hold an auction for new generating capacity, and it wants tech companies to bid.

This week Google "unveiled a set of tools for retailers that helps them roll out AI agents," reports the Wall Street Journal,

The new retail AI agents, which help shoppers find their desired items, provide customer support and let people order food at restaurants, are part of what Alphabet-owned Google calls Gemini Enterprise for Customer Experience. Major retailers, including home improvement giant Lowe's, the grocer Kroger and pizza chain Papa Johns say they are already using Google's tools to help prepare for the incoming wave of AI-assisted shopping and ordering... Kicking off the race among tech giants to get ahead of this shift, OpenAI released its Instant Checkout feature last fall, …

=[ "More than half of all cryptocurrencies ever launched are now defunct," reports CoinDesk, citing a new analysis by cryptocurrency data aggregator CoinGecko. And most of those failures occurred in 2025: The study looked at token listings on GeckoTerminal between mid-2021 and the end of 2025. Of the nearly 20.2 million tokens that entered the market during that period, 53.2% are no longer actively traded. A staggering 11.6 million of those failures happened in 2025 alone — accounting for 86.3% of all token deaths over the past five years. One key driver behind the surge in dead tokens was the rise of low-effort memecoins and experimental projects launched via crypto launchpads like pump.fu…

At the AI safety site Foom, science journalist Mordechai Rorvig explores a paper presented at November's Empirical Methods in Natural Language Processing conference: [R]esearchers at the Swiss Federal Institute of Technology (EPFL), the Massachusetts Institute of Technology (MIT), and Georgia Tech revisited earlier findings that showed that language models, the engines of commercial AI chatbots, show strong signal correlations with the human language network, the region of the brain responsible for processing language... The results lend clarity to the surprising picture that has been emerging from the last decade of neuroscience research: That AI programs can show strong resemblances to la…

As 2026 begins, MIT Technology Review publishes "educated guesses" on emerging technologies that will define the future, advances "we think will drive progress or incite the most change — for better or worse — in the years ahead." This year's list includes next-gen nuclear, gene-editing drugs (as well as the "resurrection" of ancient genes from extinct creatures), and three AI-related developments: AI companions, AI coding tools, and "mechanistic interpretability" for revealing LLM decision-making. But also on the list is sodium-ion batteries, "a cheaper, safer alternative to lithium." Backed by major players and public investment, they're poised to power grids and affordable EVs worldwide.…

In December 2024 the Google Threat Intelligence Group published research on the code of the commercial spyware "Predator". But there's now been new research by Jamf (the company behind a mobile device management solution) showing Predator is more dangerous and sophisticated than we realized, according to SecurityWeek. Long-time Slashdot reader wiredmikey writes: The new research reveals an error taxonomy that reports exactly why deployments fail, turning black boxes into diagnostic events for threat actors. Almost exclusively marketed to and used by national governments and intelligence agencies, the spyware also detects cybersecurity tools, suppresses forensics evidence, and has built-in g…

Ars Technica reports: Security firm Mandiant [part of Google Cloud] has released a database that allows any administrative password protected by Microsoft's NTLM.v1 hash algorithm to be hacked in an attempt to nudge users who continue using the deprecated function despite known weaknesses.... a precomputed table of hash values linked to their corresponding plaintext. These generic tables, which work against multiple hashing schemes, allow hackers to take over accounts by quickly mapping a stolen hash to its password counterpart... Mandiant said it had released an NTLMv1 rainbow table that will allow defenders and researchers (and, of course, malicious hackers, too) to recover passwords in u…

Friday a federal judge "cleared U.S. power company Dominion Energy to resume work on its Virginia offshore wind project." But a U.S. federal judge also ruled Thursday that another major offshore wind farm is allowed to resume construction, reports the Hill. "The project, which would supply power to New York, was one of five that were halted by the Trump administration in December...." In fact, there were three different court rulings this week each allowing construction to continue on a U.S. wind project: Judge Carl Nichols, a Trump appointee, granted a preliminary injunction allowing Empire Wind to keep building... Another, Revolution Wind, was also allowed to move forward in court this we…

A new article from Bloomberg says dozens of America's colleges "succumbed to a fundamental problem killing colleges across the US: not enough students. The schools will award their final degrees this spring, stranding students not yet ready to graduate and forcing faculty and staff to hunt for new jobs." The country's tumbling birth rate is pushing schools toward a "demographic cliff," where a steadily dropping population of people in their late teens and early 20s will leave desks and classrooms empty. Many smaller, lesser-known schools like Cazenovia have already hit the precipice. They're firing professors, paring back liberal arts courses in favor of STEM — or closing altogether. Others…

"A mega rocket set to take astronauts around the Moon for the first time in decades is being taken to its launch pad," the BBC reported this morning. NASA is livestreaming their move of the 11-million-pound "stack" — which includes the Artemis II Space Launch System (SLS) rocket and the Orion spacecraft secured to it, all standing on its Mobile Launch Platform. Travelling at less than 1 mile per hour, the move is expected to take 12 hours. The mission — which could blast off as soon as 6 February — is expected to take 10 days. It is part of a wider plan aimed at returning astronauts to the lunar surface. As well as the rocket being ready, the Moon has to be in the right place too, so succes…

A couple months ago, YouTuber Benn Jordan "found vulnerabilities in some of Flock's license plate reader cameras," reports 404 Media's Jason Koebler. "He reached out to me to tell me he had learned that some of Flock's Condor cameras were left live-streaming to the open internet." This led to a remarkable article where Koebler confirmed the breach by visiting a Flock surveillance camera mounted on a California traffic signal. ("On my phone, I am watching myself in real time as the camera records and livestreams me — without any password or login — to the open internet... Hundreds of miles away, my colleagues are remotely watching me too through the exposed feed.") Flock left livestreams and…

After "a decade of deep focus on embedded and server systems," T2 SDE Linux "is back to the Desktop," according to its web site, calling the new "T2 Desktop" flavour "ready for everyday home and office use!" Built on the latest KDE Plasma, systemd, and Wayland, the new T2 Desktop flavour delivers a modern, clean, and performant experience while retaining the project's trademark portability and reproducible cross-compilation across architectures. T2 Desktop targets x86_64, arm64, and riscv64, delivering "a fully polished, streamlined out-of-the-box experience," according to project lead René Rebe (also long-time Slashdot reader ReneR): I>[T2 Desktop] delivered a full KDE Plasma desktop on RI…

An anonymous reader shared this report from the Washington Post: The U.S. Department of Transportation brought an automated bus to D.C. this week to showcase its work on self-driving vehicles, taking officials from around the country on a ride between agency headquarters at Navy Yard and Union Station. One of those trips was interrupted Sunday when the bus got rear-ended. The bus, produced by the company Beep, was following its fixed route when it was struck by a Tesla with Maryland plates whose driver was trying to change lanes, officials said. The bus had a human driver behind the wheel for backup as required by the city. The Tesla driver stayed on the scene on H Street for about 10 minut…

An anonymous reader quotes a report from the New York Times: Nearly five million social media accounts belonging to Australian teenagers have been deactivated or removed, a month after a landmark law barring those younger than 16 from using the services took effect, the government said on Thursday. The announcement was the first reported metric reflecting the rollout of the law, which is being closely watched by several other countries weighing whether the regulation can be a blueprint for protecting children from the harms of social media, or a cautionary tale highlighting the challenges of such attempts. The law required 10 social media platforms, including Instagram, Facebook, Snapchat a…

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

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

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

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

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

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

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

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

site on the host, but produced with

Django running locally. In 2021, it became a

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

the old-fashion…

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

Update: I found a solution which I describe in

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

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

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

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

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

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

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

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

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

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

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

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

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

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

Today is the publication of the third edition of Autism

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

wife Susan’s book collecting stories and experiences from

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

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

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

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

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

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

Today is the publication of the third edition of Autism

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

wife Susan’s book collecting stories and experiences from

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

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

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

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

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

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

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

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

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

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

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

you don’t follow this rule, and then it can break much later. Why?Let’s say you have code like this:# user.py def get_user_settings() -> 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.

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Cloud costs observability,management and automation platform 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.

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The post Weekly funding round-up! All of the European startup funding rounds we tracked this week (Jan. 12-16) appeared first on EU-Startups.

A former radio presenter who launched a gut-friendly toothpaste after suffering health problems, has raised €2 million (£1.8 million) to expand international sales of the Alcester-based Gutology and its Oral Biome+ toothpaste. Ollie Gallant, who also runs the Gutology Podcast, has secured funding from the Midlands Engine Investment Fund II through fund manager Mercia Ventures, […]

The post Former radio presenter behind gut-health podcast raises €2 million to scale microbiome-friendly toothpaste brand Gutology appeared first on EU-Startups.

Oxfordshire-based Ionech, a clean-energy tech company developing a process to harness thermal energy from ambient air to generate electricity, has received a €2.3 million (£2 million) Seed investment ClimateTech investor Elbow Beach. This investment is combined with a €807k (£700k) Innovate UK Grant, will enable the company to advance its Air Voltaic Cell technology from […]

The post Ionech raises €2.3 million to move air-to-electricity technology into pilots with Coca-Cola Europacific Partners appeared first on EU-Startups.

Hamburg-based DTCP, a global investment management platform with more than €3 billion in AUM, today announced the launch of the €500 million fund ‘Project Liberty’, its eighth fund and its first dedicated exclusively to defense, security, and resilience technologies. The fund is independently managed by DTCP and targets institutional investors, family offices and corporate investors. […]

The post With their new €500 million fund, Germany’s DTCP raises the bar for European defense and resilience capital appeared first on EU-Startups.

We are pleased to announce that Joaquín Cuenca Abela, Co-founder and CEO of Freepik, will take the stage at the upcoming EU-Startups Summit, which will take place for the third time in sunny Malta on May 7 to 8, 2026. Founded in 2010 and headquartered in Málaga, Spain, Freepik has evolved into a global all-in-one […]

The post Joaquín Cuenca Abela, Co-founder & CEO of Freepik, will speak at this year’s EU-Startups Summit! appeared first on EU-Startups.

Exactly one month, after its founding, Kortrijk-based Tinrate – a platform that enables users to seek and share advice and expertise – has raised a €1.6 million Seed round to roll out the company. The round saw participation from Steve Rousseau (World of Talents), Helena Brutsaert (Get Driven) and Arne Vandendriessche (Signpost). Other notable names […]

The post Belgium’s Tinrate secures €1.6 million to monetise expertise, dubbed “OnlyFans for knowledge” by its founder appeared first on EU-Startups.

Malta has long been associated with tourism and leisure, but in recent years, the country has increasingly aligned itself with Europe’s growing tech and startup scene. Rather than lagging, Malta has steadily developed the infrastructure needed to support innovation, laying the groundwork for a more diversified and competitive economy. This evolution has been driven by […]

The post Spotlight on Malta: 10 startups worth keeping an eye on in 2026 appeared first on EU-Startups.

The European Investment Bank (EIB) has signed a €25 million venture debt financing agreement with Amsterdam-based Optics11, a DeepTech scale-up that builds advanced fibre optic sensing solutions. The Dutch company plans to use this capital for research and development on its technologies for civilian and defence applications. It aims to accelerate the productisation and Europe-wide […]

The post Amsterdam-based Optics11 secures €25 million EIB loan to strengthen Europe’s subsea and energy security appeared first on EU-Startups.

PureTerra Ventures, an Amsterdam-based venture capital firm backing disruptive WaterTech startups, has launched its second fund with €10 million investment from Invest-NL, the Dutch national financing and development institution. The firm has set a €150 million target for its second fund and plans to mobilise the capital from public, private, and institutional investors. Job van […]

The post Amsterdam’s PureTerra Ventures launches €150 million WaterTech Fund II with €10 million backing from Invest-NL appeared first on EU-Startups.

Midnite, a UK sportsbook and casino operator, today announced that it has raised €30 million ($35 million) in a Series C funding round to scale operations, accelerate development of their products and support international expansion. The round was led by Raine Partners IV, The Raine Group’s flagship growth equity fund. Existing investors Play Ventures, Discerning […]

The post London’s Midnite raises €30 million to scale sportsbook and casino platform appeared first on EU-Startups.

Just seven months after its Series C, Berlin’s Parloa – a developer of enterprise customer AI agent – has raised €310 million ($350 million) in Series D funding to continue its expansion focused on the U.S. and Europe, enhance its AI Agent Management Platform (AMP), and launch the Parloa Promise, a commitment to preeminent agent […]

The post €310 million raise positions Germany’s Parloa far ahead recent European enterprise AI agent rounds appeared first on EU-Startups.

Luxembourg and US-based Hydrosat, a provider of thermal infrared satellite data and AI-powered analytics, today announced the close of €51 million ($60 million) in Series B to accelerate growth across commercial, civil government, and defense markets. The round was led by Hartree Partners, Subutai Capital Partners, and Space 4 Earth, with new investment from Truffle […]

The post Hydrosat’s thermal satellite tech targets water scarcity and agricultural risk, backed by new €51 million appeared first on EU-Startups.

Over the past few years, France has significantly strengthened its position as one of the most dynamic technology hubs worldwide, with artificial intelligence emerging as a particular area of momentum. The country has seen a wave of large-scale AI funding rounds, including landmark raises by companies such as Mistral AI, which have helped position France […]

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

Dublin-based Equal1, a quantum semiconductor company, today announced it has raised €51 million ($60 million) to accelerate development of scalable, silicon-based quantum computers and deployment of its datacenter-ready Bell-1 quantum server. The round was led by the Ireland Strategic Investment Fund (ISIF), with participation from Atlantic Bridge, the European Innovation Council Fund, Matterwave Ventures, Enterprise […]

The post Irish quantum semiconductor startup Equal1 closes €51 million round to scale silicon-based quantum computing appeared first on EU-Startups.

Lausanne-based AlphaLum today announced the close of its €3.6 million (CHF 3.4 million) Seed financing round to scale its optics and sensing platform for smart glasses. The round was led by Vsquared Ventures. With this funding, the Swiss startup aims to accelerate its transition from R&D to becoming a technology supplier for smart glasses and […]

The post Lausanne-based AlphaLum raises €3.6 million to build the missing hardware layer for mass-market smart glasses appeared first on EU-Startups.

A big week for European tech, with two new unicorns and a deep dive into one of the continent’s most promising ecosystems: Armenia. Alongside the week’s top funding rounds, we’ve also curated the most...

Global investment management platform DTCP today announced the launch of “Project Liberty”, its eighth fund and its first dedicated exclusively to defence, security, and resilience technologies. The...

Ukraine-based HOLYWATER has closed a $22 million financinground led by Horizon Capital, with participation from US-based investorsincluding Endeavor Catalyst and Wheelhouse. The financing follows an e...

When you can, it’s always worth taking a look outside of your comfort zone to find the next big thing in tech. I’ve been interested in Armenia for a number of years, and now it seems the rest of the w...

Parloa, the German-founded startup which develops AI voice agents for call centre work, has raised $350 million in a Series D funding round, vaulting its valuation threefold to $3 billion in seven mon...

Cyprus-based AINA has raised $1 million in seedfunding from a private angel investor to expand its AI-driven hiringplatform, which aims to improve hiring efficiency and reduce recruitment costs.As com...

While many venture capital funds are optimised for speed, scale, and short fund lifecycles, High-Tech Gründerfonds (HTGF) was built to address a structural gap in Germany’s innovation ecosystem. HTGF ...

TaleMonster Games,an Istanbul studio founded by former Peak Games veterans, has raised $30million in Series A funding led by Arcadia Gaming Partners and Andreessen Horowitz (a16z), with participation ...

According to the Tech.eu 2025 Annual Report, Europeantechnology companies raised €72 billion in 2025, making it the second-strongestyear of the past three for tech investment. With more than 3,740 dea...

Ukrainian-born edtech startup Headway Inc has raised Series A extension funding from Endeavor Catalyst. Headway Inc has closed the second tranche of its first external funding round, with Endeavor Cat...

For decades, financial control was a function of accounting discipline. Budgets were set annually, spend was reviewed retrospectively, and finance teams relied on reports generated long after money ha...

The Novo Nordisk Foundation has allocated up to €736 million (DKK 5.5 billion) to BioInnovation Institute (BII), a leading institute for life science and deep tech innovation in Copenhagen. The fun...

Ghent-basedstartup Feedelity has raised €510,000 to support its next phase of growth, inan investment round backed by private investors including Gilles Mattelin andJorn Vanysacker (Henchman), Wouter ...

Luna Systems, a leading provider of AI-powered Advanced Rider Assistance Systems (ARAS) for cycling and motorcycles, has secured a €1.5 million investment to bring to market a portfolio of new AI safe...

Munich-basedstartup lytra has completed its pre-seed financing round, led by High-Tech Gründerfonds (HTGF) with participation from additional investors, to expand itsAI-driven platform for manufacturi...

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 […]