I Still Prefer MCP Over Skills#TL;DR: The AI space is pushing hard for “Skills” as the new standard for giving LLMs capabilities, but I’m not a fan.

This separation of concerns brings some unbeatable advantages:Zero-Install Remote Usage: For remote MCP servers, you don’t need to install anything locally.

True Portability: My remote MCP servers work from anywhere: my Mac, my phone, the web.

Here’s how I think the ecosystem should look:When to use MCP: MCP should be the standard for giving an LLM an interface to connect to something: a website, a service, an application.

When to use Skills: Skills should be “pure.” They should focus on knowledge and context.

We think software development is quickly moving into a new phase, and the problem that Git has solved for the last 20 years is overdue for a redesign.

Today, with Git, we're all teaching swarms of agents to use a tool built for sending patches over mailing lists.

This is a tool designed for the GitHub Flow style - the short lived branch, trunk based workflows that so many of us are using.

This is a tool designed for humans, designed for agents, designed for scripting.

This is what we’re doing at GitButler, this is why we’ve raised the funding to help build all of this, faster.

Comments

This Isn’t Required by UK LawDespite what the update suggests, this system is not required by UK law.

But blanket ID checks are not the answer.

In trying to enforce ID checks, Apple may be undermining the security of its own users.

The update description mentions new emojis and minor features — but not the introduction of mandatory ID checks.

With your support, we’re pressuring Apple to drop the ID demand and restore internet freedom to millions of people in the UK.

Vibe-coded ext4 for OpenBSDA number of projects have been struggling with the question of which submissions created by large language models (LLMs), if any, should be accepted into their code base.

It all started on March 17, when Thomas de Grivel posted an ext4 implementation to the openbsd-tech mailing list.

The fact that the LLM in question was almost certainly trained on the Linux ext4 code and documentation does not help.

Bringing GPL-licensed code into OpenBSD is, to put it lightly, not appreciated; Christian Schulte was concerned about license contamination:I searched for documentation about that ext4 filesystem in question.

Was the it the set of people who wrote ext4 and whose work …

What happenedThe anatomy of the attackOn March 19, 2026, Aqua Security's Trivy — one of the most widely used vulnerability scanners in the world — was compromised.

Attackers injected credential-harvesting logic directly into the official release binary.

The attack didn't need to find a vulnerability in your code.

It exploited the fact that your CI/CD pipeline runs tools with access to your environment — and your API keys live in that environment as plaintext strings.

This is the supply chain attack model that makes traditional secrets management insufficient: if the key exists as a plaintext string anywhere in your runtime environment, a compromised tool can find and exfiltrate it.

Ghana is known for its particularly ornate funeral culture; but it’s not the only place in sub-Saharan Africa with a culture of exorbitantly expensive funerals.

Funerals function as a costly signal of kinship group loyalty: and in that context, the expense of the funeral is the point.

If you fall sick, the kinship group will care for you; if you need cash, the kinship group will lend you money; if a stranger wrongs you, the kinship group will avenge you.

It’s more like a mutual aid society that you’re born into and can’t leave: what the kinship group gives the kinship group must also take.

But it’s also because the glue that holds together kinship society is the occasional immolation of bui…

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Installationpip install fast-ebookQuick StartReading an EPUBfrom fast_ebook import epub import fast_ebook book = epub .

href )Writing an EPUBfrom fast_ebook import epub book = epub .

validate () if issues : for issue in issues : print ( f" - { issue } " ) else : print ( "Valid EPUB" )EPUB to Markdownfrom fast_ebook import epub book = epub .

For most code, you only need to change the import:# Before (ebooklib) from ebooklib import epub import ebooklib book = epub .

ITEM_IMAGE ): ... # After (fast-ebook) from fast_ebook import epub import fast_ebook book = epub .

Training Examples are Vector Fields and their Lie Brackets can be Computedskip to resultsAn ideal machine learning model would not care what order training examples appeared in its training process.

The Training Example Lie Bracket$$ \theta' = \theta + \epsilon v^{(x)}(\theta).

So if $x, y$ are training examples, we may compute:$$ [v^{(x)}, v^{(y)}] = (v^{(x)}\cdotabla_\theta) v^{(y)} - (v^{(y)}\cdotabla_\theta) v^{(x)} $$We can compute the Lie bracket of any two vector fields on $\Theta$, and so we can certainly compute the Lie bracket of the vector fields arising from two training examples.

The Lie bracket of two training examples tells us about the order dependence of training on those e…

If you've ever clicked on a search result only to land on a version of a site you don't prefer, Kagi's URL Redirects (also known as URL Rewrites) puts you in control by automatically rewriting search result URLs before you even click them.

What are URL Redirects on Kagi Search?

URL Redirects are a powerful Kagi feature that lets you set up textual find-and-replace rules for search result URLs.

When a search result matches one of your rules, Kagi rewrites the URL so you always land exactly where you want to.

For example, this rule always redirects you to the latest Knot DNS docs, no matter which version the search result links to:^ https://www.knot-dns.cz/docs/(?:[^/]+)/(.

Unsurprisingly, his Onedrive storage wasn’t filled by his email, it was filled by the personal files from his Windows 11 desktop.

I was never able to confirm with him, but I suspect that he deleted files (including family photos) for which he had no other backup.

Microsoft has intentionally broken a fundamental assumption about how files are stored on a computer running Windows.

Microsoft is very obviously employing dark patterns in order to goad its users into paying for Onedrive storage.

He deleted family photos to try and get that error message to go away, so that he could just receive emails again.

As I mentioned in my post earlier this week, we just completed a migration from WordPress to Jekyll.

It’s based on Astro, which is one of the most popular static site generators (SSG) right now.

As I mentioned in my previous post, our site ran on Jekyll long ago so we knew it well.

So, for example, the frontmatter for this post looks like this:layout : post title : " Moving from WordPress to Jekyll (and static site generators in general)" description : " Some technical notes on how and why we moved from WordPress to Jekyll, a well-known static site generator (SSG)."

The search page fetches a single JSON file, runs substring matching in the browser.

TopNetflix Prices Went Up Again –I Bought a DVD Player InsteadPosted on April 9, 2026 by AywrenAs of this month, Netflix prices are going up again.

I could afford that, even if I honestly watch YouTube far more than I ever do Netflix.

And so, I think I’m finally saying goodbye to Netflix for good as this is a price point I’m not interested in.

Some of this I’ve never seen completely all the way through as a series, so I have more than enough to watch going forward.

It has a tiny footprint compared to the oldskool DVD player I own, but more than that, it supports a ton of formats.

CharcuterieA visual explorer for Unicode.

Browse the character set, discover related glyphs, and learn more about the scripts, symbols, and shapes that make up the standard.

To power visual similarity, rendered glyphs are embedded with SigLIP 2 and compared in vector space.

Charcuterie is still under active development, and feedback is always welcome.

If you would like to support the project and help make more time for it, consider a donation.

extract_from_references ( black_dir = 'gemini_black' , white_dir = 'gemini_white' , ) # Profile 2: from watermarked content images (1536x2816) codebook .

load ( 'artifacts/spectral_codebook_v3.npz' ) bypass = SynthIDBypass () result = bypass .

get_profile ( 1536 , 2816 ) # auto-selectSynthIDBypass — three bypass generations:bypass = SynthIDBypass () result = bypass .

bypass_simple ( image , jpeg_quality = 50 ) # V1 result = bypass .

bypass_v3 ( image , codebook , strength = 'aggressive' ) # V3 (best)Multi-scale watermark detector (90% accuracy):from robust_extractor import RobustSynthIDExtractor extractor = RobustSynthIDExtractor () extractor .

I believe to have found the best solution to instant space switching!

Install the yabai tiling window manager and use its instant space switcher.

Use a third-party virtual space manager facade, hiding and showing windows as needed when switching spaces.

Enable “Move Right Space (Without Animation)” and “Move Left Space (Without Animation)”.

It is a simple menu bar application that achieves instant space switching while offering none of the aforementioned drawbacks.

While he writes for Gadget Review, he manages a team of review writers, ensuring their content is nothing short of perfect.

While he writes for Gadget Review, he manages a team of review writers, ensuring their content is nothing short of perfect.

The Democratic-controlled legislature advanced bill LD 307, temporarily blocking permits for any new data center requiring more than 20 megawatts.

The measure runs until November 2027, buying time for a new Data Center Coordination Council to study how these facilities strain Maine’s aging electrical grid.

The bill gained traction after residents in Wiscasset and Lewiston successfully opposed data center proposals over water usage and safety conce…

OpenAI is pausing its planned Stargate datacenter project in the UK just months after announcing it, citing the regulatory environment and cost of energy as reasons for putting it on hold.

The US large language model (LLM) pioneer unveiled its plans for Stargate UK last September, to coincide with a state visit by President Trump.

"AI compute is foundational to that goal - we continue to explore Stargate UK and will move forward when the right conditions such as regulation and the cost of energy enable long-term infrastructure investment.

Stargate UK, if it goes ahead, will span multiple sites across the country, including Cobalt Park, a business park in North Tyneside.

The project also inv…

Bitmap fonts feel like a lost art to me.

Good bitmap fonts feel deliberate in a way that many modern screen fonts do not.

That is why bitmap fonts feel so natural in programmer culture.

The category is bigger than people thinkOne reason bitmap fonts stay underexplored is that people flatten them into one single mood.

And because so much of tech design has flattened into the same few safe sans choices, bitmap fonts feel fresh again precisely because they are so specific.

Connect the picoZ80 USB port to a PC — the RP2350 enumerates as a USB mass-storage device.

All subsequent ESP32 firmware updates can be performed via the OTA web page () without requiring esptool.Original picoZ80 boards (v2.0 to v2.2) have a single USB port connected to the RP2350.

SD Card PreparationFormat the SD card as FAT32.

The top-level structure is: All picoZ80 behaviour is controlled byon the SD card.

Pico SDK English Raspberry Pi Pico C/C++ SDK — build system and hardware abstraction used by the picoZ80 firmware.

HegelHegel is a universal property-based testing protocol and family of libraries, built on Hypothesis.

First time here?

We recommend starting with the Getting started guide.

Our claim is that Instant is the best backend you could use for AI-coded apps.

These kinds of apps need custom infrastructure.

If modern apps need sync engines, then you shouldn’t have to build them from scratch each time.

Since we’ve created our isolated backend, let’s go ahead and use it:Spin up a backend to try the live demo.

And here’s what the todo app’s backend code is like:App.tsx import { init , id } from '@instantdb/react' ; const db = init ( { appId : 'YOUR_APP_ID' } ) ; function App ( ) { const { data } = db .

Why Your Old Laptop Beats VPS SolutionsMost VPS providers give you severely limited compute resources at premium prices.

You even share these resources with other customers without knowing!

Your old laptop packs more CPU power, RAM, and storage than their entry-level offerings - and with us, you'll pay just €7/month for professional hosting.

Why settle for a restricted virtual slice when you can have your own laptop running dedicated just to you, 24/7 in a professional datacenter?

In addition, you cut-down on e-waste and help save the planet!

What Game Engines Know About Data That Databases Forgot05 April 2026 - 14 mins read timeTags: csharp database ecs gamedev typhon💡Typhon is an embedded, persistent, ACID database engine written in .NET that speaks the native language of game servers and real-time simulations: entities, components, and systems.

Series: A Database That Thinks Like a Game Engine Why I’m Building a Database Engine in C# What Game Engines Know About Data That Databases Forgot (this post) Microsecond Latency in a Managed Language (coming soon)Game servers sit at an uncomfortable intersection.

It’s a database engine that stores data the way game engines do — and provides the guarantees that game servers need.

In EC…

Comments

In January, I gave an AI agent $1,500, full control of a Meta Ads account, then walked away.

It can read and write files, run terminal commands, and delegate tasks to separate AI workers that run in parallel.

Same energy here, except the vending machine is a Meta Ads account and the stakes are my credit card.

Here’s what the top performing ads actually looked like:Not exactly award-winning creative, but they worked.

Main difference is an AI agent just does it faster and with more confidence, which honestly makes it more dangerous.

The question became, “what if there was nothing between my keystrokes and the kernel?”barebare is an interactive shell written entirely in x86_64 Linux assembly.

In just 4 evenings with maybe 6 hours total of coding with Claude Code, bare became my login shell.

The detailsThe entire shell is one assembly file: bare.asm .

Going from Rust to assembly was about obsession and a dose of nostalgia and seeing what is actually possible with AI coding.

When you write a shell in assembly, you learn exactly what a shell does.

That seems a bit of a digression, but it is relevant to the “Yacc is dead” paper.

The art of writing yacc grammars without these conflicts is undeniably arcane, and yacc in particular does a bad job of explaining what went wrong, but that is not inherent to the approach.

Approaching AmbiguityThe “Yacc is dead” paper observes correctly that ambiguity is a fact of life if you want to handle arbitrary context free grammars.

I mentioned above the benefit that if yacc accepts your grammar, then (because yacc rejects all the ambiguous context free grammars, and then some), you know your grammar is unambiguous.

This is in some ways the same approach yacc takes, but some people find it easier to wr…

preact-react-reconciler lets you render unmodified code that uses the real react package under Preact by using Preact option hooks to implement React's reconciler API!

import { useCallback , useState } from "react" ; import * as reactDOM from "react-dom/client" ; import "preact-react-reconciler" ; // enables interop!

import * as preact from "preact" ; function Counter ( ) { const [ count , setCount ] = useState ( 0 ) ; const onClick = useCallback ( ( ) => { setCount ( count + 1 ) ; } , [ count ] ) ; return ( < > < p > Clicks : { count } < button onClick = { onClick } > Increment < / button > < / p > < pre > { new Error ( ) .

render ( < Counter / > , d o c u m e n t . g e t E l e m e n t B y…

Carnage erupts inside the kernel driver as every application fights for as much GPU memory as it can hold on to.

To properly stress-test kernel memory management when working on this issue, I would go ahead and open up nearly every app with an integrated browser engine that I had installed.

In the beginning, things worked rather simplistically: If applications wanted VRAM allocations, the user-mode driver would go to the kernel-mode driver and request VRAM memory.

Instead of specifying VRAM as the only acceptable domain to place the allocation in, every VRAM allocation request would specify both “VRAM” and “GTT” as possible memory domains.

User-space configurationMaybe the best thing about …

The best way to try out the concept is to download Elastic Notepad (and look at the core elastic tabstops code if you want to see how to implement it).

Forwards compatibilityWhile editors which haven't yet implemented the elastic tabstops mechanism may not align some text properly in files where tabs were used with elastic tabstops, the problem isn't that bad.

If there are no tabstops (or tabs) it can't be elastic tabstops.

The name "elastic tabstops"Some people have mistakenly called this "elastic tabs" rather than "elastic tabstops", presumably because they don't realise that tabs and tabstops are different things.

For a feature to be called "elastic tabstops" it needs to move tabstops (t…

This tutorial requires Nix and Nix Darwin to be installed on the macOS machine.

To build a micro VM, we need a NixOS builder machine running AArch64 Linux.

follows = "nixpkgs" ; }; }; outputs = { inputs@ self , nixpkgs , nix-darwin , ... } : let system = "aarch64-darwin" ; pkgs = import nixpkgs { inherit system ; }; nixpkgs in { darwinConfigurations .

rules = [ "d /nix/.rw-store/nix-build 0755 root root -" ]; nix = { settings = { sandbox = false ; build-dir = "/nix/.rw-store/nix-build" ; }; registry .

Now we have performant micro VM running NixOS to play around with in our macOS machine.

Software development over the last 60+ years has been the equivalent of pyramid building.

Architecture is about making previously unseen structures using as little material as possible.

But ultimately LLMs are just building on top of this pyramid, and are integrating inside applications, but their usefulness is about utilizing everything below them on this giant software pyramid.

But OpenClaw's success isn't about creating a new software architecture.

Its success is the confluence of tools built on this software pyramid that finally came together.

How do we tell truths that might hurt?

Edsger W.Dijkstra, 18 June 1975from https://www.cs.utexas.edu/users/EWD/ewd04xx/EWD498.PDFSometimes we discover unpleasant truths.

Most Computer Science Departments have opted for the latter easy way out.)

To give you some idea of the scope of the problem I have listed a number of such truths.

It is practically impossible to teach good programming to students that have had a prior exposure to BASIC: as potential programmers they are mentally mutilated beyond hope of regeneration.

Build it from source, then compile a simple REPL:echo '(import (hoot repl)) (spawn-repl)' > repl.scm ./pre-inst-env hoot compile -fruntime-modules -o repl.wasm repl.scmThis takes about a minute.

This results in a 6.6 MB Wasm file; with tree-shaking we would have been at 1.2 MB.

Finally, the moment of truth:$ ./repl Hoot 0.8.0 Enter `,help' for help.

depth) 1 (vector (quads (- depth 1)) (quads (- depth 1)) (quads (- depth 1)) (quads (- depth 1))))) (define (sum-quad q) (if (vector?

q) (+ (sum-quad (vector-ref q 0)) (sum-quad (vector-ref q 1)) (sum-quad (vector-ref q 2)) (sum-quad (vector-ref q 3))) q)) (define (sum-of-sums n depth) (let lp ((n n) (sum 0)) (if (zero?

It keeps track of what you're doing, your open tasks, events, it suggests you a schedule to follow, and it keeps track of your budgets.

This story begun in January, when I realized I was still mostly unhappy with my events and tasks handling.

This is when I started thinking of how cool it would be to have a dedicated, e-ink device that was entirely made for productivity.

In the future, this should also be used as a data point for the probability function of how likely I am to accept a given task.

Mirtillo is a dedicated device that's the ultimate productivity tool for me, simply because it's built by me with myself in mind and it works exactly how I want it to work.

Comments

And when I talk about “ LLM coding”, I mean use of an LLM to generate code in some programming language.

Many people are currently promoting LLMs as a revolutionary step forward for software development, but are doing so based almost exclusively on claims about LLMs’ ability to generate code at high speed.

And initially it certainly seems like it’s declaring the effects of LLMs are settled, in favor of the LLMs.

So even if I were an advocate of LLM coding, I’d be very wary of pushing it to non-programmers.

Correspondingly, I think there is not a huge downside, right now, to slow or delayed adoption of LLM coding.

( -- rx , x ) : _a ( x ))Verbs and adverbs§Now we get to the first actual functions, called verbs in K lingo.

( c )( f + x ) : Add ( x , f ) : af ?

_a ( y ) : x ; r_ ( U [ f ] = x ))) f ( v ,( strchr ( V , x ) ?

l [ r - ( '' == l [ r -1 ])] = 0 : Q ))We’ve reached the evaluation step.

x ( e ( t + 1 ), Q ( x ) D [ d ( * t )]( v ( i ), x )) : x ( e ( t ), Q ( x ) f [ v ( i )]( x )) : y ( e ( t + 1 ), Q ( y ) 58 ==* t ?

Joe Rossignol / MacRumors:

Apple is closing its Towson, Maryland store, the first US location where retail employees unionized; the union says it is “outraged” and exploring legal options — Apple today announced it will be permanently closing three retail stores in the U.S. in June, including Apple Trumbull in Trumbull …

Bloomberg:

Sources: US Treasury Secretary Scott Bessent and Fed Chair Jerome Powell warned bank CEOs about Anthropic's Mythos model's risks at an urgent meeting Tuesday — Treasury Secretary Scott Bessent and Federal Reserve Chair Jerome Powell summoned Wall Street leaders to an urgent meeting on concerns …

Bloomberg:

Alibaba led a ~$293M funding round for ShengShu, just two months after the creator of the Vidu AI video generator raised ~$88M — Alibaba Group Holding Ltd.'s cloud division led a 2 billion yuan ($293 million) funding round for ShengShu Technology, bolstering the war chest of a young contender in China's crowded AI video contest.

Cory Weinberg / The Information:

Sources: SpaceX lost just under $5B last year while generating more than $18.5B in revenue; the loss figure includes xAI — SpaceX lost just under $5 billion last year while generating more than $18.5 billion in revenue, two people familiar with the figures said.

Reuters:

Sources: Anthropic is weighing the possibility of designing its own chips, but it has yet to commit to a design or put together a dedicated team for the project — Artificial intelligence lab Anthropic is exploring the possibility of designing its own chips, three sources said …

Maxwell Zeff / Wired:

How Black Forest Labs, a 70-person startup based in Germany, became a top competitor in AI image generation; sources: it recently declined to partner with xAI — Black Forest Labs has long punched above its weight in the AI image generation space. Its next move? Powering physical AI.

Financial Times:

xAI has filed a lawsuit challenging Colorado's landmark AI anti-discrimination law, set to take effect in the summer, saying it violates free speech protections — Elon Musk's AI lab claims the regulations violate free speech protections — Elon Musk's xAI has filed a lawsuit challenging …

Andrej Karpathy / @karpathy:

A gap in understanding AI is growing, as casual users cite flaws in old free models while power users point to new models' staggering gains in technical domains — Judging by my tl there is a growing gap in understanding of AI capability. The first issue I think is around recency and tier of use. I think a lot of people tried the free tier of ChatGPT somewhere last year and allowed it to inform their views on AI a little too much. This is

Shirin Ghaffary / Bloomberg:

An OpenAI note to investors after Anthropic announced Mythos says OpenAI's early push to increase computing resources gives it a key advantage over Anthropic — OpenAI told investors this week that its early push to dramatically increase computing resources gives it a key advantage …

Jyoti Mann / The Information:

Internal memo: Meta is pulling top engineers into its new Applied AI Engineering division, as part of a push to improve its models and “compete in the AI race” — Meta Platforms is pulling top engineers from across the company into its new Applied AI Engineering division …

Ashley Belanger / Ars Technica:

An Ohio man is the first convicted under the Take It Down Act after pleading guilty to creating and sharing real and AI-generated explicit images of 10+ victims — An Ohio man became the first person convicted under the Take It Down Act after pleading guilty to creating and sharing both real …

Kenyatta Thomas / Electronic Frontier Foundation:

EFF says it is leaving X, as “X is no longer where the fight is happening” and an X post now gets less than 3% of the views a tweet got seven years ago — After almost twenty years on the platform, EFF is logging off of X. This isn't a decision we made lightly, but it might be overdue.

Zac Hall / 9to5Mac:

OpenAI launches a $100/month ChatGPT Pro subscription, which offers 5x more Codex usage than Plus; the $200/month Pro plan offers 20x higher limits than Plus — OpenAI is launching a revamped $100/month ChatGPT subscription aimed at Codex users. Here's how it compares to OpenAI's existing plans and what it includes.

Emma Roth / The Verge:

Google says the Gemini app can now generate interactive 3D models and simulations; users must select the Pro model in the prompt bar — You can interact with the 3D models and adjust variables in real-time. … Google's latest upgrade for Gemini will allow the chatbot to generate interactive 3D models …

Axios:

Sources: the White House is pushing back on GOP-led AI bills in Nebraska and Tennessee, putting new pressure on GOP state lawmakers who support AI guardrails — The Trump administration is pushing back on Republican-led AI bills in Nebraska and Tennessee, with sources familiar …

Zac Hall / 9to5Mac:

Anthropic makes Claude Cowork, previously available as a “research preview”, generally available to all paid plans, and adds six features for enterprise use — Claude Cowork, available on macOS, is losing the “research preview” label today as Anthropic introduces enterprise capabilities.

Juby Babu / Reuters:

Florida's AG launches a probe into OpenAI and ChatGPT, saying its data could fall “into the hands of America's enemies” and citing a mass shooter's ChatGPT use — Florida Attorney General James Uthmeier on Thursday launched an investigation into OpenAI and its chatbot ChatGPT …

Sarah Perez / TechCrunch:

X brings back Voice Notes to X Chat, supporting one-on-one and group conversations via a new voice input icon, as it tests a standalone X Chat spinoff on iOS — Posting Voice Notes publicly on X may no longer be possible, but you can now share audio messages within X's direct messaging system, X Chat, once again.

Kelly Tyko / Axios:

Visa unveils Intelligent Commerce Connect, a platform that facilitates payments for AI agents across multiple card networks, including those of Visa competitors — Visa is rolling out a new platform for a future where AI agents do the shopping for consumers.

Stephanie Palazzolo / The Information:

Chapter, which uses AI to help seniors enroll in Medicare, raised a $100M Series E, doubling its valuation to $3B and bringing its total funding to $285M — Meta Platforms' Wednesday release of Spark, the first model in its broader Muse model family, doesn't blow other frontier models out of the water …

Stephen Nellis / Reuters:

RISC-V chip designer SiFive raised a $400M Series G led by Atreides at a $3.65B valuation; CEO Patrick Little says it is the final funding round before an IPO — Silicon Valley startup SiFive said on Thursday it has raised a $400 million round of funding from Atreides Management, Nvidia …

Bloomberg:

Elorian, which builds visual AI models with better reasoning capabilities for industries like robotics, emerges from stealth with $55M at a $300M valuation — Former Google DeepMind researcher Andrew Dai believes that the artificial intelligence models at big labs have the intelligence of a 3-year-old kid …

Zaheer Kachwala / Reuters:

Google and Intel expand their partnership to deploy Intel's Xeon 6 chips and co-develop custom Infrastructure Processing Units to improve computing efficiency — Intel and Google have expanded their partnership to advance the use of artificial intelligence-focused central processing units …

Todd Bishop / GeekWire:

Annual letter: Andy Jassy says AWS's AI revenue has reached a $15B annual run rate as of Q1, and Amazon plans to spend ~$200B in capital expenditures in 2026 — Andy Jassy's new letter to Amazon shareholders is a data-heavy defense of the tech giant's biggest bets — from AI and custom chips …

Sri Muppidi / The Information:

Documents: OpenAI expects ads to generate ~$2.4B in 2026 revenue and to quadruple in 2027 to nearly $11B; in 2030, OpenAI expects ads to generate ~$102B — OpenAI's advertising effort is so new that the company is still working out the kinks in it. That hasn't stopped it from setting ambitious aims …

Thomas Ricker / The Verge:

In his annual letter, Andy Jassy says Amazon's space-internet service Leo will “launch in mid-2026”, after delays; Amazon has FCC approval for 3,236 satellites — Better late than never for the Elon Musk alternative. … Amazon CEO Andy Jassy says the company's space-internet service Leo …

Dan Primack / Axios:

Meta begins removing dozens of Facebook and Instagram ads that trial lawyers placed to reach eligible plaintiffs, after social media addiction trial losses — Meta on Thursday began removing advertisements from attorneys who were seeking clients that claim to have been harmed by social media while under the age of 18.

This is the complete source code and the build instructions for the official Telegram messenger desktop client, based on the Telegram API and the MTProto secure protocol.

The source code is published under GPLv3 with OpenSSL exception, the license is available here.

Supported systemsThe latest version is available forOld system versionsVersion 4.9.9 was the last that supports older systemsVersion 2.4.4 was the last that supports older systemsVersion 1.8.15 was the last that supports older systems

Alternatively, you can configure providers beforehand:# Configure your provider credentials interactively forge provider login # Then start Forge forgeThat's it!

Forge will analyze the error, suggest potential causes based on your code, and propose different solutions to fix the issue.

Forge is designed for developers who want to enhance their workflow with AI assistance while maintaining full control over their development environment.

Please use forge provider login instead.

Max Requests Per Turn Limit the maximum number of requests an agent can make in a single conversation turn.

🔗 Product Website🔥 What's New: Gemma 4 support with LiteRT-LMDeploy Gemma 4 across a broad range of hardware with stellar performance (blog).

📚 Broad Model Support: Gemma, Llama, Phi-4, Qwen, and more.

⚡ Quick Try (No Code)Try LiteRT-LM immediately from your terminal without writing a single line of code using uv :uv tool install litert-lm litert-lm run \ --from-huggingface-repo=google/gemma-3n-E2B-it-litert-lm \ gemma-3n-E2B-it-int4 \ --prompt= " What is the capital of France? "

v0.8.0 : Desktop GPU support and Multi-Modality.

: Desktop GPU support and Multi-Modality.

The nvim-treesitter plugin providesfunctions for installing, updating, and removing tree-sitter parsers; a collection of queries for enabling tree-sitter features built into Neovim for these languages; a staging ground for treesitter-based features considered for upstreaming to Neovim.

InstallationYou can install nvim-treesitter with your favorite package manager (or using the native package feature of vim, see :h packages ).

This plugin is only guaranteed to work with specific versions of language parsers** (as specified in the parser.lua table).

When upgrading the plugin, you must make sure that all installed parsers are updated to the latest version via :TSUpdate .

setup { -- Directory t…

Google AI Edge Gallery ✨Explore, Experience, and Evaluate the Future of On-Device Generative AI with Google AI Edge.

AI Edge Gallery is the premier destination for running the world's most powerful open-source Large Language Models (LLMs) on your mobile device.

As the centerpiece of this release, Gemma 4 allows you to test the cutting edge of on-device AI.

Install the app today from Google Play Install the app today from App StoreFor users without Google Play access, install the apk from the latest releaseApp Preview✨ Core FeaturesAgent Skills : Transform your LLM from a conversationalist into a proactive assistant.

Download the App: Install the app from Google Play or App Store.

import supervision as sv from PIL import Image from rfdetr import RFDETRSmall image = Image .

open (...) model = RFDETRSmall () detections = model .

import supervision as sv from PIL import Image from inference import get_model image = Image .

import cv2 import supervision as sv image = cv2 .

copy (), detections = detections )supervision-0.16.0-annotators.mp4datasetsSupervision provides a set of utils that allow you to load, split, merge, and save datasets in one of the supported formats.

Hunt down social media accounts by username across 400+ social networksInstallation • Usage • ContributingInstallationWarning Packages for ParrotOS and Ubuntu 24.04, maintained by a third party, appear to be broken.

$ sherlock --help usage: sherlock [-h] [--version] [--verbose] [--folderoutput FOLDEROUTPUT] [--output OUTPUT] [--tor] [--unique-tor] [--csv] [--xlsx] [--site SITE_NAME] [--proxy PROXY_URL] [--json JSON_FILE] [--timeout TIMEOUT] [--print-all] [--print-found] [--no-color] [--browse] [--local] [--nsfw] USERNAMES [USERNAMES ...] Sherlock: Find Usernames Across Social Networks (Version 0.14.3) positional arguments: USERNAMES One or more usernames to check with social networks.

--fol…

You can even create custom fields with your own AI prompts to extract any specific information you need.

With built-in filtering, multi-project support, import/export capabilities, and custom categories, TaxHacker simplifies reporting and makes tax filing a bit easier.

TaxHacker works with a wide variety of documents, including store receipts, restaurant bills, invoices, bank statements, letters, even handwritten receipts.

TaxHacker automatically detects currencies in your documents and converts them to your base currency using historical exchange rates.

Write custom AI prompts for fields, categories, and projects, or modify the built-in ones to match your specific needs.

Onyx enables LLMs through advanced capabilities like RAG, web search, code execution, file creation, deep research and more.

🤖 Custom Agents: Build AI Agents with unique instructions, knowledge, and actions.

Build AI Agents with unique instructions, knowledge, and actions.

🌍 Web Search: Browse the web to get up to date information.

💻 Custom code: Run custom code to remove PII, reject sensitive queries, or to run custom analysis.

OpenScreenOpenScreen is your free, open-source alternative to Screen Studio (sort of).

Screen Studio is an awesome product and this is definitely not a 1:1 clone.

If you need all the fancy features, your best bet is to support Screen Studio (they really do a great job, haha).

But if you just want something free (no gotchas) and open, this project does the job!

Make it executable and run:chmod +x Openscreen-Linux- * .AppImage ./Openscreen-Linux- * .AppImageYou may need to grant screen recording permissions depending on your desktop environment.

Start Codex stronger, then let OMX add better prompts, workflows, and runtime help when the work grows.

Website: https://yeachan-heo.github.io/oh-my-codex-website/Docs: Getting Started · Agents · Skills · Integrations · Demo · OpenClaw guideOMX is a workflow layer for OpenAI Codex CLI.

Start OMX strongly, clarify first when needed, approve the plan, then choose $team for coordinated parallel execution or $ralph for the persistent completion loop.

$team or $ralph — use $team for coordinated parallel execution, or $ralph when you want a persistent completion loop with one owner.

Team runtimeUse the team runtime when you specifically need durable tmux/worktree coordination, not as the default …

It's a structured, visual, example-driven guide that teaches you to use every Claude Code feature with real-world templates you can copy into your project today.

Get Started in 15 MinutesTrusted by 5,900+ Developers5,900+ GitHub stars from developers who use Claude Code dailyfrom developers who use Claude Code daily 690+ forks — teams adapting this guide for their own workflows— teams adapting this guide for their own workflows Actively maintained — synced with every Claude Code release (latest: v2.2.0, March 2026)— synced with every Claude Code release (latest: v2.2.0, March 2026) Community-driven — contributions from developers who share their real-world configurationsNot Sure Where to St…

submitted by /u/Silly-avocatoe [link] [comments]

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First, a deterministic AST pass extracts structure from code files (classes, functions, imports, call graphs, docstrings, rationale comments) with no LLM needed.

Platform supportPlatform Install command Claude Code (Linux/Mac) graphify install Claude Code (Windows) graphify install (auto-detected) or graphify install --platform windows Codex graphify install --platform codex OpenCode graphify install --platform opencode OpenClaw graphify install --platform claw Factory Droid graphify install --platform droid Trae graphify install --platform trae Trae CN graphify install --platform trae-cnCodex users also need multi_agent = true under [features] in ~/.codex/config.toml for parallel extractio…

Around 2019 I attended a talk by one of the hyperscalers about their new cloud hardware for training Large Language Models (LLMs).

I hope that regardless of your background or feelings on the current generation of ML systems, you find something interesting to think about.

ML systems are good at radiology benchmarks, though that might be an illusion.

Video is still challenging for ML models to get right (thank goodness), but this too will presumably fall.

ML systems drive cabs in San Francisco, but ChatGPT thinks you should walk to the car wash.

Artemis II Lunar FlybyThe first flyby images of the Moon captured by NASA’s Artemis II astronauts during their historic test flight reveal regions no human has ever seen before—including a rare in-space solar eclipse.

Released Tuesday, April 7, 2026, the photos were taken on April 6 during the crew’s seven‑hour pass over the lunar far side, marking humanity’s return to the Moon’s vicinity.

The significance of Claude Mythos Preview for cybersecurityDuring our testing, we found that Mythos Preview is capable of identifying and then exploiting zero-day vulnerabilities in every major operating system and every major web browser when directed by a user to do so.

Mythos Preview accomplishes this by finding a chain that appends the attacker’s public key to the /root/.ssh/authorized_keys file.

Mythos Preview works around this limitation by splitting the attack into six sequential RPC requests to the server.

Evaluating Claude Mythos Preview’s other cybersecurity capabilitiesReverse engineeringThe above case studies exclusively evaluate the ability of Mythos Preview to find bugs in ope…

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.

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In the meantime, enjoy some clips!

Changelog News!

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

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

Augment Code – 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.

Squarespace – Turn your expertise into a business with the all-in-one platform for websites, services, and getting paid.

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

Notion – Custom Agents that automate the busywork so your team can focus on real work.

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.

Squarespace – Turn your expertise into a business with the all-in-one platform for websites, services, and getting paid.

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

Notion – Custom Agents that automate the busywork so your team can focus on real work.

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.

Steve Ruiz joins us for a deep-dive on tldraw (a very good free whiteboard) and the business he’s built selling SDKs that help others build very good whiteboards (and more) with tldraw’s high-performance web canvas.

Along the way, we discuss the excitement/fear we share about keeping our agents busy, how SDK and infra companies are affected differently by agentic software than SaaS companies, how Steve is approaching the coming era of internal tooling, what will happen when we equip LLMs with an infinite canvas, and more.

Changelog News!

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

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

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

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

Fly.io – The home of Changelog.com — Deploy your apps close to your users — global Anycast load-balancing, zero-configuration private networking, hardware isolation, and instant WireGuard VPN connections.

Push-button deployments that scale to thousands of instances.

Check out the speedrun to get started in minutes.

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

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

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

Fly.io – The home of Changelog.com — Deploy your apps close to your users — global Anycast load-balancing, zero-configuration private networking, hardware isolation, and instant WireGuard VPN connections.

Check out the speedrun to get started in minutes.

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.

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

At an unbeatable price.

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.

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

Get an exclusive offer: up to 22% off NordLayer yearly plans plus 10% on top with the coupon code changelog-10-NORDLAYER .

Try it risk-free with a 14-day money-back guarantee at nordlayer.com/thechangelogFly.io – The home of Changelog.com — Deploy your apps close to your users — global Anycast load-balancing, zero-configuration private networking, hardware isolation, and instant WireGuard VPN connections.

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.

At an unbeatable price.

Squarespace – A website makes it real!

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

Get a jump on lawn care projects with this DeWalt string trimmer and leaf blower bundle - plus choose an extra tool or extra battery for free.

Samsung's flagship OLED TV got a refresh in 2026, but is it enough of an upgrade to skip over last year's S95F?

ZDNET's key takeawaysCuerdOS is a unique, Debian-based Linux distribution.

Every once in a great while, I run into a Linux distribution that I've never heard of.

This Linux distribution of Spanish origin is focused on stability, efficiency, and performance.

Would I call CuerdOS the right Linux distribution for new Linux users?

Screenshot by Jack Wallen/ZDNETI then needed to remove the original installation using the Yelena Store (just to keep things clean).

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

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

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

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

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

The update also fixes a glitch with iCloud syncing.

At its iOS/iPadOS update page, Apple said that the update has no published CVE entries.

There's one more thingWith iOS 26.4, Apple tweaked the behavior for Stolen Device Protection so that it is automatically turned on by default.

An anti-theft feature that requires facial or fingerprint recognition to make certain changes on your iPhone, Stolen Device Protection was introduced in early 2024 but previously had to be manually enabled.

On its iOS 26 page for enterprise users, Apple said that Stolen Device Protection will be automatically enabled on devices that update from iOS 26.4 to iOS 26.4.1.

ZDNET's key takeawaysThe free Tubi TV service now integrates with ChatGPT.

You can ask the AI to find TV shows and movies on Tubi.

A free, ad-supported service, Tubi is home to a lot of classic films and TV series, which is right up my alley.

But Tubi offers a variety of other TV shows and movies I'd like to catch.

Finally, you don't need an account to watch shows and movies on Tubi.

Ubuntu 26.04, aka Resolute Raccoon, is just a few days away -- April 23 -- and it's received a decent performance boost over version 25.10, according to Phoronix benchmarks.

Applications installed and opened faster than I've seen on any Ubuntu release in some time.

If you're a gamer and install Wine 11 on Ubuntu 26.04, you should see a significant improvement over the Ubuntu 25.10/Wine 10 combination.

I love this new UbuntuAfter testing Ubuntu 26.04 for a while, I fell in love with the changes, and especially the speed.

As soon as you install Ubuntu 26.04, you'll be wowed by the performance, whether you're a gamer or not.

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

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

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

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

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

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

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

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

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

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

Amazon lets you loan Kindle books with friends and family for a couple weeks at a time. Here's how it works.

COSMICThis is what the default COSMIC desktop looks like.

The desktop is also highly configurable -- much more than GNOME (which was the previous default desktop for Pop!_OS).

I've said several times that I believe COSMIC is the future of the Linux desktop, and I stand by that claim.

Also: How to choose the right Linux desktop distribution for youNot only is Hyrpland very efficient, but it's also capable of some crazy customizations.

Enlightenment is the default desktop on Elive, and you can also use Bodhi Linux, which uses the Enlightenment-based Moksha desktop.

Home Depot's spring sale is here, and brings discounts on brands like DeWalt, Traeger, Weber, LG, and many other top brands.

AI can be your best friend when it comes to data integration.

Drive internal consistencyJoel Hron, CTO at global content and technology specialist Thomson Reuters (TR), said his organization uses AI to overcome data and system integration challenges in software engineering.

The Los Angeles-based music technology specialist uses AI and orchestration capabilities in Astronomer's Airflow service Astro to manage over 600 data pipelines.

"With some of the AI capabilities, you don't even have to write SQL to query the data.

Using BlueGecko, an AI-enabled data management platform from technology specialist Nextgenlytics, Anand's team has automated time-consuming data-mapping processes, particularl…

Sort by AllThe best business VoIP Services of 2026Show less RingCentral View now at RingCentral RingCentral is one of the most well-known and respected VoIP services in the US, making it one of my top choices for 2026.

Choose this business VoIP provider… If you want or need... RingCentral The best business VoIP provider overall.

While compiling the list of the best VoIP providers in 2026, I considered the following factors: Scalability : VoIP services suitable for business users must be scalable.

Zoom Best alternative for accessibility Silas Stein/picture alliance via Getty Images) Zoom operates an affordable VoIP service best suited to domestic calling.

Read More Show Expert Take Show less…

Florida Attorney General James Uthmeier plans to investigate OpenAI for its alleged harm to minors, potential to threaten national security, and its possible link to a shooting at Florida State University last year.

OpenAI announced on Thursday something that power users have been asking for: a $100/month plan. Previously subscriptions jumped from $20 to $200 per month.

The EFF follows the departure of various news organizations and others, who no longer find X a viable source of traffic.

In 2021, Anjuna Security was growing fast, hiring aggressively, and chasing a market that seemed limitless. By the end of that year, the venture-backed cybersecurity company had scaled to around 75 employees, building out sales, customer success, and support teams in anticipation of continued hypergrowth. Then 2022 hit.

All resources at its U.S. factory are aimed at the upcoming Atlas SUV.

ChatGPT had reportedly been used to plan the attack that killed two and injured five at Florida State University last April. The family of one victim has said that they plan to sue OpenAI over the incident.

The consumer protection agency says the company violated the FTC Act and its Rule on Unfair or Deceptive Fees by "deceptively" advertising ticket prices on its website without clearly disclosing upfront what the total cost would be, including all mandatory fees.

After falling victim to a hacker, Mercor is facing lawsuits and reportedly losing big-name customers.

The app was ranking No. 57 on the App Store just before Meta AI's new model launched. Now it's No. 5 — and rising.

Are real cybersecurity concerns a cover for a bigger problem at the frontier lab?

The two tech giants are looking to co-develop custom chips, at a time where demand for CPUs is high due to a growing global shortage.

Every founder who applies to Startup Battlefield wants the same thing: the Disrupt Main Stage. Here’s how to get there and why the opportunity starts well before the main stage.

Instagram users can now edit comments, which is a long-awaited fix for anyone who’s ever had to delete and re-post a comment just to fix a typo.

Co-founder of Sierra predicts that AI agents will make software interfaces obsolete.

Users can use the in-built voice transcription tool to reply to emails

BrianFagioli writes: Mozilla is accusing Microsoft of stacking the deck against Firefox, arguing that design choices in Windows steer users toward Edge even when they explicitly choose another browser. According to Mozilla, parts of Windows still open links in Edge regardless of the default browser setting, including results from the taskbar search and links launched from apps like Outlook and Teams. Mozilla says this means Firefox often never even gets the opportunity to handle those links, which quietly shifts user activity back into Microsoft's ecosystem. The company also points to Microsoft's aggressive rollout of Copilot as another example of platform power being used to push Microsoft…

Amazon CEO Andy Jassy says the company may eventually sell its Trainium AI chips directly to outside customers, not just through AWS, which would put Amazon in more direct competition with Nvidia. "There's so much demand for our chips that it's quite possible we'll sell racks of them to third parties in the future," Jassy wrote in his annual shareholder letter Thursday. He also revealed the company's chip business is already running at more than $20 billion annually, with demand so strong that current and even future generations are largely spoken for. Quartz reports: Access to Amazon's chips is currently limited to Amazon Web Services, with customers paying for cloud-based usage rather tha…

OpenAI is reportedly preparing a new cybersecurity product for a small group of partners, out of concern that a broader rollout could wreak havoc if it were released more widely. If that move sounds familiar, it's because Anthropic took a similar limited-release approach with its Mythos model and Project Glasswing initiative. Axios reports: OpenAI introduced its "Trusted Access for Cyber" pilot program in February after rolling out GPT-5.3-Codex, the company's most cyber-capable reasoning model. Organizations in the invite-only program are given access to "even more cyber capable or permissive models to accelerate legitimate defensive work," according to a blog post. At the time, OpenAI com…

An anonymous reader quotes a report from CNN: A hacker has allegedly stolen a massive trove of sensitive data -- including highly classified defense documents and missile schematics -- from a state-run Chinese supercomputer in what could potentially constitute the largest known heist of data from China. The dataset, which allegedly contains more than 10 petabytes of sensitive information, is believed by experts to have been obtained from the National Supercomputing Center (NSCC) in Tianjin -- a centralized hub that provides infrastructure services for more than 6,000 clients across China, including advanced science and defense agencies. Cyber experts who have spoken to the alleged hacker an…

After nearly 20 years on the platform, The Electronic Frontier Foundation (EFF) says it is leaving X. "This isn't a decision we made lightly, but it might be overdue," the digital rights group said. "The math hasn't worked out for a while now." From the report: We posted to Twitter (now known as X) five to ten times a day in 2018. Those tweets garnered somewhere between 50 and 100 million impressions per month. By 2024, our 2,500 X posts generated around 2 million impressions each month. Last year, our 1,500 posts earned roughly 13 million impressions for the entire year. To put it bluntly, an X post today receives less than 3% of the views a single tweet delivered seven years ago. [...] Wh…

Waymo is launching a pilot with cities and Google's Waze to share pothole data collected by its robotaxis, giving local transportation departments a new way to find and fix road damage more quickly. "We realized, hey, once we're at scale, we can actually share this data with cities, which is something that they've asked for and something that we collect at scale," said Arielle Fleisher, Waymo's policy development and research manager. "And so we figured out a way to make that happen." The Verge reports: Waymo uses its perception hardware, including cameras and radar, as well as accelerometers and the vehicle's physical feedback system, to log every pothole its vehicles encounter. These sens…

An anonymous reader quotes a report from the Guardian: [Five skilled workers aged 50 and older spoke] to the Guardian about how, after struggling to find work in their fields, they have turned to an emerging and growing category of work: using their expertise to train artificial intelligence models. Known as data annotation, the work involves labeling and evaluating the information used to train AI models like Open AI's ChatGPT or Google's Gemini. A doctor, for example, might review how an AI model answers medical questions to flag incorrect or unsafe responses and suggest better ones, helping the system learn how to generate more accurate and reliable responses. The ultimate goal of traini…

BrianFagioli writes: Little Snitch, the well known macOS tool that shows which applications are connecting to the internet, is now being developed for Linux. The developer says the project started after experimenting with Linux and realizing how strange it felt not knowing what connections the system was making. Existing tools like OpenSnitch and various command line utilities exist, but none provided the same simple experience of seeing which process is connecting where and blocking it with a click. The Linux version uses eBPF for kernel level traffic interception, with core components written in Rust and a web based interface that can even monitor remote Linux servers. During testing on U…

A federal appeals court denied Anthropic's bid to temporarily block the Pentagon's blacklisting, meaning the company remains shut out of Defense Department contracts while the case continues, even though a separate court has allowed other federal agencies to keep using Claude for now. CNBC reports: "In our view, the equitable balance here cuts in favor of the government," the appeals court said in its decision. "On one side is a relatively contained risk of financial harm to a single private company. On the other side is judicial management of how, and through whom, the Department of War secures vital AI technology during an active military conflict. For that reason, we deny Anthropic's mot…

Bloomberg's Mark Gurman says Apple's foldable iPhone is still "on track" for a September unveiling alongside the iPhone 18 Pro lineup. 9to5Mac reports: The report notes that Apple's stock took a hit earlier today after Nikkei Asia indicated the iPhone Fold was having serious production issues. Clearly, sources within Apple were motivated to share positive news via Gurman. Not long ago, Gurman himself said that he was expecting an iPhone Fold release date that was a little bit later than iPhone 18 Pro. That's still very possible, but it sounds like Apple is internally feeling optimistic about its targeted September launch. The report continues: "While the complexity of the new display and ma…

An anonymous reader quotes a report from The Drive: Farmers have been fighting John Deere for years over the right to repair their equipment, and this week, they finally reached a landmark settlement. While the agricultural manufacturing giant pointed out in a statement that this is no admission of wrongdoing, it agreed to pay $99 million into a fund for farms and individuals who participated in a class action lawsuit. Specifically, that money is available to those involved who paid John Deere's authorized dealers for large equipment repairs from January 2018. This means that plaintiffs will recover somewhere between 26% and 53% of overcharge damages, according to one of the court documents…

A $500,000 "Survivor"-style corporate retreat for 120 Plex employees in Honduras "turned into a week-long disaster involving illness, wild animals, armed guards, and employees stranded on a remote island," reports the Daily Beast. The CEO was bedridden by E. coli, staff were collapsing in brutal heat during Navy SEAL-led drills, there were fire ant attacks, uncooked food, and failing utilities. At one point, a porcupine even crashed through the ceiling of a guest's room. Here's an excerpt from the report: Tech media company Plex flew its 120 employees to a Honduran resort in 2017 for what was billed as a Survivor-style getaway. They called it "Plexcon." The first harbinger of trouble was an…

The FBI says (PDF) Iran-linked hackers disrupted internet-connected systems used by U.S. oil, gas, and water companies. Even with the recent two-week ceasefire between Iran and the United States and Israel, hackers backing Tehran say they won't end their retaliatory cyberattacks. The Hill reports: The report warned that similar companies across the country should be aware of an increased push by hackers to take over programmable logic controller (PLC) systems, which can be used to digitally control physical machinery from remote locations. Secure internet access for PLCs from one company, Rockwell Automation, were removed by Iran-linked coders who then "maliciously interacted with project f…

Apple has survived 50 years by being the only company integrating hardware and software; if the company loses because of AI it will be because the point of integration changes.

Я шарю скилл несколько раз, самое время кинуть в пост

Как делать дизайн с ЛЛМ, чтобы не было дефолтно и ИИшно: Не делать, делать руками

Кидать референсы

Дать скиллов Пост про опцию три. https://impeccable.style

Есть вот такой набор скиллов, в нем разные вещи, чтобы делать дизайн и верстку: Аудит того, что есть и критика

Есть работа с текстом

Есть работа с визуалкой На промостранице есть объяснения, начните с них.

Это не серебрянная пуля, по начать, например, можно с этого. https://developers.openai.com/blog/designing-delightful-frontends-with-gpt-5-4/

Скилл и объяснение от опенаи

Human.json is a new

idea for asserting that a site is authored by a person, and for vouching for

other sites’ authorship. I’ve added one to this site.It’s a fun idea, and I’ve joined in, but to be honest, I have some concerns.

When I made my human.json file, I looked through my browser history, and saw a

number of sites that were clearly personal sites that I liked. But if I list

one, am I claiming to know that there is no AI content on that site? I can’t

know that for sure.I haven’t let this stop me from adding my own

/human.json, and I’ll be interested to see what

comes of it.Human.json isn’t a new idea. There have been a number of attempts to add

structured data to web pages:

tags are a…

Agents are fundamentally changing the shape of demand for compute, both in terms of how they work and in terms of who will use them. They're so compelling that I no longer believe we're in a bubble.

Anthropic is in a standoff with the Department of War; while the company's concerns are legitimate, it position is intolerable and misaligned with reality.

Pytest’s parametrize is a great feature for writing tests without repeating

yourself needlessly. (If you haven’t seen it before, read

Starting with pytest’s parametrize first).

When the data gets complex, it can help to use functions to build the

data parameters.I’ve been working on a project

involving multi-line data, and the parameterized test data was getting

awkward to create and maintain. I created helper functions to make it nicer.

The actual project is a bit gnarly, so I’ll use a simpler example to

demonstrate.Here’s a function that takes a multi-line string and returns two numbers,

the lengths of the shortest and longest non-blank lines:def non_blanks(text: str) -> tuple[int, int]: …

Игра, чтобы выучить свой район

Как ведь бывает, переехал в новый район, а там все улицы незнакомые. Как вот их учить?

Сделал игру: Случайный положительный эффект: можно легко сравнить масштаб городов, понять, что Садовое в Москве — это от Фонтанки с заходом на начало Васьки и Петроградки.

Thick clients were the dominant form of device throughout the PC and mobile era; in an AI world, however, thin clients make much more sense.

I have a new small project: edtext provides text

selection and manipulation functions inspired by the classic ed

text editor.I’ve long used cog to build documentation and HTML

presentations. Cog interpolates text from elsewhere, like source code or

execution output. Often I don’t want the full source file or all of the lines of

output. I want to be able to choose the lines, and sometimes I need to tweak the

lines with a regex to get the results I want.Long ago I wrote my own ad-hoc function to include a

file and over the years it had grown “organically”, to use a positive word. It

had become baroque and confusing. Worse, it still didn’t do all the things I

needed.The old function has 16 arg…

Microsoft got hammered on Wall Street for capacity allocation decisions that were the right ones: the software that wins will use AI to usurp other software.

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

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

На пост меня натолкнула рабочая ситуация: Я написал (будем честны, попросил ллм написать) один скрипт, и некоторые коллеги прореагировали «о, давно о таком мечтаю». И у меня в голове щелкнуло.

Когда я сейчас написал про один промт, я не утрировал, это был реально один промт.

Сейчас простые задачи решаются ллмками достаточно хорошо. Ядро линукса они все еще не напишут, но пропарсить все ресурсные файлы проекта, сгруппировать одинаковые строчки и дать к ним мгновенный поиск — это задача на один промт. И все, что удерживает людей сейчас, от того, что некоторая часть их задач начнет быть проще — рефлексия. Все что нужно — остановиться, и заметить момент «ага, я тут хочу упрощение, которое возмо…

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

testing, and linked to pytest docs and a

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

pytest.raises as a context manager, and have

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

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

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

Я задал один и тот же промт нескольким моделям и вот что вышло

Промт

Прочитай @/llm/PRD.md и сверстай статическую html-страницу about. Укажи в ней все преимущества, придумай как их проиллюстрировать, используй модный современный дизайн Сохрани в файл about-page/{model-name}.html Ориентируйся только на prd, не используй about-страницу.Эксперимент проведен в декабре 2025-январе 2026. Использовался openrouter или облака ллммок. В скриншотах могут быть небольшие артефакты, скриншоты снимал плейрайт, он не умеет в стики-позиции.

Для сравнения дизайн кожаного мешка (меня): https://recipe-scaler.ru/#/about

Gemini 3 pro Grok code fast 1 Minimax 2.1 Minimax 2.1 Minimax 2.1 Minimax 2.1

Тут я просил ш…

Клод код (Claude Code) заботится обо мне и показывает команды на согласования, к сожалению, он делает это без уважения плохо.

Посмотрите на этот апрув: Выполняет трехстрочную шелл-команду с вложенными конструкциями: циклы, условия. Если там где-то будет какая-то ошибка, я её просто не замечу.

Я не специально выбирал, что скриншотить, они все такие: У меня остается два варианта: Как мартышка жать и жать на кнопку «Approve». В итоге вырабатывается привычка, которая не даст мне себя защититить в опасной ситуации. См. принцип «подтверждения не работают».

Один раз апрувнуть тоже не выйдет, потому что эта конкретная трехэтажная команда вряд ли когда-нибудь появится.

Согласитья на YOLO (You Only L…

На новогодние праздники вышли два больших апдейта recipe-scaler

Первый апдейт — публичный профиль и коллекции

Сейчас можно шарить не только рецепты как одну штуку, но и всю коллекцию.

Или выборочно, или прибранные рецепты (с рецептом и фоткой), или вообще все-все-все

https://recipe-scaler.ru/#/public/@/mike.ozornin Интеграция с ИИ-иссистентом

Можно через MCP подключиться к своему ассистенту. У кого-то клод, у кого-то курсор. Пока подглючивает чуток. Но смотрите, какая красота:

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.

Делал большую фичу, попросил ревью у ИИ. Попросил найти важные моменты во всех областях: безопасность, логика, деплой, производительность и прочее, и прочее.

Опус 4.5 (лучшая на сейчас ЛЛМ в мире) написал: Критикал sql-инъекция. Как оказалось: пользователь сам себе после всех входов и разрешений на свой же запрос получит чуть больше своих же результатов. Опус не написал: Конфиг nginx забыли поправить и ничего не будет работать в целом.

Сервис-воркер (фоновый код в браузерном приложении) блокировал работу новой вещи, перехватывая все обращения на себя.

Кеширование oauth-запросов было настроено некорректно.

Часовые пояса неправильные, посему токен не имел шансов подойти.

Некоторые адреса обра…

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.

Осознал недавно, чем вайб-кодинг в его классическом виде похож на лудоманию и при чем тут дофамин

Что за вайб-кодинг такой

Давайте сначала начнем с определений. Не каждая разработка с ллмкой — вайб-кодинг, но каждый вайб-кодинг — разработка с помощью ллмки.

Вайб-кодингом я буду называть программирование с помощью ллмки, в котором есть вот такие характеристики: Мало изначального планирования. Буквально короткое описание, вкинутое в ллмку и потом разберемся походу.

Попытка сразу попасть в нужную конечную точку. Желательно за одну итерацию.

Значительная часть кода написана ллмкой. Человек в целом не читает весь код, не проверяет его, только смотрит на результат. Архитектура придумана тоже ллмк…

Facebook Marketplace MCP ServerAn MCP server that provides access to Facebook Marketplace via direct GraphQL API calls.

How It WorksFacebook's web client makes all Marketplace requests as POST /api/graphql/ with a doc_id (query hash) and variables .

This server replays those requests using your existing Facebook session cookies from Chrome.

Parameter Type Required Description listing_id string yes Marketplace listing IDSave a search as a monitor to track new listings over time.

ConfigurationEnv Variable Default Description CHROME_PROFILE Default Chrome profile directory nameUpdating GraphQL QueriesFacebook rotates their doc_id values on deploys.

Browser sessions — Full browser agents can see and control.

Manual installation pip install smolvm smolvm setup smolvm doctor Linux may prompt for sudo during setup so it can install host dependencies and configure runtime permissions.

Start a browser session with a live view you can watch in your own browser:smolvm browser start --live # Session: sess_a1b2c3 # Live view: http://localhost:6080Open the URL to watch the browser in real time.

When you're done, list and stop sessions:smolvm browser list smolvm browser stop sess_a1b2c3See examples/browser_session.py for the Python equivalent.

You can restrict which domains a sandbox can reach by passing internet_settings :from smolvm import Smol…

We applied the SOC 2 Quality Guild's Reliability Rubric to 495 real audit reports.

Average scores across 495 SOC 2 reports with min–max range.

Notice the characteristic shape: high Structure (template is correct), collapsed Substance and Source (the work wasn't done).

Average score per signal across 495 SOC 2 reports.

The Three PillarsThe Guild's rubric evaluates reports across three dimensions.

AnimTOON: Token-Efficient Vector Animation Generation3-4x fewer tokens than OmniLottie (CVPR 2026) for generating Lottie animations, running on a single consumer GPU.

OmniLottie tries to generate shapes AND animation in one model — leading to hallucinated shapes and token bloat.

How It WorksAnimTOON Pipeline +--------+ +---------+ +-----------+ +--------+ | SVG | --> | Prompt | --> | AnimTOON | --> |.lottie | | File | | Builder | | Model | | File | +--------+ +---------+ +-----------+ +--------+ | Generates only animation text (166 tokens) | v +-----------+ | Converter | | (toon_ | | animator) | +-----------+ | Combines SVG paths + model animations into .lottie fileKey insight: The model on…

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

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

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KPM-1 (Kronaxis Projection Model 1) projects the outcomes of the 7 May 2026 UK local council elections using synthetic persona panels grounded in Census 2021 demographics and DYNAMICS-8 psychometric personality profiles.

The projection is generated entirely from synthetic personas, corrected against published election data, referendum results, and demographic statistics.

136 individual council projections, each with projected winner, winning margin, confidence tier, and full party vote shares.

Predictions were published and cryptographically hashed (SHA-256) on 9 April 2026, before polls open on 7 May 2026.

Kronaxis KPM-1: Synthetic persona election projections for 136 English local council…

01Remembers your goals, level, and progressLingle builds a persistent model of what you know and what you need to work on — so every session picks up exactly where the last one left off.

Memoriki is a template for building personal knowledge bases where the LLM does all the maintenance work.

It combines Karpathy's LLM Wiki pattern (structured markdown wiki maintained by an LLM) with MemPalace (an MCP server that adds semantic search and a temporal knowledge graph).

Three layers: - Wiki pages with [[wiki-links]] and YAML frontmatter - the LLM creates and maintains these - Semantic search via embeddings (ChromaDB) - find things by meaning, not keywords - Knowledge graph with typed relationships and date validity - "what changed since last month?"

Here the LLM compiles knowledge into wiki pages once, keeps them current as new sources arrive, and the graph tracks how everything…

The ResolverA Python program and a .claude/ program are the same shape.

It serves no purpose to compare instructions between natural-language agent instructions and code instruction.

done ( context ) ) { context = [ ... context , model ( context ) ] ; // model emits response context = [ ... context , nextItem ( context ) ] ; // tool result or next user message }flowchart LR Acc["acc(context)"] --> Reducer(("model call")) Item["item(tool result | user input)"] --> Reducer Reducer --> NextAcc["→ acc(context + response)"] NextAcc -.->|"next iteration"| Acc LoadingContext driftCaution The fold above has a property that a pure fold does not: the reducer is probabilistic, and the accumulator grow…

Installationpip install fast-ebookQuick StartReading an EPUBfrom fast_ebook import epub import fast_ebook book = epub .

href )Writing an EPUBfrom fast_ebook import epub book = epub .

validate () if issues : for issue in issues : print ( f" - { issue } " ) else : print ( "Valid EPUB" )EPUB to Markdownfrom fast_ebook import epub book = epub .

For most code, you only need to change the import:# Before (ebooklib) from ebooklib import epub import ebooklib book = epub .

ITEM_IMAGE ): ... # After (fast-ebook) from fast_ebook import epub import fast_ebook book = epub .

Awesome AI ExtensionsA curated list of AI-powered browser extensions, plugins, and add-ons.

ContentsBrowser AgentsClaude - Anthropic's AI assistant as a browser agent that navigates websites, fills forms, extracts data, and runs multi-step workflows.

Writing and EditingCompose AI - AI writing tool that autocompletes sentences, generates text, and drafts email replies with context awareness.

Research and SummarizationElmo - AI web copilot that creates instant summaries and insights from web pages, PDFs, YouTube videos, and Google Docs.

Coding and DevelopmentBlackbox AI - AI coding assistant with code chat, GitHub integration, and OCR to extract code from images and video tutorials.

I just noticed it takes literally ~5 minutes to train millions parameters on slow CPU...but before you call Yudkowsky that "it's over", an important note: the main bottleneck is the corpus size, params are just 'cleverness' but given limited info it's powerless.Anyway, here is the project:https://github.com/bggb7781-collab/lrnnsmdds/tree/maincouple of notes:1. single C file, no dependencies. Below are literally all the "dependencies", not even custom header (copy paste from the top of the single c file):#define _POSIX_C_SOURCE 200809L#include #include #include #include #include #include #include #include #include #include 4136 lines of code in one file at the moment, that's all.2. easiest w…

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Openclaw on your Mac, with permissions you can understand Discussion | Link

Claude Code & Codex session analytics for dev teams Discussion | Link

Rebuild 1,738+ dead YC startups with AI Discussion | Link

Your design canvas that writes code powered by AI Discussion | Link

Your control center for parallel AI agents Discussion | Link

Filter (and heal) your Twitter feed Discussion | Link

Strava for cooking Discussion | Link

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OAuth credential delegation for AI agents Discussion | Link

Your API costs fully visible. Discussion | Link

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58 animations, 31 shaders, 5 games in one Xcode project Discussion | Link

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).

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Vandrouki (или Вандруки / Вандрули / Ванбрюки или как удобно) – это путешествия.

Способы путешествовать почти бесплатно.

Разумеется, Vandrouki – это высококвалифицированная команда амбициозных профессионалов своего дела.

А вы путешествуете почти бесплатно.

Прямо сейчас, пока вы читали этот блок, мы нашли ещё несколько билетов, а кто-то их купил.

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The funding was sourced from Pembroke VCT and the Midlands Engine Investment Fund II, through fund manager Mercia Ventures.

Both firms first invested in June 2025 as part of a €5.1 million (£4.5 million) funding round.

“It’s an exciting time to be operating in this space, and there remains considerable untapped potential for Serve First’s offering.

Its software then translates these insights into actions for frontline teams, helping businesses to act on customer insight.

It has also expanded into Europe by securing a contract with a chain of over 2,500 pharmacies in 7 countries.

Sybol, a Spanish startup specialised in corporate digital identity and verifiable credentials, has closed a funding round of over € 1 million to accelerate the deployment of its enterprise verification platform and its corporate wallet based on digital identity.

“The progress of eIDAS2 and the European Business Wallet opens a new chapter for corporate digital identity.

Sybol enables companies to start preparing with a corporate wallet designed for this new framework,” says Raúl López, CEO of Sybol.

In this context, Sybol is developing a corporate wallet aligned with this regulatory evolution and with the Business Wallet model being proposed in Europe.

The platform enables companies to issue…

This week on the EU-Startups Podcast, we sit down with Jordi Romero, Founder and CEO of Factorial, one of the standout success stories in Europe’s HR Tech space.

Founded in Barcelona in 2016, Factorial has grown into a major business software platform helping companies manage everything from HR and payroll to finance and IT, as businesses increasingly look for more efficient and integrated ways to run their operations.

Factorial has raised over $490 million to date, underlining both the scale of its ambition and the confidence placed in its vision for simplifying business management.

In this episode, Jordi Romero shares more about his journey from engineer to entrepreneur, including his ear…

Plume, a Franco-American startup specialising in geospatial AI for renewable energies, has announced a €3.3M funding round to expand the team, as well as for European and American expansion.

“Plume tackles the most critical bottleneck in the energy transition: the years of friction accumulated from manual site selection and permit processing.

By transforming fragmented geospatial layers and unstructured data into an agentic intelligence platform, they allow developers to go 20 times faster.

Plume was founded in 2024 by Edouard Labarthe (ex-Palantir) and Marc Watine (ex-Harvard researcher in geospatial and AI) and incubated by Y Combinator.

It is an AI-powered geospatial platform for site se…

Edmund, an Ostrava-based startup developing an AI-powered debugging platform for industrial maintenance, has raised €2.5 million in funding to support international expansion and continued development of its platform.

“Edmund is solving one of the most overlooked challenges in industrial maintenance: how knowledge is transferred and applied under pressure.

Founded in 2023 by Jakub Szlaur, Benjamin Przeczek, and Miroslav Marek, Edmund develops an AI-powered platform for troubleshooting industrial production lines.

According to the company, manufacturing is experiencing a period of structural pressure.

Edmund claims to address this gap by deploying AI agents that connect technical documentati…

On May 7-8, the EU-Startups Summit returns to sunny Malta, bringing together around 2,400 founders, investors, and startup ecosystem leaders for two days of networking, inspiration, and knowledge-sharing.

Andrei Dudoiu: Co-founder and CEO of SeedBlink, he brings over 20 years of experience in banking, financial markets, and corporate finance.

Since launching SeedBlink in 2020, he has been steering the platform’s growth from equity crowdfunding into a full venture deal execution platform: offering syndicates, secondaries, equity management, and legal services to founders, investors, and angel networks across Europe.

Since 2017, she has led TokePortal and helped position it as a crowdfunding …

Golden Owl, an Alicante-based DeepTech startup, has closed €1.4 million in Seed funding to advance its anticipatory intelligence operating system focused on recognising complex dynamics in informational, geopolitical, and business contexts.

Golden Owl is a Spanish startup specialising in external intelligence, advanced Open-Source Intelligence (OSINT), and complex risk detection.

The company claims that it has developed an external intelligence operating system that surpasses traditional data analysis.

Strix is a continuous strategic intelligence system based on a cell-based architecture and an interoperable, multimodal intelligence network.

Golden Owl’s approach involves moving from data a…

Herbert Ventures, a Zurich-based, newly founded early-stage venture firm, has today announced the launch of Herbert Ventures Fund I, a €32.5 million (CHF 30 million) early-stage venture capital fund focused on pre-Seed and Seed investments across Europe.

Great founders adapt and find solutions, regardless of what the market does,” said Ben Simon, founding partner, Herbert Ventures.

Founded in 2026 by Simon and Luis Huber, Herbert Ventures backs “exceptional” DeepTech founders and serial entrepreneurs, with a European mandate, at pre-Seed and Seed stages, before consensus forms.

Huber is an early-stage venture investor who has built and operated institutional venture platforms.

The fund targ…

MillTech, a London-based risk management platform that provides next-gen FX hedging and cash investments for fund managers and corporates, today announced a €51 million ($60 million) minority investment.

The funding was sourced from the Apax Digital Funds, the growth equity arm of Apax Partners LLP, valuing MillTech at €277 million ($325 million).

Mark Beith, Partner at Apax Digital, commented: “FX hedging is too often an invisible drag on performance.

However, MillTech believes organisations continue to manage FX risk manually through fragmented processes and systems with limited transparency.

Today’s investment will support MillTech’s next phase of growth, accelerating its expansion acros…

Handhold employs personal AI account managers that qualify leads, conduct demos, and activate users around the clock, enabling vendors to provide high-touch buyer experiences with the cost efficiency of self-serve models.

The company states that software buyers are now more informed and ready than ever, expecting quick access and tailored support.

According to Handhold, when selling software, companies choose between product-led and sales-led motions.

You can give a ten-person startup a personal account manager that works around the clock, in any language, without actually growing headcount,” said Georg Vooglaid, co-founder and CEO, Handhold.

The platform is working with more than 15 custom…

Accenture has acquired Keepler Data Tech, a Spanish cloud-native AI and data startup, in order to further strengthen and expand Accenture’s ability to scale AI for clients in Spain and beyond.

Keepler is the latest in a series of strategic acquisitions aimed at expanding Accenture’s AI capabilities, including Faculty; the Palantir consultancy Decho; Palantir certified partner RANGR Data; Salesforce AI consultancy NeuraFlash; and AI company Halfspace.

“From day one, our mission at Keepler has been to help organizations turn data and AI into real, scalable outcomes,” says Juan María Aramburu, CEO of Keepler.

“By bringing Keepler into Accenture, we further strengthen our end-to-end AI and data…

Startex: AI platform for M&A, focused on deal setup, matching and management.

HealthTechElephant Brain Lab: neuroscience and AI platform using multimodal physiological data for neurofeedback and human performance enhancement.

INDIS : They support businesses through property allocation, site management, upkeep, maintenance, and tenant services.

Its broader role is to support digital commerce by enabling secure and efficient money movement between buyers and sellers in different markets.

Da’Vinci AI: This AI company develops enterprise automation tools for small and medium-sized businesses, with a focus on customer interactions, workflow automation, and structured knowledge management.

Picnic, a London-based startup building an OS for photos to make it easy for people to organise their photo libraries, has been acquired by Paris-based mobile app publisher MWM.

Over the last 18 months, it has gained over 1.5 million users, reached €3.4 million ($4 million) in annual recurring revenue (growing 4x in 2025), and become profitable.

Regarding privacy, Picnic states that users’ photos remain on their devices, ensuring complete privacy and security.

In 2026, MWM launched MWM AI, a platform to transform simple prompts into truly native iOS apps with integrated App Store distribution, monetisation, and growth.

Alongside MWM AI, MWM has developed a portfolio of consumer apps spannin…

We are excited to announce that Andrea Lamperini, COO at WeRoad, joins the speaker lineup of the EU-Startups Summit 2026 to share insights on scaling a community-led business across culturally diverse markets.

Founded in 2017, WeRoad is a travel platform that connects millennials and Gen Z through group adventures designed to foster real-life connections.

The company combines curated travel experiences with a strong community-driven model, turning strangers into travel companions and building a global network of like-minded travellers.

Originally launched in Italy, WeRoad has expanded internationally with operations in Spain, the UK, France, and Germany, alongside the growth of its global p…

Edmund, a Czech startup developing an AI-powered debugging platform for industrial maintenance, has raised €2.5 million in funding led by FORWARD.one, with participation from University2Ventures and Tensor Ventures.

Edmund addresses this gap by deploying AI agents that connect technical documentation, PLC projects, maintenance logs, and real-time machine data into a single system.

In practice, this approach significantly reduces the time required to diagnose issues, cutting troubleshooting from hours or days to minutes.

Edmund cuts this analysis phase by up to 90 per cent, dramatically reducing overall downtime and accelerating recovery.

“Our corporate network spans exactly the industrial p…

London-based Qoro Quantum has secured $750,000 in a pre-seed funding round to develop software infrastructure for hybrid quantum-classical computing.

Founded in 2024, Qoro Quantum is a deeptech company building software infrastructure for distributed quantum computing.

As the industry continues to develop fully functional quantum computers, enterprises are already combining classical processors with early-stage quantum hardware to address complex challenges.

While the broader industry is racing to build physical quantum hardware, we are focused on the immediate software bottleneck required to actually use those machines,said Dan Holme, CEO of Qoro Quantum.

By abstracting hardware complexity…

Italian-based TeiaCare has raised €7 million in a funding round led by P101 SGR.

The round also included participation from existing shareholders and new healthcare-focused investors, including Spanish family offices Namarel and Inderhabs.

Founded in 2018 by Guido Magrin and Luca Iozzia, TeiaCare develops care-monitoring solutions for residential healthcare facilities such as nursing homes, rehabilitation centres, and dementia care units.

TeiaCare will use the new funding to scale its business model, expand into new geographic markets, and further develop its Data, Spatial, and Care Intelligence capabilities.

The company also plans to extend its solutions beyond residential care into broade…

OpenAI announced plans to bring its giant Stargate AI project to the UK in September last year, marking what it said was ”a major step forward in the US-UK technology partnership” helping the UK government build its sovereign AI capabilities.

The UK government said the project would “help boost AI infrastructure and adoption in the UK – transforming public services and growing the economy”.

Commenting on pausing Stargate UK, OpenAI said: “We see huge potential for the UK's AI future.

The news that OpenAI’s Stargate plans in the UK had stalled was first reported by the Daily Telegraph.

OpenAI announced plans for its $500bn Stargate project in January 2025.

Spanish startup Sybol, which focuses on corporate digital identity and verifiable credentials, has raised over €1 million in a funding round that combines public and private investment.

In response to this, Sybol is developing a corporate wallet aligned with the emerging European Business Wallet model, designed to integrate with existing enterprise systems.

The progress of eIDAS2 and the European Business Wallet opens a new chapter for corporate digital identity.

Sybol enables companies to start preparing with a corporate wallet designed for this new framework.

The funding will be used to accelerate the rollout of Sybol’s enterprise verification platform and its corporate wallet based on di…

Vinted, the second-hand marketplace unicorn, today said its revenues topped €1bn last year, but profits dipped nearly 20 per cent, as it took a financial hit from its investments.

Financial figures for Vinted Group, which includes its core second-hand marketplace Vinted, shipping service Vinted Go, and Vinted Pay, its payment platform, show revenues came in at €1.1bn in 2025, up 38 per cent on the year, while profits fell 19 per cent on the year to €62m.

Profits fell at Lithuania’s first unicorn due to its investment in a number of areas, the 2008-founded company said.

These included investment in the German market, expansion of Vinted Marketplace categories, expansion of Vinted Go’s carrie…

Plume, a Franco-American startup specialising in geospatial AI for renewable energies, has raised a €3.3M funding round led by AENU, with participation from Y Combinator, Kima Ventures, Raise Phiture, Better Angle and Collab Fund.

Developing a renewable energy project (solar, wind, or battery storage) requires cross-referencing zoning data, grid capacity, protected areas, and land parcels, while analysing municipal deliberations, permit histories, environmental studies, and grid development plans.

According to Edouard Labarthe, co-founder and CEO of Plume, renewable energy development is a reasoning problem hidden in maps and documents:“Uncertainty regarding risks and timelines remains one …

Revolut is today rolling out its first AI-powered financial assistant to its 13 million-plus UK customers, claiming it is more sophisticated than a traditional chatbot, saying it represents a fundamental shift in how customers can interact with their finances.

Revolut, valued at $75bn, is the latest challenger bank to leverage AI, hoping to simplify the financial lives of its customers.

Crucially, Revolut customers also remain firmly in the driver’s seat, ensuring that money intelligence never comes at the cost of privacy."

Across Europe, Klarna uses it for customer service purposes, while Bunq launched its AI assistant in 2024.

Last month, rival UK challenger bank Starling launched what it…

Ukraine’s tech ecosystem in 2025 appears top-heavy and driven by a single outlier, rather than broad-based capital inflows.

Total funding reached €945 million, largely driven by a single deal, Grammarly’s $1 billion financing, which pushed the country into the top 10 by total capital raised.

Beyond this outlier, the ecosystem is characterised by numerous small, early-stage rounds, typically below €10 million.

Funding activity is concentrated in pre-seed, seed, and Series A stages, with occasional alternative structures such as debt financing, indicating a developing ecosystem with limited late-stage depth.

Here are the 10 companies that raised the most in 2025.

European tech activity in March 2026 eased slightly compared to February, while overall market conditions remained stable.

The ecosystem recorded 292 funding deals and €7.5 billion raised, down marginally from 296 deals and €7.8 billion in February, reflecting declines of 1.4 per cent and 3.8 per cent respectively.

UK funding fell to €2.6 billion from €3.8 billion in February, a 31.6 per cent decrease, indicating lower capital concentration month-on-month.

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

Here are the 10 largest tech deals in Europe from M…

Handhold automates the inbound customer journey, from first interaction to renewal, using AI account managers that qualify leads, run demos, and activate users around the clock.

Turning every prospect into a managed accountAccording to Vooglaid:“With AI agents, we can now replicate that one-to-one experience at scale because the economics work.

Vooglaid sees the real competitive battleground in building a persistent AI account manager that supports customers across the entire journey.

Where AI agents work today and gain the most tractionHandhold soft-launched in September 2025 and grew to a strong six-figure ARR run rate by year-end.

According to Pieterjan Bouten, Partner at Entourage Capit…

Verne today announced the launch of Europe’s first commercial robotaxi service, starting in Zagreb, Croatia.

The commercial service is the result of several years of development and close collaboration with regulators, positioning Verne among the leaders of autonomous mobility in Europe.

“For the first time in Europe, there is a real commercial robotaxi service.

Verne​​ ​​ will also eventually deploy the company’s purpose-built autonomous vehicle, a two-seat robotaxi designed specifically for driverless ride-hailing.

In September last year, Einride completed the first successful European cross-border operation of a cableless electric autonomous vehicle without a human driver onboard.

European tech activity in March 2026 showed a modest cooling compared to February, while overall market conditions remained stable.

The ecosystem recorded 292 funding deals and €7.5 billion in total capital raised, compared to 296 deals and €7.8 billion in February, representing declines of 1.4 per cent and 3.8 per cent respectively.

CompaniesOut of 292 deals in March, 13 companies raised more than €100 million each.

The largest deal in March 2026 was Nscale’s €1.7 billion Series C, valuing the company at $14.6 billion.

IndustriesAI was the leading sector by investment volume in European tech startups in March 2026, capturing 24.8 per cent of the month’s total funding, at €1.8 billion.

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

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

But we know that a lot of folks interested in tech might not have the funds for a subscription.

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

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

I spoke to Petar Petrov, Chief Commercial Officer and co-founder of Eilla AI, to learn more.

Eilla AI runs a structured process similar to what top-tier investment banks use, but applied to the SMB market.

It is a completed deal.”The founders of both acquired companies credited Eilla AI with making the transactions possible.

For Eilla AI, client response tends to fall into two distinct categories, according to Petrov.

Scaling M&A for the long tail of businessesThe deal executed by Eilla AI arrives at a moment of acute structural pressure on the European M&A market.

The Xiaomi 17 Ultra gives you a ton of options to play around with images, including preset filters and hardware add-ons.

CERT-EU blamed the cybercrime group TeamPCP for the recent hack on the European Commission, and said the notorious ShinyHunters gang was responsible for leaking the stolen data online.

London’s Air Street Capital has raised a large Fund III with eyes locked on backing early-stage European and North American AI companies.

EU lawmakers found their government-issued devices were blocked from using the baked-in AI tools, amid fears that sensitive information could turn up on the U.S. servers of AI companies.

An alleged ransomware attack has taken down the systems of the Sapienza University of Rome.

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

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

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

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

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

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

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

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

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