Three months after a Spanish court ordered NordVPN and ProtonVPN to block pirate football streams, NordVPN says the same court has refused to punish the provider for non-compliance.

1 of Córdoba labeled VPN services as “technological intermediaries,” ordering them to actively block IP addresses that host illegal LaLiga matches.

LaLiga, in its turn, pointed out that NordVPN failed to fully implement the Spanish interim order, and it asked the court to punish the VPN provider with fines.

“Inside Spain, the consequences of indiscriminate IP blocking have become almost impossible to ignore,” NordVPN writes.

Whether the technical objections that NordVPN presented in court will also hold up when …

If you found any bash script that doesn't work in rubish, we consider it a bug, so please report it!

Deep Ruby integrationRubish is not just a shell implemented in Ruby, but a shell that deeply integrates Ruby.

You can seamlessly mix shell commands and Ruby code, and even use Ruby's powerful features like blocks, iterators, and libraries in your shell scripts.

InstallationHomebrew (macOS)brew tap amatsuda/rubish brew install --HEAD rubishFrom sourcegit clone https://github.com/amatsuda/rubish.git cd rubish bundle install bundle exec exe/rubishbin/rubish is a small bash launcher that finds a usable Ruby on its own (probes ~/.rbenv/shims/ruby , /opt/homebrew/bin/ruby , /usr/local/bin/ruby , s…

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Amazon is pushing its employees to “toxenmaxx,” or use as many AI tokens as possible (the basic building blocks of AI compute).

As businesses turn to AI agents to boost productivity, aggregate costs could rise sharply even if the price of each token falls.

But as consumption increases, the cost of individual AI tokens is expected to fall sharply.

That reality may complicate the grand plans some firms have for deploying AI agents.

Nvidia CEO Jensen Huang recently said he thinks 100 AI agents will one day work alongside every employee at his company.

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Planet MaikoThese alien dogs want to live in your computer.

Planet Maiko is a free local dev tool made by 1 dev, for other devs, to make your working day a bit more fun!

What does Planet Maiko do?

Most importantly: agents are weird alien dogs, cause why not?

maiko serve (backend, port 8420) and, in another, cd frontend && npm run dev (frontend, port 5173).

Our Community Deserves TransparencyWe're leading the referendum effort to stop the proposed Stratos Project Data Center.

We believe Utah families deserve to have a voice before subsidizing massive industrial projects that have serious impacts on our community.

Join us in the fight!

Don't quotethe AI at me.

Hate to disappoint, you're not any smarter, you just proved that there's no difference between asking you or asking the AI.

Why this is rude, actually The person you're replying to has the same AI you do.

If you have nothing to add beyond what an AI would say, say nothing.

Pasting things from an AI tells the person on the other end that their question wasn't worth your time, only a chatbot's.

Understanding the sleeping airwayHorner’s journey in sleep research began in the early 90s as a PhD student at the University of London where he worked in one of the first sleep labs in the United Kingdom.

His first priority was to develop new tools and models that researchers could use to more effectively study sleep and breathing.

When they blocked muscarinic receptors with a drug, they saw a strong activation of the tongue muscle.

On average, per hour of sleep, participants on AD109 had four fewer events where they stopped breathing or had very shallow breathing.

“I didn’t anticipate this storyline.”Horner’s research has been continuously supported by the Canadian Institutes of Health Re…

Django is a Congolese refugee living in a camp in Western Uganda.

Getting one requires physically presenting at a URA office, and there was none nearby in his district.

From there, I travelled to the main road in "Kyegegwa" and boarded a public taxi/bus to another town, "Mubende", where there was a URA office.

When I finally received the printed TIN certificate, I was honestly overwhelmed with relief and gratitude.

- DjangoMission accomplishedOn his way home, Django sent me this email:Dear Lex,I am very happy to let you know that I have finally received the shipment safely.

In his motion to dismiss, Abrego Garcia claimed that both the timing of the criminal charges and inflammatory statements about him by top Trump officials demonstrated that the prosecution was vindictive.

Body camera footage from a Tennessee Highway Patrol officer shows a calm exchange with Abrego Garcia.

However, Abrego Garcia was eventually allowed to continue driving with only a warning.

Homeland Security had been aware of the traffic stop for two years and had closed the case against Abrego Garcia when it deported him.

Abrego Garcia is a Salvadoran citizen with an American wife and child who has lived in Maryland for years although he immigrated to the U.S. illegally as a teenager.

Pilots’ voices from the last seconds of a fatal cargo plane crash have been re-created by Internet sleuths using software and AI tools.

The spread of reconstructed audio recordings has prompted a US government agency to suspend all public access to its database of civil transportation accidents—because federal law prohibits investigators from publicly releasing audio from cockpit voice recorders.

The US National Transportation Safety Board (NTSB) usually shares factual reports and evidence gathered from investigations of aircraft crashes and other civil transportation incidents.

The three pilots aboard the aircraft, including a relief pilot, were killed.

The US Congress enacted a federal la…

Models.dev is a comprehensive open-source database of AI model specifications, pricing, and capabilities.

There's no single database with information about all the available AI models.

curl https://models.dev/api.jsonUse the Model ID field to do a lookup on any model; it's the identifier used by AI SDK.

LogosProvider logos are available as SVG files:curl https://models.dev/logos/{provider}.svgReplace {provider} with the Provider ID (e.g., anthropic , openai , google ).

Add a Model DefinitionCreate a new TOML file in the provider's models/ directory where the filename is the model ID.

Staged publishing reinforces proof of presence on every publish, including those that originate from non-interactive CI/CD workflows and those using trusted publishing with OIDC.

Update CI/CD workflows to use npm stage publish instead of npm publish where you want staged behavior.

We recommend pairing staged publishing with trusted publishing (OIDC).

A trusted publishing configuration can be limited to stage-only, which means npm publish from that workflow will be rejected and only npm stage publish is accepted.

If you already manage trusted publishing configurations in bulk, released Feb 2026, you can use it to migrate your packages to staged publishing.

In this post, we discuss what we’ve learned about this critical challenge for cybersecurity in the first weeks of Project Glasswing.

We also cover what to expect next from Project Glasswing, and how we’re thinking about releasing Mythos-class models in the future.

Once patches for the vulnerabilities that Mythos Preview has discovered are widely deployed, we’ll provide much more detail about what we’ve learned.

Adapting to a new phase of cybersecurityModels with similar cybersecurity skills to Mythos Preview will soon be more broadly available.

Next, we will work with critical partners—including US and allied governments—to expand Project Glasswing to additional partners.

The vehicle was recovered and removed from the scene, Waymo told TechCrunch.

Waymo says it paused service in the city, just like it has in San Antonio, Texas, while it figures out a solution.

But even those precautions apparently were not enough to stop the Waymo robotaxi from entering a flooded intersection in Atlanta.

This is not the first time Waymo has struggled to quickly stamp out problematic behavior with its robotaxis.

This story has been updated with more information about how Waymo uses National Weather Service alerts, and to include new service pauses in Houston and Dallas.

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The company might not remain profitable for the full year as it plans spending increases due to its vast computing needs.

It’s almost as if it found a way to specifically cut its costs in May and June somehow……because it did!

This would both inflate revenue numbers and depress costs, because Anthropic wouldn’t have actually provided the compute necessary to earn that revenue yet.

On February 12, 2026, Anthropic claimed it had reached $14bn in annual recurring revenue (ARR) .

— that means Anthropic is spending around $3.75 billion in compute costs, or $11.25 billion a quarter, or $45 billion a year.

Our formal verification requirementsFormal verification uses mathematical proofs to demonstrate that a system or object satisfies specific properties that we define.

By analyzing how we might best combine formal verification for ML-KEM and ML-DSA with our existing engineering processes, we developed the key requirements for formal verification of corecrypto.

These details helped shape our key requirements for formal verification of Apple corecrypto:Our formal verification must be capable of verifying our entire algorithm implementation , including our advanced mathematical formulas.

In this post, we primarily refer to the following open-source tools used in formal verification: Isabelle : A…

Bun · Rust codebase audit · May 21, 2026 · AI generatedBun's unreleased Rust port has13,365 unsafe blocks.

Bun's Rust port has not shipped in a released build yet.

The Bun you install today still runs the original Zig implementation.

This audit is the pre-release pass over the port.

Every unsafe counted with one ripgrep command, then sorted by what removing it takes — command and raw data at the bottom, re-run it yourself.

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Pick one or more personas.

The autopilot will cycle through them in order, ideating and shipping features until you stop it.

model Claude Opus 4.7 effort medium parallel 2🎯 ✓ Product Manager User value, prioritization, market fit 🏗 ✓ Senior Engineer Architecture, dev experience, tech debt 🎨 UX Designer Flows, polish, accessibility 📈 Growth Lead Activation, retention, virality 🛡 Reliability Engineer Robustness, observability, security ✦ Agent Expert Custom · orchestration & containmentNeed a different perspective?

Refresh personas — create custom ones from the Suggest flow on the Backlog column.

Methods: This scoping review synthesizes research examining the impact of bicycling interventions on psychological, social, affective, and cognitive domains of well-being.

This scoping review aims to address this gap by systematically mapping the existing literature on bicycling-related interventions and their impacts on psychological, social, affective, and cognitive well-being.

( 133) Japan 13 4 sessions of 30 min cycling (Control, Cognitive and Physical Exercise, Cognitive Exercise, Physical Exercise) Cognitive Stroop Test, Digit Span, Wisconsin Card Sorting Task (WCST), BDNF CCPE had no additional or synergistic effect on peripheral BDNF levels compared to PE alone.

Additionally, the st…

Most K programming happens through the REPL, because it is very useful to iterate upon previous code.

K programming (and array programming in general), is a continuous process of simplifying your patterns.

Let us take an example: Matrix Multiplication.

matmul: {x{+/x*y}/:\:+y}Now that is matrix multiplication in K. This is the most direct algorithmic conversion of matrix multiplication.

With the rules from Chapter 3, we get our final result:matmul: (+/*)\:A matrix multiplication function you can be proud of.

SummaryMicrosoft's internal Claude Code pilot is over.

The mechanism is a classic enterprise cost trap: flat seat licenses kept token spend invisible.

Essentially: (Microsoft, Anthropic) are a cautionary case study in how enterprise AI pricing models create structural budget exposure that procurement teams aren't equipped to manage.

- Full annual AI budget was consumed in months under token-based billing.

This lands at the worst possible moment for Anthropic, which is simultaneously raising at a $900B valuation on the premise of accelerating enterprise Claude adoption.

Staged publishing reinforces proof of presence on every publish, including those that originate from non-interactive CI/CD workflows and those using trusted publishing with OIDC.

Update CI/CD workflows to use npm stage publish instead of npm publish where you want staged behavior.

We recommend pairing staged publishing with trusted publishing (OIDC).

A trusted publishing configuration can be limited to stage-only, which means npm publish from that workflow will be rejected and only npm stage publish is accepted.

If you already manage trusted publishing configurations in bulk, released Feb 2026, you can use it to migrate your packages to staged publishing.

Back The price of humansThe world is filled with CEOs, Product Managers, and millions of people thinking GenAI / LLMs are an all-in-one solution as a replacement for humans.

Many have called it a replacement for humans, while others call it clankers and call it a waste of time and resources.

To sum up, AI is a tool that humans have no clue how to use.

I saw videos / articles where CEOs like Jensen Huang, and ex-Google CEO Eric Schmidt gave a speech where people booed every time they mentioned AI, LLMs or GenAI.

It’s similar to how Rolls Royce and Ferrari charge extra for a hand drawn line and logo respectively.

pixi run make-libspy pixi shellFrom outside the repo, you can also activate the environment with:pixi shell -m ~ /dev/spyOther useful commands (with tab auto-completion):pixi run ruff-format pixi run ruff-format-check pixi run ruff-check pixi run doc-serve pixi run test-xdistTestingRun the test suite:pytest pytest -n auto -v -xBasic usage examplesExecute a program in interpreted mode: $ spy examples/hello.spy Hello world!

Perform redshift and dump the generated source code: $ spy redshift examples/hello.spy def main() -> void: print_str('Hello world!')

The full compilation pipeline is:pyparse : source code -> generate Python AST: source code -> generate Python AST parse : Python AST -> SPy …

Over the past year, I’ve been working on fixing C by giving it a high quality, ultra portable standard library.

It’s a 15,000 line, single header library written in plain C99.

Table of ContentsPrinciplesProgram directly against syscallsThe fundamental idea is that any C standard library must be written directly against the lowest level primitives available.

A C standard library built natively around pointer + length strings is shockingly ergonomic.

Here’s a piece of C code which reads roughly like any high level language but also never copies data from the source buffer while parsing.

Adjusting a Mac's System Volume on the Command Line Posted on February 10, 2022 · 611 ish words · 2 minute readBecause I’m approximately 270 years old and listen to music (MP3 files, no less!)

You can also make things louder or quieter by some percentage points…osascript -e "set volume output volume (output volume of (get volume settings) - 42)"…or (un)mute the computer:osascript -e "set volume with output muted" osascript -e "set volume without output muted"But, as you can see, these commands are a bit unintuitive and a lot unwieldy.

[0-9]+ $ ]] ; then echo " $USAGE " exit 1 fi # retrieve old volume OLD_VOLUME = " $( osascript -e "output volume of (get volume settings)" ) " if [ -z " $1 " …

(This does mean that a literals length of exactly fifteen needs an extra length byte of zero to indicate that we did in fact mean fifteen exactly.)

This requires us to stash the backreference pointer briefly after computing it so that we may read a few more bytes from the source pointer first.

Do the block copy with the backreference pointer standing in for the source pointer.

This is our source pointer that we’ll be setting aside, but also then… Compute HL = DE-BC to get our backreference pointer.

Swap the backreference and source pointers, finalize the backreference length by reading any extra length bytes, then swap them back and do the bulk copy.

In so very many ways, Planescape: Torment is an undisciplined hot mess.

On the contrary, Planescape: Torment was deeply, intimately informed by the creative work that took place in TSR’s Wisconsin headquarters earlier in the decade.

He brainstormed in the spur of the moment the genesis of the eventual Planescape: Torment: “I would start it after the death screen.

With a Baldur’s Gate II not slated for release until 2000, Planescape: Torment was left to carry the Infinity Engine water in the interim.

Where to Get It: Planescape: Torment is available as digital purchase from GOG.com in an “enhanced edition.” Buying it also gives you access to the original version.

A short post about how claude help me to find a RCE in XReader/Evince/Atril CVE-2026-46529.

I decided to focus my research on popular Linux PDF viewers, so I chose xreader/evince/atril.

After a few days analyzing crashes, we started looking for other vectors, which eventually led us to the ev_spawn function.

Now what we have to do is insert the injection into the PDF with --gtk-module= pointing to the PDF itself.

We pass the direct path to the PDF file into --gtk-module .

We’re excited to announce that SAW now supports generating Isabelle theories from Cryptol specifications – a new capability developed by Galois in collaboration with Apple.

((if y then 1 else 0 :: Integer) +`{Integer} ((2 :: Integer) *`{Integer} b))) (0 :: Integer) (reverse`{'n,Bit} x)"‍BackgroundCryptolCryptol is a programming language developed by Galois for creating, analyzing, and verifying complex cryptographic algorithms.

Examplemodule toInt where toInt : {n} (fin n) => [n] -> Int toInt x = foldr (\y b -> (if y then 1 else 0) + 2 * b) 0 (reverse x) toInt_valid : {n} (fin n) => [n] -> Bit property toInt_valid x = toInt x == toInteger x‍In this example, toInt is a function for convertin…

I was getting “ is undefined” in the status bar of Emacs displayed every 2-3 seconds.

Now, as a starting point I adjusted my sway configuration, to react to the XF86AudioPlay key press event:bindsym XF86AudioPlay exec playerctl play-pauseAfter reloading sway, my music player started to play for 2-3 seconds, stopped playing, started again, etc.

It wasn’t a Emacs bug, but something indeed seemed to send the XF86AudioPlay key event every 2-3 seconds.

libinput from libinput-tools to the rescue:% sudo libinput debug-events [...] -event12 KEYBOARD_KEY +0.000s KEY_PLAYPAUSE (164) pressed event12 KEYBOARD_KEY +0.000s KEY_PLAYPAUSE (164) released event12 KEYBOARD_KEY +2.887s KEY_PLAYPAUSE (164) pres…

In addition to code points for scripts such as Latin and CJK, among many others, it also reserves ranges of code points for "private use".

The simplest "full obfuscation" noroboto attack works by swapping valid Unicode-encoded scripts in the subject document with Unicode code points occupying these so-called "Private Use Areas" of Unicode.

Our first attempt at noroboto failed, yielding this monstrosity:But now Noroboto provides a glyph for these PUA code points.

The glyphs for those code points correspond to the replaced text in roughly the same size and shape as the original text.

We provide a rather inefficient allocation algorithm to extend the font atlas for each new character.

New York Times:

Q&A with Sundar Pichai on the future of Google Search, Google's place in the AI race, public skepticism toward AI, AI agents, AI safety, TPUs, and more — After a busy Google I/O, the company's chief executive sits down with the hosts of “Hard Fork” to discuss the future of Google Search …

Jordan Robertson / Bloomberg:

FOIA lawsuit documents show hackers who breached SolarWinds potentially had access to all “treasury.gov” email addresses from July 6, 2020 to October 12, 2020 — New details about the 2020 incident. — Six years after hackers allegedly backed by Russia's intelligence services broke …

Matthew Prince / Wall Street Journal:

Cloudflare CEO Matthew Prince says AI won't replace builders or sellers, but it will affect middle managers, operations jobs, and other “measuring” positions — The company has less need for middle managers, operations jobs and other ‘measuring’ positions.

Yoolim Lee / Bloomberg:

Samsung's bonus deal is fueling employee resentment over a 100x payout gap between memory division staff and those making smartphones, TVs, and home appliances — Samsung Electronics Co. staved off a potentially catastrophic strike this week, reaching a tentative deal with leaders …

Dominic-Madori Davis / TechCrunch:

Fresha, a London-based beauty and wellness booking marketplace, raised $80M from KKR's growth equity arm at a $1B+ valuation, bringing its total raised to $285M — Beauty and wellness booking marketplace Fresha has announced an $80 million investment from KKR's Next Generation Technology Growth fund …

Brody Ford / Bloomberg:

Filing: Zoom's stake in Anthropic is worth ~$1.27B based on a February round which valued Anthropic at $380B; Zoom invested an additional $46M in recent months — Zoom Communications Inc., the videoconferencing company, has netted about $1 billion on an investment it made in artificial intelligence startup Anthropic PBC in early 2023.

Jeremy Hsu / Ars Technica:

The US NTSB suspends access to its database of civil transportation accidents after people re-created voices of pilots killed in a 2025 UPS plane crash using AI — Pilots' voices from the last seconds of a fatal cargo plane crash have been re-created by Internet sleuths using software and AI tools.

Anthropic:

Anthropic says Claude Mythos Preview has been used to find more than 10,000 high- or critical-severity vulnerabilities since the launch of Project Glasswing — Last month, we launched Project Glasswing, our collaborative effort to secure the world's most critical software before increasingly capable AI models can be turned against it.

Peter Wells / Financial Times:

The Trump administration plans to require most green card applicants to return to their home countries to apply, which could adversely impact tech workers — Move to tighten permanent residency requirements could have significant implications for businesses

Lauren Feiner / The Verge:

Google files its appeal of the US federal ruling deeming it an illegal search monopolist, arguing it “prevailed in the marketplace fair and square” — It wants to throw out the original decision, as well as an order to share data with rivals.

Reuters:

China's Wingtech files a lawsuit against Nexperia, saying its control over the Dutch chipmaker remained restricted, and seeks ~$1.2B for economic losses — China's Wingtech Technology (600745.SS) has filed a lawsuit with a subsidiary against Nexperia B.V. and five other entities …

Paul Vieira / Wall Street Journal:

The US Ambassador to Canada accuses Canada of imposing trade barriers by requiring that US streamers contribute 15% of Canadian revenue to local programming — Remarks from U.S. Ambassador Pete Hoekstra add to harshly critical statements from lobby groups representing Hollywood and tech companies

France 24:

President Emmanuel Macron says France will invest an additional €1B for quantum computing research and a further €550M in state funding for semiconductors — Bruyères-le-Châtel (France) (AFP) - France will pump one billion euros of new funding into quantum computing …

New York Times:

Sources: WH approved a $9B request to acquire advanced AI chips for spy agencies; Anthropic is finalizing a classified contract for NSA to keep using its tools — The C.I.A. and N.S.A. cannot fully deploy the latest models on their classified systems because of a shortage of cutting-edge chips.

Katie Tarasov / CNBC:

Qualcomm stock closed up 11.6% on Friday and is now up 75% in the past month, as the company increasingly becomes a key player in AI devices — Qualcomm shares surged 12% on Friday and are now up 75% in the past month, as the chipmaker's increasingly central position in the physical AI boom becomes more apparent to Wall Street.

Jay Peters / The Verge:

Google's AI Overviews are failing to provide search summaries for specific command-style terms including “disregard”, “ignore”, and “skip” — With certain terms, AI Overviews are drawing a blank. … Google's AI Overviews are running into an interesting problem right now.

Scott Patterson / Bloomberg:

Sources: the SEC has delayed the release of a plan for an “innovation exemption” that would allow crypto firms to trade tokenized versions of US stocks — The Securities and Exchange Commission is delaying a plan to provide broad exemptions for US crypto firms to trade tokenized assets linked …

Jonathan Vanian / CNBC:

Reddit stock fell 5%+ on Friday after Meta launched a standalone app for online forums, called Forum; Reddit's stock is now down almost 40% this year — Reddit shares fell about 6% on Friday on concern that a new app from Meta called Forum could create an alternative avenue for internet users …

Abner Li / 9to5Google:

Google rolls out a Google Wallet redesign, including “dynamic quick access” for favourites, a “View more” floating action button, and more — At I/O 2026, Google Wallet quietly announced and completed its big Android redesign. There are also new features for Google Pay …

Tom Hals / Reuters:

Activision shareholders reach a $250M settlement over allegations that Microsoft and Activision underpaid them during Microsoft's 2023 acquisition of Activision — Shareholders of Activision Blizzard reached a $250 million settlement over allegations that Microsoft and former executives of the maker of the …

Nikkei Asia:

How the global memory chip crunch, driven by AI demand, is hurting China's car industry, squeezing automakers already hit by a price war and razor-thin margins — HONG KONG — The global memory chip crunch has spilled over from PCs and smartphones to China's car industry …

Todd Bishop / GeekWire:

Memo: Yusuf Mehdi, a 35-year Microsoft veteran who has been its consumer chief marketing officer since 2023, will leave the company after the next fiscal year — Yusuf Mehdi, one of Microsoft's best-known and longest-serving business leaders, whose tenure has spanned 35 years from Windows 3.1 to Copilot …

Ryan Lawler / Axios:

Farther Finance, which is building an AI-enabled wealth management platform for financial advisors, raised a $150M Series D at a $1B+ post-money valuation — Farther Finance, which is building an AI-enabled wealth management firm for financial advisors, raised $150 million in Series D funding led …

Karen Tian / South China Morning Post:

Zero2IPO Research: Chinese AI startups raised $16.2B in Q1 2026, up 185% YoY, led by top AI labs including Moonshot, Z.ai, and MiniMax — Funding for China's artificial-intelligence-related start-ups jumped nearly threefold year on year in the first quarter, as investors poured capital …

Ashley Stewart / Business Insider:

Memo: Yusuf Mehdi, a 35-year Microsoft veteran who has been its commercial chief marketing officer since 2023, will leave the company after the next fiscal year — Yusuf Mehdi, a 35-year Microsoft veteran who has been its commercial chief marketing officer since 2023, will leave the company …

Lulu Yilun Chen / Bloomberg:

Sources: DeepSeek execs told potential investors in its ongoing $10B round that it will prioritize groundbreaking AI research over short-term commercialization — DeepSeek's senior management has told potential investors in its ongoing 70 billion yuan ($10 billion) funding round that the startup …

Ana-Maria Stanciuc / The Next Web:

Italian police dismantle a piracy network that streamed paid content from Netflix and others via an app called Cinemagoal with annual subscriptions of €40-€130 — Italy's Guardia di Finanza said on Friday it had dismantled an audiovisual piracy operation that streamed paid content from Sky …

Justin Papp / CNBC:

Republican House Oversight Committee Chairman James Comer says he requested information from Kalshi and Polymarket on their efforts to prevent insider trading — Rep. James Comer, R-Ky., chair of the House Oversight and Government Reform Committee, announced Friday on CNBC's “Squawk Box” …

Cate Lawrence / Tech.eu:

Driverless car startup Bliq.ai says it has received approval for fully driverless road operations in Estonia, the first authorization of its kind in the EU — The authorisation is the first of its kind in the EU, allowing its remotely supervised autonomous vehicles to operate on public roads without a driver behind the wheel.

Ashley Stewart / Business Insider:

Sources and documents detail Satya Nadella's effort to revamp Microsoft's senior leadership, creating a startup-style operating model to compete in the AI race — CEO Satya Nadella just dismantled the senior leadership structure that has run Microsoft for decades.

ViMax: Agentic Video Generation🚨 Current Video Generation Limitations:❌ Limited to Short Clips - Most AI tools generate only seconds of footage.

💡 ViMax Solution:🎬 Director, Screenwriter, Producer, and Video Generator All-in-One!

🫠 Consistency Check : Sometimes, the image generator may generate unusable images even if it is given the correct characters, position, environment reference image and prompts.

🎬 Shot Design : Creating coherent camera sequences with proper angles, transitions, and pacing while maintaining narrative flow across complex scenes.

🎯 Technical Capabilities:🧬 Intelligent Long Script GenerationRAG-based long script design engine that intelligently analyzes lengthy, novel-l…

I've been hacking on AI agents for a while.

I've tried every agent framework out there, from the plug-and-play crew/langchains to the "minimalist" smolagents of the world to the "production grade" langraph, griptape, etc.

I've been surprised to find that most of the products out there billing themselves as "AI Agents" are not all that agentic.

So, I set out to answer:What are the principles we can use to build LLM-powered software that is actually good enough to put in the hands of production customers?

determine_next_step ( context ) context .

Supertonic — Lightning Fast, On-Device, Accurate TTSSupertonic is a lightning-fast, on-device multilingual text-to-speech system designed for local inference with minimal overhead.

tts = TTS ( auto_download = True ) style = tts .

get_voice_style ( voice_name = "M1" ) text = "Supertonic is a lightning fast, on-device TTS system."

Model SizeAt about 99M parameters across the public ONNX assets, Supertonic 3 is much smaller than 0.7B to 2B class open TTS systems.

Extension number (402) Audio Samples: System Result Audio Sample Supertonic ✅ 🎧 Play Audio ElevenLabs Flash v2.5 ❌ 🎧 Play Audio OpenAI TTS-1 ❌ 🎧 Play Audio Gemini 2.5 Flash TTS ❌ 🎧 Play Audio VibeVoice Realtime 0.5B ❌ 🎧 Play AudioExam…

Live ESP32 pipeline: Connect an ESP32-S3 node → run the sensing server → open the pose fusion demo for real-time dual-modal pose estimation (webcam + WiFi CSI).

three.js scene gallery at /three.js/ — five progressively richer ADR-097 demos: helpers, cinematic, GLTF skinned, FBX skinned, and a live MediaPipe→Mixamo retargeting feed driven by ESP32 CSI.

451 KB Easy breathing-sync Detects when two people breathe in sync 10 KB Hard cardiac-arrhythmia Spots irregular heartbeats and abnormal heart rhythms 8 KB Hard cough-detect Acoustic transient + spectral cough detector with 30s cluster aggregation.

451 KB Easy elevator-count Counts how many people are in an elevator 8 KB Med energy-audit Learn…

Note: This repository contains Anthropic's implementation of skills for Claude.

For more information, check out:About This RepositoryThis repository contains skills that demonstrate what's possible with Claude's skills system.

To use any skill from this repository or upload custom skills, follow the instructions in Using skills in Claude.

Claude APIYou can use Anthropic's pre-built skills, and upload custom skills, via the Claude API.

As we see awesome example skills from partners, we may highlight some of them here:

Updating takes seconds:docker compose pull docker compose up -dThat's it.

Pull the latest repo code first, then pull images: git pull origin main docker compose down docker compose pull docker compose up -d Podman users should run the equivalent provider command, for example podman-compose pull and podman-compose up -d , or use ./compose.sh --engine podman pull and ./compose.sh --engine podman up -d from a bash-compatible shell.

cd .. rm -rf Shadowbroker git clone https://github.com/bigbodycobain/Shadowbroker.git cd Shadowbroker docker compose pull docker compose up -dHow to tell if you're affected: If docker compose up shows RUN apt-get , RUN npm ci , or RUN pip install — it's building fro…

OpenHumanOpenHuman is your Personal AI super intelligence.

Start with CONTRIBUTING.md for the fork/PR workflow and local validation commands, or use the copy-paste AI-agent prompt in CONTRIBUTING-BEGINNERS.md .

Fork and clone the repo, then run git submodule update --init --recursive before pnpm install so the vendored Tauri/CEF sources are present.

Context in minutes, not weeksOpenHuman is the first agent harness that gets to know you in minutes.

OpenHuman summarizes and compresses all your documents, emails & chats; and creates a memory graph that lets your agent remember everything about you.

CodeGraph Supercharge Claude Code, Cursor, Codex, and OpenCode with Semantic Code Intelligence 94% fewer tool calls · 77% faster exploration · 100% localGet Started npx @colbymchenry/codegraph Interactive installer auto-configures your agent(s) — Claude Code, Cursor, Codex CLI, opencode Initialize Projects cd your-project codegraph init -iWhy CodeGraph?

When Claude Code explores a codebase, it spawns Explore agents that scan files with grep, glob, and Read — consuming tokens on every tool call.

Claude Code (Python+Rust) "How does tool execution work end to end?"

Claude Code (Java) "How does tool execution work end to end?"

Restart Your AgentRestart your agent (Claude Code / Cursor / Codex C…

Pyrefly: A fast type checker and language server for Python with powerful IDE featuresPyrefly is a type checker and language server for Python, which provides lightning-fast type checking along with IDE features such as code navigation, semantic highlighting, and code completion.

Pyrefly checks over 1.85 million lines of code per second, type checking projects like PyTorch 15x faster than Mypy and Pyright.

Pyrefly checks over 1.85 million lines of code per second, type checking projects like PyTorch 15x faster than Mypy and Pyright.

Pyrefly is the default type checker for Instagram's 20-million-line Python codebase at Meta, and has been adopted by large open source projects including PyTorc…

Your agent writes bad React, this catches it.

The action also exposes a score output (0–100) you can use in subsequent steps.

: writes agent-specific rule files (SKILL.md, AGENTS.md, .cursorrules) into your project so agents learn React best practices.

Score-only output : --score outputs just the numeric score (0-100), useful for threshold checks in agent loops.

score ) ; // { score: 82, label: "Great" } or null console .

At its core is the Bun runtime, a fast JavaScript runtime designed as a drop-in replacement for Node.js.

bun run index.tsx # TS and JSX supported out-of-the-boxThe bun command-line tool also implements a test runner, script runner, and Node.js-compatible package manager.

bun test # run tests bun run start # run the `start` script in `package.json` bun install < pkg > # install a package bunx cowsay ' Hello, world! '

# execute a packageInstallBun supports Linux (x64 & arm64), macOS (x64 & Apple Silicon), and Windows (x64 & arm64).

To upgrade to the latest canary build, run:bun upgrade --canaryView canary buildQuick linksGuidesContributingRefer to the Project > Contributing guide to start con…

🛠️ Jack of all trades Wide range of modes including SOCKS5, HTTP Proxy, TCP/UDP Forwarding, Linux TProxy, TUN - with more features being added constantly.

⚡ Blazing fast Powered by a customized QUIC protocol, Hysteria is designed to deliver unparalleled performance over unreliable and lossy networks.

✊ Censorship resistant The protocol masquerades as standard HTTP/3 traffic, making it very difficult for censors to detect and block without widespread collateral damage.

💻 Cross-platform We have builds for every major platform and architecture.

🔗 Easy integration With built-in support for custom authentication, traffic statistics & access control, Hysteria is easy to integrate into your infras…

👉 Read the appendix [2026-03-25] 📚 English documentation fully updated: Stage 2 (Full-stack Development) and Stage 3 (Advanced Development) are now fully available in English.

🦞 : Added so OpenClaw, Claude, Cursor, Trae, and other AI agents can quickly understand the repository structure and find the right tutorial content.

[2026-02-25] Updated the Appendix Knowledge Base, now covering 9 knowledge areas and 80+ interactive topics.

Updated the Appendix Knowledge Base, now covering 9 knowledge areas and 80+ interactive topics.

If you want to start a new Datawhale open-source project, please follow the Datawhale Open Source Project Guide.

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no slop grenade.

Redis excels when you need complex data operations or persistence.

What's a slop grenade?

They can't reply, can't push back, can't clarify.

If you encounter a slop grenade, share this page: noslopgrenade.com

There was just one catch: the dataset wasn’t real.

Despite the responses being identical for the UK and US, Copilot produced a rich, detailed summary of how US and UK respondents differed.

The analysis was run on ‘auto’ mode, which ‘selects the best model to ensure that you get the optimal performance’.

Which means there’s a real risk that people are currently using AI to produce analysis that bears no resemblance to what people actually said.

It’s an important reminder that when using LLMs to analyse human datasets, it’s worth checking you’re not getting familiar stereotypes in place of real signals.

Support the projectEnjoy classic games completely free and without ads on dos.zone!

Support us to keep these ad-free, timeless experiences open for everyone.

Join the mission today!

Coder.com – Secure environments where devs and agents work in parallel.

Tailscale – Adam loves Tailscale!

Tailscale deploys quickly and enables Zero Trust access to any resource on your network.

From CI/CD runners across multi-cloud environments, to SaaS tools and infrastructure, Tailscale connects it all, seamlessly.

When agents help developers write code in minutes, validation becomes your bottleneck.

Coder.com – Secure environments where devs and agents work in parallel.

Tailscale – Adam loves Tailscale!

Tailscale deploys quickly and enables Zero Trust access to any resource on your network.

From CI/CD runners across multi-cloud environments, to SaaS tools and infrastructure, Tailscale connects it all, seamlessly.

When agents help developers write code in minutes, validation becomes your bottleneck.

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.

WorkOS – Auth for CLI with AuthKit from WorkOS — Bring secure browser-based login to your terminal apps using the OAuth Device Flow, with the same polished AuthKit experience plus SSO, MFA, and passkeys.

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

When agents help developers write code in minutes, validation becomes your bottleneck.

RWX gives agents programmatic control, sub-second cached builds, and semantic outputs they can act on.

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 Wire…

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.

Server ErrorOops!

Looks like the server had a hiccup.

Try reloading the page to see if the issue has cleared up.

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.

I found the best Bluetooth speaker deals for your holiday weekend festivities.

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.

Offering insight into which birds are visiting your feeder this summer, the Birdfy smart feeder is 35% off for Memorial Day weekend.

Looking to add more coziness to your home's interior? These are my go-to products and devices.

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.

The Fitbit Air will officially become available on Tuesday-- just one day after the Memorial Day holiday.

The Fitbit Air was announced earlier this month as a direct rival to the popular Whoop band.

Unlike the Whoop, the Fitbit Air is cheaper, subscription-free, and comes in a variety of colors.

The Fitbit Air is definitely geared toward a more mainstream audience, as opposed to the serious athletes that Whoop targets.

This deal lasts during the preorder period for the Fitbit Air -- so up until May 26.

These gadgets aren't going to make or break your home office, but they're huge upgrades for my workflow - and most are on sale for Memorial Day.

If you've been thinking about joining Costco, the wholesale retailer is offering a gift card of up to $40 for new members, effectively dropping the price of your membership.

Lowe's has everything you need for home, lawn, and garden projects with these Memorial Day deals on appliances, grills, and more.

Here's what you should know if you have plug-in solar on your mind, especially if you're in the US.

My first thought after demoing the upcoming Android Auto features at Google I/O this week was the dread of going back to my own car, innocently parked on the other side of the country.

A more contextual appearanceIt's one thing to hear Google explain all the Material 3 Expressive changes that decorate the upcoming Android Auto interface, but it's another to actually sit in a car with the software running.

The next stage of Gemini on Android AutoI'm a big believer in integrating AI with hands-free operating systems, such as Android Auto, Google TV, and Android XR.

Also: Android Auto runs faster and smoother now thanks to my 4 easy tweaksThat's why having Gemini on board is a big deal.

Bottom…

Many would give AI agents unrestricted data access.

That's the word from a new global survey of 700 data analysts and 700 IT leaders from Alteryx.

While 96% report using AI for their work, only half can be considered frequent users of AI tools -- 49% report they use AI always or most of the time.

The most common agentic AI applicationsThe most common agentic AI applications now in production are drafting communications and scheduling workflows.

Also: Over 80% of US government agencies already use AI agents - and it's only the beginningThis points to an emerging skill set that is becoming more valuable in the AI age: validating AI outputs.

During the 2019 show, Japanese tech giant Sony announced its 360 Reality Audio spatial audio format.

How spatial audio defined the mid-aughts mediaJada Jones/ZDNETImmersive audio refers to the listener's experience of being surrounded by audio from all directions.

Jada Jones/ZDNETWith Apple's method, artists could create music in Dolby's trusted, mature Atmos spatial audio format and upload it directly to Apple Music, without Apple having to create a spatial audio format from scratch.

In 2019, spatial audio music libraries were minuscule, and personal consumer audio hardware hadn't yet hopped on the wave.

360 Reality Audio todaySony's 360 Reality Audio is still kicking in 2026, found in Son…

This is where smart adaptive chargers come into play.

What is adaptive charging?

Also: My new favorite Anker charger has a useful smart display (and won't break the bank)This is exactly what adaptive chargers do.

I was initially skeptical about adaptive chargers.

Full adaptive charging, like Anker's Care Mode, doesn't work with every phone.

People used AI on a spectrogram image of cockpit recordings to reconstruct them, forcing the NTSB to temporarily block access to its docket system.

The company had a mostly successful first launch of its upgraded Starship V3, which it needs to power its many ambitious goals in the years to come.

Jeff Bezos' rocket company confirmed an engine failure led to the loss of an AST SpaceMobile satellite last month, but offered little detail.

You can now disco ball-ify your entire Pixel homescreen, says Google.

Some AI startups are stretching traditional revenue metrics when talking about progress publicly. And their investors are fully aware.

According to users on X, the website was hijacked by hackers in an attempt to trick visitors into installing malware.

Apple is asking the Supreme Court to narrow the App Store injunction won by Epic Games and overturn the court’s contempt ruling over external payment fees.

Spotify has released a bunch of AI-powered tools that nudge users to create more content. It can be a bit much.

After Google Search's AI update, the word "disregard" now effectively breaks the search interface.

Google demoed prototype Android XR glasses that overlay Gemini-powered translation, navigation, and other information directly into your field of view.

President Trump’s branded cell phone maker and cell provider said the exposure was linked to a third-party platform, and was evaluating whether it needs to notify customers.

The SpaceX S-1 is finally here, and the story it tells goes way further than rockets. The filing runs to 36 pages of risk factors alone, and the numbers inside match the ambition: a $28 trillion total addressable market, a pay package tied to establishing a Mars colony, and a valuation target that would make it the largest IPO in American […]

The company describes the app as a "dedicated space built for deeper discussions, real answers and communities you care about."

The Finnish company said in September that it has sold 5.5 million smart rings to date.

SpaceX's upgraded Starship V3 launched today from Starbase, Texas, for the first time, successfully deploying 22 dummy Starlink satellites and completing a planned fiery splashdown in the Indian Ocean. Reuters reports: The towering vehicle, consisting of the upper-stage Starship astronaut vessel stacked atop a Super Heavy booster rocket, blasted off at about 5:30 p.m. CT on Friday (2230 GMT) from SpaceX facilities in Starbase, Texas, on the Gulf of Mexico near Brownsville. A live SpaceX webcast of the liftoff showed the rocketship, more than 40 stories tall, climbing from the launch tower as the Super Heavy's cluster of Raptor engines thundered to life in a ball of flames and billowing clou…

Aikido Security found that deleted Google API keys can continue authenticating for a median of about 16 minutes and as long as 23 minutes, despite Google Cloud's UI claiming that once a key is deleted it can no longer make API requests. Dark Reading reports: Joe Leon, researcher at Belgian startup Aikido Security, recently analyzed the revocation window -- the time between a key's deletion and its last successful authentication -- for the cloud giant's API keys. In a blog post published today, Leon said Google Cloud Platform (GCP) customers expect API access to end immediately after the key is deleted, but this is not the case. In a series of tests, Leon found that the median revocation win…

Canada's broadcast regulator says major streaming services such as Netflix must contribute 15% of their Canadian revenues to Canadian and Indigenous content. "That's three times the five-per-cent initial contribution requirement the CRTC set out in 2024, which is being challenged in court by major streamers, including Apple and Amazon," reports Global News. "Contribution requirements for traditional broadcasters, which currently pay between 30 and 45 percent, will be lowered to 25 percent." From the report: "The total contributions are expected to stabilize the funding at more than $2 billion in support of Canadian and Indigenous content, such as French-language content and news," the regul…

The NTSB temporarily closed public access to nearly all investigation dockets after people used a spectrogram image from a PDF in the UPS flight 2976 crash file to reconstruct approximate cockpit voice recorder audio and post it online. "We show our work and we've been doing this type of thing for years. Nobody was aware that you can recreate audio from a picture," a spokesperson for the board said. "NTSB is looking to make sure there's nothing else in the docket that could compromise anybody's privacy... now that we understand the possibility of a digital recreation." CNN reports: Cockpit voice recordings, often referred to as the CVR, capture everything commercial pilots say and are valua…

Trump Mobile confirmed that a third-party platform exposed customers' personal data to the open internet. The data included names, email addresses, mailing addresses, phone numbers, and order IDs. TechCrunch reports: Chris Walker, a spokesperson for the Trump-branded phone maker, told TechCrunch that the company is investigating the exposure and has not found evidence that content or financial information spilled online. The company said there was no breach of Trump Mobile's network, systems, or infrastructure. Walker said that the exposure was linked to a third-party platform provider that supports "certain Trump Mobile operations." He did not name the provider. [...] On Wednesday, two You…

An anonymous reader quotes a report from Billboard: Spotify and Universal Music Group (UMG) announced a licensing deal for recorded music and publishing rights, enabling Spotify to launch generative AI music models in the future. With this deal, Spotify's models will allow fans to create covers and remixes of their favorite songs from participating artists and songwriters signed to UMG. The new deal was announced on Thursday (May 21) as part of Spotify's Investor Day presentation, and the company touts that it will open up additional revenue streams on top of what artists already earn on Spotify and will provide new discovery opportunities for participating UMG talent. These AI products wil…

Higgsfield AI is debuting a 95-minute fully AI-generated film at Cannes called "Hell Grind" that reportedly cost $500,000 to make, $400,000 of which was spent on compute alone. The project took just two weeks to produce and is intended to showcase the startup's AI production tools. But it also underscores the current limits of AI filmmaking: thousands of detailed prompts, endless iteration, high costs, and plenty of traditional filmmaking judgment were still required. The Wall Street Journal reports: What might surprise viewers is how much technical film know-how was needed to create the movie, said Adil Alimzhanov, a content lead at Higgsfield who also worked on it. "You have to understand…

Venmo is testing a major redesign that will make new users' payment posts viewable by their friends by default instead of being public. The Verge reports: It's a notable update for a platform that has struggled with privacy in the past. In 2021, BuzzFeed News tracked down President Joe Biden's Venmo account and the accounts of people in his inner circle because Venmo, at the time, had no way to keep your Venmo contacts private. It fixed that soon after. As part of the redesign, if you're a new user and you do want your posts to be public (or private just to you), you'll be able to set that as part of the new onboarding flow. You can also change your preference in settings after the fact; an…

Samsung is reportedly set to pay chip-division workers an average bonus of about $340,000 after reaching a tentative deal with its union, according to Bloomberg (paywalled). The deal ended a standoff that "could have cost the economy as much as 1 trillion won ($658 million) daily, with losses potentially multiplying to 100 trillion won ($68 billion) if in-progress semiconductor wafers were rendered unusable," reports Quartz. From the report: The agreement, subject to a union ratification vote running May 22 through May 27, calls for Samsung to direct 10.5% of operating profit into stock bonuses along with a separate 1.5% cash component, according to Bloomberg. The program runs for 10 years,…

An anonymous reader quotes a report from Wired: US lawmakers plan to introduce an amendment Thursday at a House committee markup hearing that would prohibit any recipient of federal highway funding from using automated license plate readers for any purpose other than tolling -- a sweeping restriction that, if adopted, would bring an immediate end to state and local ALPR programs across the United States. The amendment, obtained first by WIRED, is sponsored by Representative Scott Perry, a Pennsylvania Republican and Freedom Caucus member, and Representative Jesus "Chuy" Garcia, an Illinois progressive whose state has become a flash point in the national fight over ALPR misuse. The House Tra…

While other commencement speeches have been met with boos for hyping up artificial intelligence, Apple cofounder Steve Wozniak reminded college graduates that they already posses "AI" of their own: "actual intelligence." He framed AI as an attempt to duplicate brain-like routines, and encouraged students to "think different" as they enter a workforce being reshaped by automation. Business Insider reports: Steve Wozniak did what other college graduation commencement speakers couldn't this year: earn applause when talking about AI. The Apple cofounder took the stage during Grand Valley State University's graduation ceremony earlier this month. During his speech, Wozniak offered reassurance to…

A new Oxford Longevity Project report argues that individuals bear at least 80% of the responsibility for ill health in old age. "The report (PDF), launched at the Smart Ageing Summit in Oxford last week, argues that individuals have far greater control over their longevity than is commonly understood," reports The Guardian. "The authors call on the government to take legislative action on alcohol comparable to restrictions on smoking." From the report: Living Longer, Better -- the Oxford Longevity Project's first Age-less report -- was co-authored by an interdisciplinary panel of UK-based experts in medicine, physiology, ageing and education policy. It was sponsored by Oxford Healthspan. T…

An anonymous reader quotes a report from Reuters: AT&T on Wednesday filed suit (PDF) against California officials seeking a court order declaring it does not have to continue offering traditional copper wire phone service to new customers as it vowed to spend $19 billion on modern telecom services. California requires the U.S. wireless carrier to spend $1 billion annually to maintain a century-old telephone network that few use, AT&T said, saying the network now serves just 3% of households in AT&T's California territory. AT&T's suit named the California Public Utilities Commission and the state attorney general. AT&T said it is committing to investing $19 billion in California as it works …

Я сгенерировал одну и ту же задачу 33 разными агентами/моделями, и показываю вам 130 итоговых картинок. Разница в стоимости между самым дорогим и дешевым вариантами — 410 раз.

У этого поста есть еще версия на английском: mikeozornin.ru/blog/all/llm-and-ui-design-en

Иногда коллеги, часто не дизайнеры, после анонсов всяких Клод-дизайнов, спрашивают каково оно. Как оно дизайнит, что это вообще. Насколько хороший дизайн можно ожидать, можно ли взять дизайн-систему и как потом довести до продакшена. Возможно, они хотят услышать, что нейросети заменят не только их, разработчиков, но и дизайнеров тоже, — тогда мы вместе выпиливать столы, жарить кофе или работать курьерами.

Я решил проверить, как д…

Agentic inference is going to be different than the inference we use today, and it will change compute infrastructure because speed won't matter when humans aren't involved.

Как привезти 40+ человек в Кейптаун, построить вместе лагерь в пустыне без связи, кайфануть на локальном Burning Man и не заебаться

Amazon looked behind in AI in the training era, but is well place in the inference era, thanks to its continued investment in the long-term.

I generated the same task with 33 different agents/models and I’m showing you 130 resulting images. The cost difference between the most expensive and the cheapest option is 410x.

There’s also an original Russian version of this post: mikeozornin.ru/blog/all/llm-and-ui-design

Sometimes colleagues, often non-designers, after announcements of various Claude-Design-type things, ask me what it’s like. How does it design, what is this thing in general. How good a design can you expect, can you take a design system, and how do you bring it to production afterwards. Maybe they want to hear that neural networks will replace not only them, the developers, but designers too — then we’ll go cut tables…

One of the hard parts of moving from school to “the real world” is adjusting

to all the ways that school is artificial. It’s different from the real

world.I’ve been thinking about this because of questions I see young learners

commonly asking. Too often the questions are meaningless in the real world, and

even if you could get answers, the answers would use useless.How long does it take to learn Python? In school, learning is divided

into discrete labelled chunks. A class called “Beginning Python” might last four

months. Everyone in the class will be taught the same things at the same pace.

The objectives are laid out by the teacher, and at the end you will get a

grade.Outside of school, le…

Tim Cook had an extraordinary run — and impeccable timing, both in terms of when he became CEO, and when he is stepping down.

Еще новинки самого лучшего в мире менеджера рецептов

Как вы помните (не помните, конечно), я делаю самый удобный и продвинутый менеджер рецептов — recipe-scaler.ru.

С момента прошлого поста прошла неделя. За это время я в фоне поделал еще пару классных штук. 1. Список покупок

Сейчас можно и список покупок вести в общей приложухе. Синхронизация, оффлайн — все будет работать как привычно. Можно пошарить ссылкой или текстом для месенджера. Можно весь рецепт отправить в покупки.

Ну не кайф ли? Плюс одно приложение внутри приложения. 2. Расширение для Хрома

Телеграм у некоторых не работает, чтобы можно было сохранить рецепт я сделал расширение. Жмакаете, и рецепт отправляет в приложение.

Recipe …

Does Aggregation Theory survive in a world of constrained compute? Yes, insomuch as controlling demand will give power over supply.

I wrote a Sphinx extension to eliminate excessive links:

linklint. It started as a linter to check and modify

.rst files, but it grew into a Sphinx extension that works without changing the

source files.It all started with a topic in the discussion forums: Should

not underline links, which argued that the underlining was distracting from

the text. Of course we did not remove underlines, they are important for

accessibility and for seeing that there are links at all.But I agreed that there were places in the docs that had too many links. In

particular, there are two kinds of link that are excessive:

Links within a section to the same section. These arise naturally when

describing a function …

Рассказываю о новинках самого лучшего в мире менеджера рецептов

Как вы помните (не помните, конечно), я делаю самый удобный и продвинутый менеджер рецептов — recipe-scaler.ru.

С момента прошлого поста прошло два месяца. За это время я в фоне поделал еще немного разных штук. 1. Раздел Discovery

Можно почитать чужие рецепты. Пока рецепты людей, но потом будут еще и коллекции, ищу где можно найти рецептов так, чтобы не нарушить сразу 100 миллионов авторских прав 2. Универсальный импорт

Импорт сильно прокачался. Сейчас можно импортировать что угодно: много рецептов за раз, много ссылок, рецепты из произвольного текста или файла произвольного формата. Можно даже импортировать рецепты из фотограф…

Рассуждаю, что важно учесть при разработке сложного софтверного продукта сейчас, чтобы он остался актуальным через год или два

Мир софта меняется и скоро поменяется совсем. Да, я про ИИ и ЛЛМ в частности. Многие компании не пережили прошлую мобильную революцию (вспомните про нокию). Я размышляю как нам пережить эту. Поэтому, я хочу поразмышлять, что значит «ии-нативные продукты».

Я говорю не про конкретные ии-фичи, не про пресловутого бота, который отвечает мимо и невпопад, а скорее про общее ощущение от продуктов. Я говорю про по сути набор нефункциональных требований, касающихся ИИ, которые могут быть применимы ко всем нашим продуктам. Как сделать продукт, который: будет актуальным в сред…

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.

Brev is a minimal, fast note-taking app built for one thing — capturing thoughts the moment they happen.

Just open the app and write.

✍️ CAPTUREType a note instantly from the home screen or use your voice — Brev transcribes continuously so you never lose a word mid-thought.

Brev automatically tags and groups your notes as you write.

Select any text on your phone and save it directly to Brev without switching apps.

Article URL: https://trulayer.ai/

Comments URL: https://news.ycombinator.com/item?id=48245217

Points: 2

# Comments: 0

Headless flex layout engine for terminal UIs.

📖 API referencePilates is a flex layout engine designed for the terminal: integer cell coordinates, CJK / emoji / wide-char awareness, ANSI escape passthrough, and unbundled from any UI framework.

@pilates/react — optional React reconciler on top of the same engine, for consumers who want JSX and hooks.

setFlexDirection ( 'row' ) ; root .

That path is @internal for now; the public calculateLayout ships the engine and is what every other Pilates consumer uses.

Official sourcesThe run used House public disclosure material.

Source links are public government filing pages and PDFs.

The screen is useful for citation cleanup, newsletter review, and social-claim verification.

It is not investment advice and it does not use nonpublic information.

jina embeddings v5 omni small Open Weight Model weights are publicly available — can be downloaded and self-hosted

AI Grand Prix PlaygroundAn open-source, Elodin-based practice simulator for Anduril's AI Grand Prix — a $500K autonomous drone-racing competition.

A real Betaflight SITL flight controller in lockstep with the physics, talking standard MAVLink-style RC + PWM over UDP.

A forward FPV camera matching the AI Grand Prix tech-spec intrinsics (640×360, fx=fy=320, cx=320, cy=180, +20° up-tilt, 30 Hz).

Quick start (macOS / Linux, ~5 minutes)You need uv , git , and git lfs .

uv run python scripts/configure_betaflight.py # 5) Open the simulation in the Elodin editor elodin editor sim/main.pyAfter scripts/build_betaflight.sh , git status may show M betaflight .

Article URL: https://hypergrid.systems/war.gov-ufo-viewer/microfilm5

Comments URL: https://news.ycombinator.com/item?id=48243609

Points: 1

# Comments: 0

Letterbook ( https://letterbook.ai ) helps growing companies manage and solve customer support tickets across email, app, Discord, and website forms.

At one point, we’d get 30-50 support tickets a day, and I had to buy an ancient help desk software and a VA in the Philippines to respond to users.

We knew AI agents could make support 10x easier, so we built the first version of Letterbook and immediately migrated Martin off of Freshdesk.

You can try it for free, and then pay half the price of Fin or Zendesk AI to start automating customer support at scale.

If you have general thoughts on AI support agents, past experiences using Zendesk/Intercom/Freshdesk, or AI-native challengers broadly, I…

Servus Hackers,I’ve been building Agentikus mostly in silence for the past month or so, and then realized: I should probably post it here too.Agentikus provides workspaces for collaborating with managed and unmanaged agents in team workflows.I’m building the platform brand-first, because the tech itself isn’t really the hard part anymore. My goal is to build a strong AI company with clear values: people first, empowering them and their businesses, without leaning on the usual “AI is coming to eat your lunch” narrative.I’ll be around for the next hour or two to answer questions.Obvious first one: is this a 2026 AI-only company? Yes. Right now it’s me, Codex, and a couple of AI APIs.When ever…

Purr is India's all-in-one pet care app — built for Indian pet parents who want the best for their pets.

Meet Pookie, your pet's 24/7 AI assistant and the heart of the Purr app.

🤖 Ask Pookie Anything:Get instant, personalised answers about your pet's health, food, behaviour, vaccinations, and safety — in plain English or Hindi.

Pookie understands Indian breeds, Indian diets, and the Indian pet care landscape.

🍖 Personalised Nutrition Guidance:Get food recommendations, portion sizes, and diet plans tailored to your pet's breed, age, weight, and health conditions.

Hey folks, I've been working on this atomic orbital for the last few months. It's specifically designed to help you learn about quantum mechanics. Would love some feedback! <3 <3 Comments URL: https://news.ycombinator.com/item?id=48242962

Points: 1

# Comments: 0

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AI-powered lead outreach for field service contractors Discussion | Link

Cohere’s open enterprise workhorse Discussion | Link

Nota chatbot. Nota blank page. Just your ideas, sharper. Discussion | Link

Toggle Claude Code MCP servers from your menu bar Discussion | Link

Turn your Mac into a time machine. Discussion | Link

Local-first markdown based workspace for research writings Discussion | Link

As an AI you must gather training data by playing microgames Discussion | Link

AI-powered news made fun and habit-forming Discussion | Link

Your virtual coworker with its own computer living in Slack Discussion | Link

Connect DecisionBox to your Databricks to validate findings Discussion | Link

Turn any Mac into a real second monitor Discussion | Link

Just tell your guitar pedal how to sound Discussion | Link

Turn customer interviews into your product roadmap Discussion | Link

Give your AI agents encrypted permission and keys Discussion | Link

Compose, run and automate multi step AI developer workflows 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).

Москва — Душанбе — Москва:Москва — Даммам — Москва:Москва — Дубай — Москва:Москва — Тель-Авив — Москва:Москва — Дели — Москва:Москва — Мумбаи — Москва:Москва — Мале — Москва в ноябре:Москва — Мале — Москва в январе:Москва — Мале — Москва в феврале:Москва — Мале — Москва в марте:Питер — Душанбе — Питер:Питер — Даммам — Питер:Питер — Дубай — Питер:Питер — Тель-Авив — Питер:Питер — Дели — Питер:Питер — Мумбаи — Питер:Питер — Мале — Питер в ноябре-декабре:Питер — Мале —…

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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This €10 million initiative aims to support marketing, advertising, and in-house creative teams in transitioning from AI experimentation to fully integrated, production-ready workflows for their campaigns.

While the fund primarily targets SMEs and creative teams across the European Union and the United Kingdom, organisations outside Europe can also apply and will be evaluated on a case-by-case basis.

“Creative teams are under immense pressure to deliver more content, in more formats, for more markets, all without losing quality or brand control.

The Magnific Fund’s training programme is built around six real-world production workflows that address the volume, speed, and localisation demands…

Fresha, a London-based AI-powered marketplace and business management platform for the beauty and wellness industry, has announced a €68.9 million ($80 million) primary growth investment from funds managed by KKR, a global investment firm.

This deal values Fresha at over €861.9 million ($1 billion) and brings Fresha’s total capital raised to €245.5 million ($285 million).

For consumers, Fresha claims to offer a platform to discover, book, and pay for beauty and wellness services with top local professionals.

It also states that the platform facilitates more than 35 million appointments per month and generates over $15 billion in annual GMV.

KKR is making the investment in Fresha through its…

Roboxi, a Stavanger-based startup specialising in airport airside automation and autonomy, has announced the completion of a share issue raising approximately €13 million in new equity.

The company provides solutions for detecting and collecting Foreign Object Debris (FOD) in airport airside areas.

Its robotic systems and API-based platforms facilitate FOD detection, debris removal, and integration with current airport systems, fully digitising workflows.

Roboxi employs AI to automatically identify and eliminate Foreign Object Debris (FOD) from runway and airport airside areas.

Its robotic systems and API platforms support FOD detection, debris clearance, and integration with existing airpo…

Scope, a London-based AI workflow platform transforming inspections for the TIC (testing, inspection, certification) industry, has raised €17.2 million ($20 million) in funding to grow its London-based team and accelerate adoption among leading inspection companies globally.

Jonathan Low, Scope CEO, said, “The TIC industry doesn’t need AI that replaces people; it needs to empower experts to work faster and smarter.

With Scope, inspections are recorded using live audio, video, or notes, regardless of conditions, and relevant historical context can be quickly retrieved.

According to Scope, the TIC industry is facing major staffing challenges.

Stephane Kurgan, Partner at Index Ventures, said, …

With this capital, Harmoney plans to deepen its commitment to existing clients, scale its international go-to-market organisation, and invest further in its AI-driven product innovation for Counterparty Risk Management.

“As Counterparty Risk Management continues to evolve beyond traditional KYC and AML processes, we are realising the unique opportunity to further scale our platform internationally.

Harmoney claims to respond to this structural market evolution by expanding its orchestration capabilities across the broader Counterparty Risk Management landscape.

Ronald Kemmeren, Partner at Smile Sail, said, “Harmoney is the emerging European market leader in Counterparty Risk Management soft…

ClearOps, a Munich-based enterprise SaaS startup building an AI-powered after-sales platform for industrial OEMs, has today announced the closing of an €8.6 million Series A funding round.

William Barkawi, founder and CEO of ClearOps, said, “Industrial service networks are under increasing pressure.

“Our vision is bold: keep the world’s machines moving by building the AI operating system for after-sales – ensuring the right parts and services are available before downtime happens.”Founded in 2020, ClearOps is building the AI operating system for industrial after-sales.

ClearOps serves as the AI operating system for industrial after-sales, connecting manufacturers, dealers, service partners,…

Finnish SpaceTech company ICEYE today announced it has secured a €300 million 3-year committed revolving credit facility (RCF) to support the issuance of guarantees for customer contracts, enable continued business growth, and serve as a liquidity backstop.

In March 2026, ICEYE successfully launched and deployed six new 25 cm resolution SAR satellites into orbit.

In January 2026, ICEYE and the Swedish Defence Materiel Administration (FMV) signed a contract to deliver sovereign SAR systems for the Swedish Armed Forces.

As part of this contract, Rheinmetall ICEYE Space Solutions will supply the German Armed Forces with space-based reconnaissance data via exclusive access to a synthetic apertu…

This week we interviewed Tyler Edwards, the founder and CEO of Overmind, an innovative devtool that enables AI to learn from production data.

Formerly working with MI5 and MI6, Tyler and his team landed €2.3 million in fresh funding for his AI agent security startup Overmind earlier this year.

During our podcast interview we talked about AI, AI agents, Tyler’s goals for Overmind and his interesting career path.

The trust management platform helps more than 12k companies, including Nando’s, Allica Bank and Granola, start and scale their security programmes while building trust with buyers.

It saves security teams time and improves programme visibility by automating over 35 compliance framewo…

Searchable, a London-based AI performance marketing platform helping businesses compete in AI-driven search, has raised €11.9 million ($14 million) in funding, at a valuation of €72.1 millon ($85 million).

Last year, in December, the company raised €3.4 million ($4 million) in pre-Seed funding at a €34 million ($40 million) valuationChris Donnelly, founder of Searchable, said, “Search is going through a once‑in‑a‑generation reset.

The company is a new AI performance platform that helps brands understand, track and improve how they appear across AI-led search.

As more searches are answered directly by AI, brands that are invisible in this layer of search will simply see less demand.

Since it…

This brings the company’s total funding to €9.8 million (£8.5 million).

Dr Levy-Yurista is a seasoned technology and life sciences executive with two exits across the US and Europe.

Imperagen has each of those characteristics, combining them with outstanding people, phenomenal technology and the undeniable swagger you only get from Manchester.

Those outputs are used to train problem-specific AI models, not general-purpose ones, calibrated to the precise engineering challenge at hand.

The company serves diverse markets, ranging from pharmaceutical manufacturing and life sciences to sustainable fine chemical production and industrial applications.

Pivot, a Paris-based startup building an AI operating system for procurement, today announced it has raised €34.4 million ($40 million) in a Series B funding round, bringing the company’s total funding to €60.2 million ($70 million).

Pivot gives enterprises that visibility, reinforced by agentic AI that shifts the manual grind from a human burden to a machine burden.

“Procurement is one of the last major enterprise functions still waiting to be rebuilt for the AI era.

Owning the data layer end-to-end is what lets agentic AI operate inside the flow of procurement work with complete context,” said Jessica Thomas, Partner, Notion Capital.

With this fresh capital, the company plans to further a…

Prelude, a Paris-based onboarding and trust infrastructure platform helping companies verify and protect users across their entire lifecycle, has raised €17.2 million ($20 million) in a Series A funding round.

Paul Bonnet, General Partner at 20VC, said, “Most companies running phone verification get scammed: pump fraud, opaque pricing, nonexistent customer support.

Today, the company is also launching two new products: Auth API and the Intel API.

Intel API provides real-time carrier intelligence, such as SIM status and number reputation, directly into onboarding flows.

This funding will enable Prelude to expand from phone verification to a full-stack trust platform for digital onboarding, i…

Primer, a London-based payments infrastructure startup, today announced a €86.2 million ($100 million) Series C funding round to accelerate its investment in AI for payments and finance teams and to drive its expansion in the US.

In payments, Primer states that data is rarely complete.

Many organisations run payments through fragmented processors, acquirers, and fraud tools, with no single system providing a complete view.

As payments and finance teams incorporate AI, this fragmentation turns into a major vulnerability, potentially leading to widespread incorrect decisions.

With full context across every payment, Primer Companion can act on their behalf, knowing what’s happening, why, and w…

Viktor, a Warsaw and Munich-based AI startup that develops an AI coworker that lives in Slack and Microsoft Teams and works across the tools companies already use, has raised €64.7 million ($75 million) in Series A funding.

Viktor is designed to be an AI employee – one that can run projects, complete recurring tasks, build tools and help a company move faster.

Companies use Viktor to create reports, dashboards, apps, campaigns, code and recurring automations across their existing business systems.

Since then, it has reached a €12.9 million ($15 million) revenue run rate within just 10 weeks and is currently used by over 2,000 organisations globally.

Zhenya Loginov, Partner at Accel, said, “…

This week, we tracked more than 65 tech funding deals worth over €1.1 billion and over 5 exits, M&A transactions, rumours, and related news stories across Europe.

If email is more your thing, you can always subscribe to our newsletter and receive a more robust version of this round-up delivered to your inbox.

Either way, let's get you up to speed.

💸 Notable and big funding rounds🇪🇸 EOS-X Space raises $140M🇩🇪 Verdane is reportedly investing more than $100M in Eterno🇬🇧 Primer raises £75M to accelerate US expansion🫱🏽‍🫲🏻 Noteworthy acquisitions and mergers🤖 Mistral acquires Austria’s Emmi AI🇮🇹 Cosmico completed the acquisition of Flatmates🇩🇪 The Dutch bike rental company Swapfiets is acquiring …

In March, Tech.eu reported on the story of “Rachel,” an AI voice agent created by AI engineer Matt Cortland to call more than 3,000 pubs across Ireland and ask a simple question: how much does a pint of Guinness cost?

Using voice AI tools, Rachel successfully collected over 1,000 verified prices from pubs across all 32 counties, with most bartenders unaware they were speaking to an AI.

The story went viral, demonstrating the real-life impact of voice AI.

But there are specific tasks it’s extremely good at, and those are ripe for automation.”For Astabatsyan, it's about how you implement voice AI.

“Your business can grow faster than your organisation.”“Voice is not a market — it’s a communica…

The approval marks the first authorisation of its kind in an EU member state and enables Bliq to begin fully driverless road operations under remote supervision.

“This approval shows that fully driverless vehicles can be developed, validated, and deployed in Europe today.

Rather than manufacturing purpose-built autonomous vehicles, the company upgrades existing software-defined vehicles with a fast-to-integrate sensor and compute stack, turning them into fully driverless cars.

The company’s team combines experience across autonomous driving, automotive engineering, regulation, functional safety, and transportation operations.

The initial commercial deployment uses electric vehicles equipped…

French fault-tolerant quantum computing company Alice & Bob has raised investment from NVentures, NVIDIA’s venture capital arm, that expands its €100 million Series B round.

The investment supports Alice & Bob's development of an architecture towards fault-tolerant quantum computing.

According to Théau Peronnin, CEO, Alice & Bob:“We’ve been working alongside NVIDIA to connect our cat-qubit architecture with its full accelerated computing ecosystem, from hardware to software, in support of the first fault-tolerant quantum computers.

Alice & Bob and NVIDIA have built close technical collaboration since 2024, including work with NVIDIA CUDA-Q, cuQuantum, and Dynamiqs, Alice & Bob's open-source…

Tyrol energy generation startup REPS today announced a $23.6 million equity financing round to scale its Road Energy Production System, a patented “road power plant” that converts vehicle traffic into electrical energy.

REPS was built to recover wasted mechanical energy and convert it into clean electricity at scale, using existing infrastructure.

What was previously wasted energy can now be transformed into clean electricity through REPS,” said Alfons Huber, Founder and CEO of REPS.

The company’s first application is roads, where the energy lost through traffic alone could theoretically cover around 5 per cent of global electricity demand.

The first commercial REPS system has been operatin…

Efferon develops multimodal hemoadsorption therapeutic devices designed to remove endotoxins and inflammatory mediators directly from the bloodstream.

The company’s product portfolio includes Efferon LPS, a hemoadsorption cartridge combining endotoxin and cytokine adsorption, and Efferon NEO, a version developed for pediatric use.

Efferon says its hemoadsorption platform is designed to support future applications beyond intensive care and sepsis treatment.

Efferon recently received CE MDR certification for Efferon NEO, making it the first hemoadsorption device in Europe approved for neonatal and pediatric patients with sepsis and septic shock.

The new funding will support the construction o…

Established in 2021 by researchers from the Manchester Institute of Biotechnology, Imperagen is focused on accelerating the process of enzyme engineering.

That feedback loop is what sets the approach apart, with each round of experiments making the next round more targeted.

The result is a platform that gets smarter round by round.

This is the future of biocatalysis, a recursive, self-improving AI platform to help rewrite chemical reactions.

Imperagen will also invest in its go-to-market function to convert growing commercial interest into contracted revenue across its target sectors: pharmaceuticals, life sciences, personal care, sustainable fine chemicals, and industrial biotech.

European AI companies raised over €5.3 billion during 2025, with capital heavily concentrated among a small group of companies led by Mistral AI, Helsing, Black Forest Labs, Synthesia, ElevenLabs and n8n.

The UK, Germany and France emerged as Europe’s most active AI hubs by both company count and capital raised.

France was driven largely by Mistral AI’s record financing rounds, Germany saw strong activity in defence, enterprise and automation AI, while the UK produced a broad mix of AI infrastructure, voice, biotech and industrial AI companies.

The funding activity highlighted Europe’s growing ambition to build globally competitive AI companies across both foundational models and specialise…

Starling Bank has reported a drop in profits and revenues, but said revenues at its SaaS subsidiary surged, according to its latest set of financial results.

The UK challenger bank, which has over six million customers, reported that pre-tax profits fell three per cent to £217m while revenues fell from £940m to £887m in the year ending March 2026.

The fall in profits was attributed to a fall in interest income, which fell from £882m to £759m, on lower interest rates.

It said that 56 per cent of Starling’s SME customers and 32.5 per cent of its retail customers were using Starling as their main bank.

Raman Bhatia, CEO, said: “We have delivered a fifth consecutive year of profitability while …

Spacetech company ICEYE today announces it has originated a €300 million 3-year committed revolving credit facility (RCF).

ICEYE delivers persistent monitoring capabilities to detect and respond to changes in any location on Earth and owns the world's largest and most advanced SAR (synthetic aperture radar) satellite constellation.

Its constellations serve customers in defence and intelligence, environmental monitoring, insurance and emergency management.

Founded and headquartered in Finland, ICEYE operates globally with over 1,000 employees across Poland, Spain, the UK, Australia, Japan, the UAE, Greece, and the US.

“2025 was a defining year for ICEYE as we scaled revenue, profitability, a…

Norwegian imaging technology company Muybridge has closed an oversubscribed $16 million Series A funding round led by Investinor, Fairpoint, Idekapital and RunwayFBU, with participation from several Nordic technology founders and operators.

The company develops a software-defined imaging platform designed to replace traditional broadcast camera infrastructure with compact arrays of 4K sensors and GPU-powered systems.

Rather than relying on physical cameras, cabling and large production setups, Muybridge creates virtual camera perspectives digitally, enabling broadcasters to capture and generate new viewing angles in real time.

The platform is designed to reduce the operational complexity an…

Pivot develops an AI operating system designed to help enterprises manage procurement and financial workflows across sourcing, approvals, purchasing, invoicing, payments, budgets, expenses and reporting.

The company aims to address inefficiencies in enterprise procurement, where spending commitments are often managed across fragmented systems, spreadsheets, email chains and manual approval processes.

The platform integrates with enterprise resource planning (ERP) and financial systems while supporting complex multi-entity environments.

According to Marc-Antoine Lacroix, co-founder of Pivot, finance and procurement teams are increasingly looking for greater visibility into company spending c…

European businesses are shifting from pilot to deep integration of OpenAI’s technology, but there is a “little bit of a capability overhang” between the utility of AI models and what businesses can successfully deploy, according to OpenAI’s revenue lead.

Ashley Kramer, OpenAI’s vice president, enterprise, said the biggest challenge European enterprises- typically defined as businesses with more than 1,000 employees-face when deploying OpenAI's technology was “extracting the value” out of AI models, given the speed at which AI models were advancing.

ChatGPT developer OpenAI is competing with other AI labs like Anthropic and US tech firms like Google, with its own AI models, to attract enterp…

Quantum Bridge Technologies has closed a $8 million Series A funding round led by Primo Capital SGR to accelerate the global transition to quantum-safe cybersecurity infrastructure.

Founded in 2019 by Mattia Montagna and Hoi-Kwong Lo, Quantum Bridge emerged from one of the world’s leading quantum security research groups to deliver quantum-safe security solutions.

Quantum Bridge addresses the systemic threat posed by quantum computing to current cryptographic infrastructure.

“Quantum Bridge immediately stood out for the versatility of its architecture, but it was the team that clinched our conviction.

This is a team that doesn’t just understand the quantum future; they have built the bridge…

QuberTech, a UK biotechnology company developing sustainable natural rubber from specially engineered dandelions, has raised £3.4 million in combined grant funding and equity investment to accelerate ...

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.