Similar to other autonomous vehicle companies like Waymo, most of the other newly unredacted crashes involve Tesla Robotaxi vehicles being crashed into instead of causing crashes.

But at least two of them involve a Tesla Robotaxi clipping its mirrors on other vehicles.

In one crash, from September 2025, the Tesla ADS was unable to avoid hitting a dog that ran into the street.

In another September 2025 crash, a Tesla Robotaxi made an unprotected left turn into a parking lot and ran into a metal chain.

While other robotaxi companies like Waymo and Zoox have reported more crashes than Tesla, Elon Musk's company is operating at a fraction of the scale.

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Cheap agents, alumni shirts, and Elias ThorneThe email arrived in my inbox at 3:20 AM this morning, with the subject line “getlikewise.ai DMARC is at p=none.” The from-name was Bruce.

The work upstream of the prose wasn’t done.

The two panes above are Gemini, same prompt (Write a story in 10 sentences), two independent runs.

Both open with:The old lighthouse keeper, Elias, polished the brass railing, his weathered hands moving with practiced ease.

A lighthouse keeper, commonly named Elias Thorne, is one of those.

Then measure the difference in the model’s activations for each prompt pair (by subtracting one activation matrix from the other).

It also seems like a more elegant way to adjust the way models talk.

Why don’t ChatGPT and Claude Code already have a steering panel where you can adjust the model’s brain in real time?

Steering the unpromptableOne way for steering to be really useful is if we could identify a concept that can’t be prompted for.

Ultimately this is an empirical question, but I’m skeptical that we’ll be able to find an “intelligence” steering vector.

High-performance parallel arrays for HaskellData.Array.Accelerate defines an embedded language of array computations for high-performance computing in Haskell.

Computations on multi-dimensional, regular arrays are expressed in the form of parameterised collective operations (such as maps, reductions, and permutations).

The types indicate that the computation may be online-compiled for performance; for example, using Data.Array.Accelerate.LLVM.PTX.run it may be on-the-fly off-loaded to a GPU.

AvailabilityPackage Accelerate is available from:Hackage: accelerate - just add it to your cabal fileGitHub: AccelerateHS/accelerate - get the source with git clone https://github.com/AccelerateHS/accel…

Code units, code points, and grapheme clustersSo what was going on?

So UTF-16 splits it into two code units called a surrogate pair: a high surrogate and a low surrogate.

How .slice() breaks thingsThe cowboy 🤠 is one code point stored as two code units (a surrogate pair).

When a CRDT operation happened to land between the two halves of an emoji's surrogate pair, lib0 would produce a string with an orphaned surrogate.

Most of them will do something like firstName[0] + lastName[0] and end up with half a surrogate pair.

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About the roleWe're seeking a Founding Marketer to own and scale our Content & Community motion.

Skills: Event production, content strategy & creation (video case studies, thought leadership, social media, podcasts), community building, conference logistics, and AI-powered marketing automationAt Kyber, we're building the next-generation document platform for enterprises.

Responsibilities:Own the Content & Community StrategyDesign experiences that make people say "wait, Kyber did that?"

At Kyber, your contributions will directly impact how businesses handle some of their most critical workflows and customer interactions.

If you’re obsessed with building, AI, and transforming enterprise workf…

Side Project · 2026 Greek AlphabetCards A set of cards I made to help my kids learn the Greek alphabet through visual associations — each object is drawn so that it looks like the letter its name begins with.

I used GreekLex, which contains 35,304 Modern Greek words ranging in length between 1 and 22 letters.

Alphabet cards — a separate set of 24 cards showing just the letters.

Memory game We lay all the alphabet cards face down and the object cards face up (or the other way around).

However, I haven’t found any such cards for Greek characters, so I think mine are the first in Greek.

On Intel processors, it is the Management Engine (ME), or more precisely the Converged Security and Management Engine (CSME).

Intel's Active Management Technology (AMT), the remote management feature the ME enables, exposes at least TCP ports 16992, 16993, 16994, and 16995 on provisioned devices.

Its conclusion is blunt: connecting an untouched-ME device to corporate resources "exposes the organization to a class of compromise that defeats the host security stack in its entirety."

What SecNumCloud does require is that providers build a proper threat model, consider mitigation mechanisms, and monitor administration gateways where external tech support could be exploited.

"Connecting an untou…

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The majority of written Futhark code is probably still Futhark’s own test and benchmark suites.

The rendering engine is a ray tracer written in Futhark.

Futracer is a fairly slow brute-force ray tracer written in Futhark.

Neptune is an implementation of the Poseidon hash function tuned for Filecoin, where the GPU parts have been implemented in Futhark.

Ray Tracing in One Weekend in Futhark and Ray Tracing: the Next Week in Futhark are implementations based on Peter Shirley's book series.

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Exciting new research, now moving to Phase 3 human trials, has found boosting microbial diversity via fecal transplants can dramatically reduce autism symptoms in the long term.

Prior to the treatment, these children all had far lower diversity of gut microbes than those without autism.

Doctors observations at the eight-week mark found that psychological autism symptoms of the patients had decreased by 24%.

But two years later those symptoms had almost been cut in half, with a professional evaluator finding a decrease of 45% in autism symptoms compared to baseline.

Editor's note: A prior version of this article used the term 'autism sufferers' in reference to people with autism.

When I started thinking about structuring CSS, I was intimidated at first: I’m not very good at structuring my CSS!

The idea here is to organize CSS by “components”, in a way that’s spiritually related to Vue or React components.

So I’ve been using Tailwind v2 for years.

I’m a lot better at CSS than I was when I started using TailwindUltimately Tailwind is limiting: if you want to do Weird Stuff in your CSS, it’s not always possible with Tailwind.

While doing this I learned about a lot of CSS features that I didn’t use but am curious about learning about one day:I still feel happy that I started using Tailwind, even if I’m moving away from it now.

The Keep Android Open campaign is gathering attention and support as the big red numbers on its page count down.

It's somewhat easier to start with the FOSS Android Open Source Platform, and then systematically remove all the Google integration.

That still leaves a feature-complete mobile OS, and it can still install and run many Android apps.

The Murena One smartphone is a privacy-centric de-Googled Android 10 phabletOne of the models that Murena sells with /e/OS is from Fairphone.

The Reg reported on its launch in 2020 and it's still listed on the company's web store, albeit out of stock – but you may be able to find one.

It all started after X user @SHL0MS posted the painting and wrote: “I just generated an image in the style of a Monet painting using AI.

Critics, however, were eager to point out all kinds of “obvious” details that show why the “AI” Monet can’t hold a candle to a genuine Monet.

The background lilypad-algae amalgam is egregiously vague, like most AI art.”“The reflection in AI art is just noise splattered right,” writes @jordoxx.

the purple around the lily pads sticks out to me as decidedly worse than most Monet,” writes @0xchiefyeti.

They strike me as slightly off, too dirty, and too pronounced to be natural.”“I’m no artist but a real Monet actually looks like a real place…” writes @amaldora…

We've made the world too complicated16 May, 2026We've made the world too complicated.

We spend the majority of our waking hours and lives in an abstract world of compressed life.

Our world is an explosion of environmental harm, manipulation, corruption, and damage to everything around us.

The world doesn't make sense.

Maybe our greatest gift to the world is to do as little as possible.

I have seen various takes that beginners can still learn from CTFs as they always have.

You could see yourself improve, solve more challenges, place higher, join better teams, and become more competitive over time.

If the visible scoreboard is dominated by teams using AI, a beginner is pushed toward using AI before they have built the instincts the AI is replacing.

If beginner CTFs become another place where people quietly paste prompts and climb a scoreboard, authors have more reason to put their effort into learning platforms instead.

At least on platforms like picoGym and HackTheBox, the expectation is education, and beginners are less incentivised to cheat themselves out of learning.

CLAIRE BARBER: Can you give me a lay of the land of how California’s renewable energy market has been performing recently?

BARBER: Is there an assumed slowdown come 2030 in the renewable energy sector?

BARBER: Are certain parts of the renewable energy sector—batteries, wind, solar—any more resilient to these attacks than others?

Donate NowBARBER: Given China’s dominance in batteries, solar panels, wind turbines, et cetera, how have tariffs affected the renewable energy transition, if at all?

SMELOFF: That would be a doubling of the solar energy that’s already online in California.

“It’s a shame, but what can you do?

“There’s absolutely no way to foresee or prevent someone from taking over a long-abandoned utility package and injecting a crypto-miner into every production build in the world.

“It’s devastating, but we have to accept that we live in a world where bad actors exist.

“Our hearts go out to the victims.

Until the next inevitable breach tomorrow morning, we must simply remain resilient.”

After base64 decoding, the wire envelope is:2:8a2387b7dbed018e5e485792eac2b56833ce8a3a:T7NreIR729giTKR-thJPcKeT6JXevACogl57SIFzwKp-1BASwpBT6v:Three colon-separated fields then ciphertext:A version tag ( 2 ) A 40-character protocol id, A 54-character suffix of the publisher's AppLovin SDK key.

The salt is a 32-byte constant baked into every AppLovin SDK binary, 21 meaningful bytes followed by 11 zero bytes.

The cipher:salt = (universal 32-byte constant, baked into the SDK) sdk_key = (per-publisher 86-char string, baked into the app bundle) dk = SHA-256(salt || sdk_key[:32]) # 32-byte per-publisher derived key protocol_id = SHA-1(salt).hex() # constant identifying the version counter = System…

The modelLocal first.

Sync at will.

Or automatically.

Create, move, filter, close, reopen, and sync issues without tab-switching.

Epiq keeps local interaction instant while allowing you to sync explicitly or automatically.

“They’re not following any of the laws.”Mitch Zeller, director of the FDA’s Center for Tobacco Products, said the agency recognized the problem.

The unregulated vaping market at this point is a problem of the FDA’s making, said Gregory Conley, president of the American Vaping Association, an industry trade group.

The ease of purchasing was also concerning, Dr. Jackler said, given how little is known about the health effects of flavored, synthetic nicotine.

Dr. Sven-Eric Jordt, an associate professor at Duke University who has studied synthetic nicotine, said it posed many unknowns.

But a mirror-image molecule, known as R-nicotine, makes up 50% of most types of synthetic nicotine.

What do we know about the difference between old meth and P2P meth?

Unfortunately, I can’t seem to find any data going back further to before when P2P meth was introduced.

These are the raw cross-tables: Time since used meth, until 2014Time since used meth, after 2014# days used meth in last 30 days After following one of those links, turn off all table display options except for row %, then click the “Run Crosstab” button.

Second, the evidence we have is against the idea of contaminants in P2P meth.

And P2P meth synthesis has changed several times in the interim, resulting in higher purity than ever before.

Triad2026-05-15-triad-demo.mp4Triad is a dynamic window manager for Wayland, built for the River compositor.

It separates display from policy: River handles the Wayland protocol while Triad manages window placement.

Features at a GlanceCrash Resilience: Decoupling policy from the compositor means layout errors do not affect your session.

The fastest path for Nix users is:git clone https://github.com/greenm01/triad.git cd triad nix develop nix build .

# triad nix run .

Message-ID: <[email protected]> Date: Sat, 16 May 2026 15:05:45 +0200 From: Hanno Böck To: [email protected] Subject: Recent Kernel exploits, attack surface reduction, example IPSEC Hi, Multiple of the recent kernel exploits have affected the "esp" Linux Kernel module.

ESP is, as far as I understand, part of IPSEC, and I think it's fair to say that IPSEC is not widely used these days.

I think this raises some questions about attack surface.

"Attack surface reduction" is widely considered to be a good security principle, and I wonder if we can do better here.

But think about it like this: If we had that separation, three of the recent kernel local root exploits…

Keygen - X11 Key GeneratorA simple graphical key generator application using the X11 library like the good old keygen from the 1990's era but for UNIX.

FreeBSD and Linux are supported.

Background sound is using ALSA on LinuxBackground sound is using Open Sound System (OSS) on FreeBSD"Because I'm a huge fan of Samurai" -- Hana wa sakuragi, hito wa bushiAnd yes, Keygen are totally useless now because we are free and use Free Software!

RequirementsC compiler (GCC or clang)X11 development librariesAlsa library libasoundMpeg library libmpg123Jpeg library libjpegXft library libxft for font renderingTo render Japanese Kanji you need to install KanjiStrokeOrders font from https://www.nihilist.org.u…

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Dark theme value has to be repeated.

some-element { color: darkred; :root:has(#theme-dark:checked) & { color: pink; } @media (prefers-color-scheme: dark) { :root:has(#theme-auto:checked) & { color: pink; } } } It’s often structured differently, with the nesting effectively inverted as in the next example,but that’s the gist of it.

Dark theme value has to be repeated.

And use site: some-element { color: var(--color-somepurpose); } You can also obviously use variables for the next three approaches.

(In practice, you’re normally just using two themes: light and dark.)

2026-05-16 Updated: 2026-05-16 tags: zig rust bunBefore we discuss Rewrite Bun in Rust, there's something that needs to be said, because no one is saying it.

In plain English: the skeleton that the Rust rewrite inherits was built with Zig.

The Zig community doesn't need Bun's gratitude, but please don't pretend this rewrite happened because Zig itself is inadequate.

But the conclusion that "Zig doesn't work" drawn from this diagnosis is wrong.

This isn't a bug in Zig – it's a structural mismatch between Zig's design goals and Bun's business model.

2026-04-23 · Full PlaylistWant to share your Bevy project or knowledge?

We are always looking for speakers!

And yet, it’s perfectly capable of any normal home computing tasks you might wish to perform.

Again, I posit this is enough for most home computing needs!

In a loose way:Cray then == Celeron nowWe live in an era of unbelievable computing opulence.

I’ve made computing sacrifices, but speed is not one of them.

That’s what I’m talking about when I say we’ve already reached cheap, reliable computing hardware for home use.

You are basically paying $12 to let anyone on the internet ring your doorbell.

The device sends its device ID, the relay password from conf , and the domain it received in the same response.

Phase 5: The Tokens Never Rotate#Phase 1 already showed two interesting fields in the call setup: devToken (the device’s relay password) and cliToken (the account’s relay password).

Phase 7: Alerts Take a Device ID and Nothing Else#A “doorbell pressed” alert into any owner’s phone takes one signed POST and the target’s device ID.

CALL HIJACKING: live impersonate a doorbell on someone else’s call#One signed request returns the target device’s persistent relay password.

I have seen various takes that beginners can still learn from CTFs as they always have.

You could see yourself improve, solve more challenges, place higher, join better teams, and become more competitive over time.

If the visible scoreboard is dominated by teams using AI, a beginner is pushed toward using AI before they have built the instincts the AI is replacing.

If beginner CTFs become another place where people quietly paste prompts and climb a scoreboard, authors have more reason to put their effort into learning platforms instead.

At least on platforms like picoGym and HackTheBox, the expectation is education, and beginners are less incentivised to cheat themselves out of learning.

VLDB version: https://www.vldb.org/pvldb/vol19/p1469-lee.pdf

Comments

Wikipedia Media Geofile Explorer Readme.txtReadme.txt - Notepad============================================================ explorer.samismith.com ============================================================ FEATURES ------------- WIKIPEDIA Explore all of Wikipedia categories as folders, articles should open up as documents.

Everything on wikipedia should be accessible unless it's one of the 100 or so pages that don't have a category assigned.

MEDIA Wikimedia Commons category explorer.

GEOFILE EXPLORER In-progress project I'm working on where you can explore the Earth as a folder on your computer.

If you would like to help improve the folder structure, sign up for an account at Wikipedia an…

The .tres Godot formatBefore parsing anything you have to understand what you are parsing.

Godot 3 keys tiles by integer on [resource] ; Godot 4 uses TileSetAtlasSource sub-resources.

The token enum:pub enum Token { LBracket, RBracket, LBrace, RBrace, Comma, Colon, String ( String ), StringName ( String ), Int ( i64 ), Float ( f64 ), Bool ( bool ), Null, SubResourceRef ( String ), ExtResourceRef ( String ), TypedCall { name: String , raw_args: String }, }tokenize(input: &str;) -> Result, LexError> returns a Vec rather than an iterator.

The AST is intentionally minimal:pub enum VariantValue { Dict (HashMap< String , VariantValue>), Array ( Vec ), String ( String ), StringName ( String ), Int…

Terrence O'Brien / The Verge:

In an experiment that let Claude, ChatGPT, Gemini, and Grok run radio stations, Claude tried to incite a revolution and Gemini cheerfully detailed tragic events — Claude tried to incite a revolution, Gemini cheerfully detailed horrific tragedies, and poor Grok was just confused.

Zinnia Lee / Forbes:

Shenzhen-listed RoboTechnik, which claims to be the largest silicon photonics tool maker and whose stock is up 340% over the past year, files for a HK listing — RoboTechnik Intelligent Technology's Shenzhen-listed shares soared 340% over the past year, propelling founder Dai Jun's net worth to $2.4 billion.

Matthew Boesler / Bloomberg:

US Bureau of Labor Statistics data: employment in 18 AI-exposed occupations fell 0.2% between May 2024 and May 2025, while the broader US labor market rose 0.8% — Several US occupations expected to be impacted by artificial intelligence saw heavy job losses for a second year in 2025 …

Krisztian Sandor / CoinDesk:

LA-based Fasset, which offers stablecoin-powered banking and cross-border payments services across Asia, Africa, and the Middle East, raised a $51M Series B — The Shariah-compliant digital bank is part of a growing wave of fintech startups building banking and payments services on top of blockchain and stablecoin rails.

Anirban Sen / Reuters:

Sources: Kalshi has probed and flagged 400+ suspicious trades YTD, more than 2x the number it investigated in all of 2025; Polymarket has seen a similar uptick — Top prediction market platforms Kalshi and Polymarket have witnessed a surge in suspicious trades this year …

Kwanwoo Jun / Wall Street Journal:

South Korea's Hana Bank agrees to acquire a 6.55% stake in Dunamu, which runs South Korea's largest crypto exchange Upbit, for $672.5M from Kakao — The deal would make Hana Bank the fourth largest shareholder in Dunamu — Hana Bank will buy a roughly $670 million stake …

John Ainger / Bloomberg:

Power prices on the largest electric grid in the US, operated by PJM, jumped 76% YoY to an average of $136.53/MWh in Q1 due to rampant demand from data centers — Power prices on the largest electric grid in the US jumped 76% in the first quarter due to rampant demand from data centers …

Mike Isaac / New York Times:

Sources: OpenAI acquired Weights.gg, which offered AI tools to create clones of people's voices, earlier this year; PitchBook: Weights.gg had raised roughly $4M — The acquisition, Weights.gg, was a sort of social network for creating and sharing artificial intelligence algorithms.

Hyunjoo Jin / Reuters:

Sources detail friction between Samsung's memory and logic chip businesses over higher bonuses for memory chip workers, leading many to leave or apply elsewhere — A looming 18-day strike at South Korean chip giant Samsung that has triggered worries within the government …

Lee Jaewoon / The Elec:

Seoul-based WIRobotics, which develops wearable and humanoid robots and is collaborating with Nvidia and AWS, raised a ~$68M Series B led by JB Investment — Company to accelerate humanoid robot commercialization after securing major follow-on investment — 이 기사를 공유합니다

Mia Sato / The Verge:

YouTube expands its AI likeness detection program to users over the age of 18, after rolling it out to select creators, politicians, journalists, and others — Likeness detection, which scans YouTube for facial matches, will now be available to anyone 18 years or older with a YouTube account.

Bloomberg:

Filings: YouTube and Snap reached agreements to settle a lawsuit headed to trial in June over claims addiction to social media has disrupted students' learning — Google's YouTube and Snap Inc. reached agreements to settle the first lawsuit headed to trial over claims that addiction …

Josh Sisco / Bloomberg:

Sources: the US FTC is investigating whether Arm is trying to illegally monopolize parts of the semiconductor market — Arm Holdings Plc is facing an antitrust investigation by the US Federal Trade Commission over the UK company's licensing of its semiconductor technology …

Stephen Foley / Financial Times:

Professional services firm EY has withdrawn a study on loyalty rewards programs after researchers at GPTZero found apparent AI hallucinations and fake footnotes — Incident is latest example of professional services firm being led astray by new technology — EY has withdrawn a study …

Bill Gurley / Bill's Substack:

How tech companies are using open source initiatives to achieve critical strategic goals and how such efforts are reshaping industries like AI, AVs, and more — How the Smartest Executives Are Using Open Source Techniques to Optimize Corporate Strategy — Nearly 27 years ago, on July 12 …

Julie Bort / TechCrunch:

In a viral X post that parodies the old Mac vs. PC commercials, General Catalyst posted a “VC vs GC” video, with the VC apparently modeled after Marc Andreessen — One of the most entertaining moments in VC this week was a piece of rage-bait marketing from General Catalyst.

Mauro Orru / Wall Street Journal:

Semiconductor stocks fell globally on Friday after the Trump-Xi summit concluded without major chip deals; Nvidia closed down 4.42% and AMD closed down 5.69% — Beijing hasn't formally approved Nvidia shipments of its H200 chips to China — Global semiconductor stocks skidded …

Reuters:

Sources: SpaceX aims to make its IPO prospectus public by next week, targeting a June 12 listing on Nasdaq, driven by a faster-than-expected SEC review — Elon Musk's rocket and satellite maker SpaceX is planning to price its blockbuster initial public offering as early as June 11 …

Sean Silcoff / Globe and Mail:

Sources: Nord Quantique, a quantum computing startup that is pursuing a hardware-level quantum error correction approach, raised $30M at a $1.4B valuation — West Coast pipeline is conditional on carbon-capture project, Carney says — Boycotts, cancellations and price hikes: Get ready for a summer of travel chaos

Olga Kharif / Bloomberg:

Source: Kraken cut ~150 staff after AI tools improved efficiency and its IPO may be delayed until late 2026 or early 2027 due to a drop in digital-asset prices — Kraken, one of the world's oldest cryptocurrency exchanges, has cut some staff to reduce costs and may not go public as soon …

Transformer:

OpenAI's disavowal of a liability shield in Illinois SB 3444 bill and endorsement of a stronger SB 315 suggest it is open to meaningful AI safety legislation — Transformer Weekly: US-China talks, AI executive order, and Anthropic's $900b valuation … - Scott Bessent said the US and China will …

Samantha Cole / 404 Media:

ArXiv, the repository of preprint academic research, says it will ban authors for a year if their papers have “incontrovertible evidence” of AI-generated work — The change comes as arXiv and others struggle to manage an influx of AI-generated materials masquerading as rigorous science.

Maxwell Zeff / Wired:

OpenAI memo: Greg Brockman says he will lead product strategy as part of a reorg, folding ChatGPT, Codex, and developer-facing API into one core product team — OpenAI is once again reorganizing its executive ranks as part of its effort to unify ChatGPT and Codex into one core product experience.

Zac Hall / 9to5Mac:

Replit says it has “worked things out with Apple”, which has approved a Replit update after four months, following a reported dispute over vibe coding apps — All's well that ends well in App Store review controversies. Back in March, a major agentic coding company made news …

Ivan Mehta / TechCrunch:

OpenAI debuts personal finance tools for US ChatGPT Pro users, partnering with Plaid to give access to 12K+ financial institutions to analyze spending and more — On Friday, OpenAI launched a new set of personal finance tools in preview for ChatGPT Pro subscribers in the U.S. …

Rebecca Bellan / TechCrunch:

A profile of AI video generation startup Runway, which is training models directly on observational data, is now valued at $5.3B, and added $40M in ARR in Q2 — Every major AI lab is betting on language. Runway is betting they're wrong. — AI video generation startup Runway doesn't have the typical Silicon Valley pedigree.

Bianca Giacobone / Latitude Media:

Gridcare, which uses AI to detect underused capacity in electric grids, raised a $64M Series A, following a $13.5M seed in 2025 — The grid intelligence startup uses AI to unlock capacity and get data centers connected faster. — Gridcare has raised $64 million in an oversubscribed Series …

🛠️ 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.

Academic Research Skills for Claude Code繁體中文版A comprehensive suite of Claude Code skills for academic research, covering the full pipeline from research to publication.

Socratic mode (deep-research) and Plan mode (academic-paper) use intent-based activation — they detect the meaning of your request, not specific keywords.

Academic Pipeline (v3.7)10-stage orchestrator with integrity verification, two-stage review, Socratic coaching, and collaboration evaluation.

Reviewers run paper-content-blind Phase 1 + paper-visible Phase 2; Phase 1 output is wrapped in data delimiter to narrow the self-injection surface.

v2.6.1 (2026-03-09) — Bilingual Trigger Keywordsdeep-research : Added Traditional Ch…

AI-Trader: 100% Fully-Automated Agent-Native TradingJust like humans have their trading platforms, AI agents need their own.

AI-Trader is an Agent-Native Trading Platform: Exchange ideas and sharpen trading skills through AI agents!

Any AI agent joins the AI-Trader platform in seconds -- Simply send this message to your agent.

Live Trading Platform Click HereSupports all major AI agents, including OpenClaw, nanobot, Claude Code, Codex, Cursor, and more.

Key Features of AI-Trader🤖 Instant Agent IntegrationConnect any AI agent instantly by sending it one simple message.

SuperSplat Editor| SuperSplat Editor | User Guide | Blog | Forum |The SuperSplat Editor is a free and open source tool for inspecting, editing, optimizing and publishing 3D Gaussian Splats.

It is built on web technologies and runs in the browser, so there's nothing to download or install.

A live version of this tool is available at: https://superspl.at/editorTo learn more about using SuperSplat, please refer to the User Guide.

Localizing the SuperSplat EditorThe currently supported languages are available here:https://github.com/playcanvas/supersplat/tree/main/static/localesAdding a New LanguageAdd a new .json file in the static/locales directory.

ContributorsSuperSplat is made possible by …

Session ReplayEvery session agentmemory records is replayable.

If the file already has other servers, add agentmemory next to them as another key inside mcpServers .

Gemini CLI ~/.gemini/settings.json gemini mcp add agentmemory npx -y @agentmemory/mcp --scope user (auto-merges).

Codex CLI (MCP only) .codex/config.toml TOML shape: codex mcp add agentmemory -- npx -y @agentmemory/mcp , or add [mcp_servers.agentmemory] manually.

Launch alongside agentmemory:# agentmemory viewer holds port 3113, so run the console on 3114.

close ()JavaScript (Playwright):import { launch } from 'cloakbrowser' ; const browser = await launch ( ) ; const page = await browser .

import asyncio from cloakbrowser import launch_async async def main (): browser = await launch_async () page = await browser .

import { launch } from 'cloakbrowser/puppeteer' ; const browser = await launch ( { headless : true } ) ; const page = await browser .

browser = launch ( humanize = True ) page = browser .

page.$() , page.$$() , and page.waitForSelector() return patched handles automatically.

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

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

You signed out in another tab or window.

Reload to refresh your session.

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Avoid data preprocessing : Do not apply data scaling or one-hot encoding when feeding data to the model.

TabPFN EcosystemChoose the right TabPFN implementation for your needs:TabPFN Client Simple API client for using TabPFN via cloud-based inference.

Manual DownloadDownload the model files manually from HuggingFace: Classifier: tabpfn-v2.5-classifier-v2.5_default.ckpt (Note: the classifier default uses the model fine-tuned on real data).

A: Try the following:Download the newest version of tabpfn pip install tabpfn --upgradeEnsure model files downloaded correctly (re-download if needed)Q: What environment variables can I use to configure TabPFN?

Example:export TABPFN_MODEL_CACHE_DIR= " /path…

Islands DarkA dark color theme for Visual Studio Code inspired by the easemate IDE.

Step 7: Enable Custom UI StyleOpen Command Palette ( Cmd+Shift+P / Ctrl+Shift+P ) Run Custom UI Style: Enable VS Code will reloadNote: You may see a "corrupt installation" warning after enabling.

This is expected since Custom UI Style injects CSS into VS Code.

TroubleshootingChanges aren't taking effectTry disabling and re-enabling Custom UI Style:Command Palette > Custom UI Style: Disable Reload VS Code Command Palette > Custom UI Style: Enable Reload VS Code"Corrupt installation" warningThis is expected after enabling Custom UI Style.

If styles conflict, reinstall VS Code to get a clean workbench.html , th…

Context-Aware Retrieval : Retrieval depends on your full context (e.g., conversation history and domain knowledge), and easily incorporates new context.

🧪 Quick Hands-on🔥 Agentic Vectorless RAG ( latest ) — a simple but complete agentic vectorless RAG example with self-hosted PageIndex, using OpenAI Agents SDK.

Agentic Vectorless RAG: An ExampleFor a simple, end-to-end agentic vectorless RAG example using PageIndex with OpenAI Agents SDK, see examples/agentic_vectorless_rag_demo.py .

Please cite this work as:Mingtian Zhang, Yu Tang and PageIndex Team, "PageIndex: Next-Generation Vectorless, Reasoning-based RAG", PageIndex Blog, Sep 2025.

@article { zhang2025pageindex , author = { Mingtian Z…

const agent = await init ( { model : 'anthropic/claude-sonnet-4-6' } ) ; const session = await agent .

KNOWLEDGE_BASE ) ; const agent = await init ( { sandbox , model : 'openrouter/moonshotai/kimi-k2.6' } ) ; const session = await agent .

const agent = await init ( { sandbox : 'local' , model : 'anthropic/claude-opus-4-7' , } ) ; const session = await agent .

const agent = await init ( { model : 'anthropic/claude-sonnet-4-6' , role : 'coder' } ) ; const session = await agent .

import { Bash , InMemoryFs } from 'just-bash' ; const fs = new InMemoryFs ( ) ; const agent = await init ( { sandbox : ( ) => new Bash ( { fs , cwd : '/workspace' , python : true } ) , model : 'anthropic/claude-sonnet…

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

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

We released an Agent TARS B…

DeepSeek TUI is a coding agent that runs in your terminal.

You can also set it ahead of time:deepseek auth set --provider deepseek # saves to ~/.deepseek/config.toml deepseek auth status # shows the active credential source export DEEPSEEK_API_KEY= " YOUR_KEY " # env var alternative; use ~/.zshenv for non-interactive shells deepseek deepseek doctor # verify setupIf deepseek doctor says the rejected key came from DEEPSEEK_API_KEY , remove the stale export from your shell startup file, open a fresh shell, or run deepseek auth set --provider deepseek .

To rotate or remove a saved key: deepseek auth clear --provider deepseek .

Auto ModeUse deepseek --model auto or /model auto when you want Deep…

InsForge gives your coding agent database, auth, storage, compute, hosting, and AI gateway to ship full-stack apps end-to-end.

Configure primitives: Deploy edge functions, run database migrations, create storage buckets, set up auth providers, and configure other backend resources directly.

SetupYou can run InsForge locally using Docker Compose.

Or run from source:# Run with Docker git clone https://github.com/insforge/insforge.git cd insforge cp .env.example .env docker compose -f docker-compose.prod.yml up2.

Manage them with:docker compose -f docker-compose.prod.yml --env-file .env.project1 -p project1 ps # status docker compose -f docker-compose.prod.yml --env-file .env.project1 -p proje…

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Menu bar support.

Drop files on the menu bar icon to create a shelf.

Add files to Dropover from the system Share menu.

Add files from any app's Services menu.

Add files with workflows and quick commands.

We're sorry but this website doesn't work properly without JavaScript enabled.

Please enable it to continue.

It’s thoughts like these that led me on a journey to track the evolution of British paths for my book, The Path More Travelled.

Bure Valley Path, NorfolkView image in fullscreen The Bure Valley Path runs next to a vintage steam train line.

Today, the nine-mile Bure Valley Path is a shared walking and cycling route that follows the course of the old railway, now relaid as a narrow-gauge steam line, the Bure Valley Railway.

The Mass Trespass Walk, DerbyshireView image in fullscreen The path up William Clough on the Kinder Scout Mass Trespass walk.

It includes Kinder Downfall cascade and a section of the Pennine Way, the earliest of Britain’s national trails.

​ What are Agent Skills?

Agent Skills are a lightweight, open format for extending AI agent capabilities with specialized knowledge and workflows.

Agent Skills are supported by a large number of AI tools and agentic clients — see the Client Showcase to explore some of them!

​ Open developmentThe Agent Skills format was originally developed by Anthropic , released as an open standard, and has been adopted by a growing number of agent products.

Come join the discussion on GitHub or Discord​ Get started with Agent Skills

via Daring Fireball https://ift.tt/oVhTl63

AI researchers and online privacy experts have long warned of the myriad dangers generative AI poses for personal privacy.

These cases give us yet another scenario to worry about: generative AI exposing people’s real phone numbers.

A 400% increase in AI-related privacy requestsIt’s impossible to know how often people’s phone numbers are exposed by AI chatbots, but experts say they believe that it is happening far more than is reported publicly.

These queries “specifically reference ChatGPT, Claude, Gemini … or other generative AI tools,” says Rob Shavell, the company’s cofounder and CEO.

Specifically, 55% of these concerns about generative AI reference ChatGPT, 20% reference Gemini, 15% Cla…

Claude Code is running in production across multi-million-line monorepos, decades-old legacy systems, distributed architectures spanning dozens of repositories, and at organizations with thousands of developers.

This article covers the patterns we've observed that have led to successful adoption of Claude Code at scale.

In practice, the ecosystem built around the model—the harness—determines how Claude Code performs more than the model alone.

Three configuration patterns from successful deploymentsHow you configure Claude Code for a large codebase depends heavily on how that codebase is structured.

An emerging role in several organizations is an agent manager: a hybrid PM/engineer function …

While there, we also shared with Apple our latest vulnerability research report: the first public macOS kernel memory corruption exploit on M5 silicon, surviving MIE.

The latest flagship example is MIE (Memory Integrity Enforcement), Apple’s hardware-assisted memory safety system built around ARM’s MTE (Memory Tagging Extension).

The implementation path involves two vulnerabilities and several techniques, targeting bare-metal M5 hardware with kernel MIE enabled.

Landing a kernel memory corruption exploit against the best protections in a week is noteworthy, and says something strong about this pairing.

To the best of our knowledge, this is the first public macOS kernel exploit on MIE hardwa…

Global tech policy and discourse was set and enforced by the US to favour US-based tech companies whether the companies involved wanted it or not.

The global tech economy #Our current globalised tech industry can only exist because of the protectionism and policy uniformity imposed by the United States on its hegemony.

Countries can fine the tech industry, up to a point, as that just establishes the cost of doing business.

Voters, labour, and industry increasingly demand checks on the US tech industry.

The US no longer has the power or influence it once did and that changes everything for US tech companies.

Is it possible?

Do you know success cases w/o spending 20+k $ on auditors?

My customers bombards me with question about certification of my app Perfect Wiki, I need help with finding the best way to show them that my app could be trusted.

Developers who are told to use AI whether they like it or not, however, tell a different story.

Developers talk not just about how the AI output is often flawed, but that using AI to get the job done is often a more time consuming, harder, and more frustrating experience because they have to go through the output and fix its mistakes.

Tech company executives love to brag about how much of the code at their company is AI-generated.

Meta’s Mark Zuckerberg said last year he expects AI to write most of the code improving AI within 12-18 months .

Anthropic says 90 percent of the code written by most if its team is AI generated.

You want a good Markdown viewer more than you think you do.

Native UI Markdown editors are attractive and legible.

Suddenly, I realized: a good Markdown viewer was a dumb thing to waste time looking for.

Or even a particularly competent piece of software (although: it might well be the best dedicated macOS Markdown viewer).

And it has fussy color themes and decent typography, which is the most important feature a dedicated Markdown viewer can have.

It’s all enabled by default with difficult or meaningless opt-outs, and your data is monetized through brokers like LexisNexis or Verisk.

Depending on how different car manufacturers have wired their cars, how their software and firmware were written, etc., varying levels of functionality might be affected by removing the modem and GPS.

After removing the DCM, the car would get confused about its location and sometimes jump my position to the middle of Nevada (I live in San Francisco), making navigation annoying.

This bug affects more than just Toyotas, it’s a generic Apple bug even for people who haven’t removed their modem (but anecdotally removing my modem made the problem worse)Re…

Creates 3D environments, SFX, and meshes from a single image using Claude skills, World Labs, and FAL.

Can take you from an image to a fully meshed 3D environment in < 5 minutes, great for jumpstarting 3D work.

gpt-image-2 - alternate image edit provider when the edit skill is asked to prefer it.

hunyuan-3d - Hunyuan 3D model creates 3D object models through FAL.

- Hunyuan 3D model creates 3D object models through FAL.

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.

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

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

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

At an unbeatable price.

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.

Keysign -keysign is used for host‑based authentication and typically runs setuid root, opening the system's SSH host keys before dropping privileges to complete its work.

Also: The third major Linux kernel flaw in two weeks has been found - thanks to AIJust what we needed.

The flaw explainedSecurity researchers at security company Qualys disclosed CVE‑2026‑46333, an information‑disclosure vulnerability in the Linux kernel's ptrace access check.

In addition, with stolen SSH host keys, attackers can impersonate machines in host‑based trust relationships.

This removes a primary avenue for stealing host keys.

Search for treasures on the beach or in your own backyard with this metal detector bundle at Amazon.

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.

I tried each of these four myself, and my Android Auto ended up a lot faster, more responsive, and more smooth.

Also: I've used Android Auto for years, and these 5 changes solved my biggest issuesWireless Android Auto is more demanding on your phone, too, so you'll use more battery life.

I tried running Android Auto with a random cable from my junk drawer and a high-speed data cable, and the difference was obvious.

Go to Settings > Apps > Android Auto > App battery usage, and make sure "Allow background usage" is on.

It's not a bad idea to do this for apps Android Auto uses often, too, like Google Maps, Spotify, and YouTube Music.

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.

One big hurdle to harvesting power with this new solar technology is government red tape. Here's where you can and can't take advantage of plug-in solar systems.

You can already find great Memorial Day deals on everything you need to upgrade your outdoor space.

You can get a Samsung Galaxy or a Motorola phone for less than $250 to more than $1,800.

You should buy a Samsung Galaxy phone if…Kyle Kucharski/ZDNETYou want a better ecosystem of devicesIf you already have a Samsung product or want to purchase another device from Samsung, a Galaxy phone would pair better with those products.

Also: Samsung Galaxy Z Fold 7 vs. Pixel 10 Pro Fold vs. Motorola Razr Fold - this model wins for meFor example, you can control your Samsung TV using the SmartThings app on your Galaxy smartphone.

The two brands have collaborated on several Android features, and it has benefited the new generation of Galaxy phones.

This results in more tempting offers for new-generati…

Smart speakers are all the rage, and Bose's newcomer is a worthy competitor to the established Sonos.

This week, Anthropic announced Claude for Small Business, a library of small business-related connectors and skills for Claude Cowork.

Lawyer in a boxI'll tell you more about my testing of Claude for Small Business later in this article.

Here are a few examples:/business-pulse: Cross-functional SMB snapshot using QuickBooks, PayPal, Stripe/Square, HubSpot, and email context.

Cross-functional SMB snapshot using QuickBooks, PayPal, Stripe/Square, HubSpot, and email context.

If an AI contract review flagged cancellation traps and hidden risk in plain English, would that make you more confident negotiating terms?

Bose's premium soundbar debuts with improvements under the hood, but it's reinventing itself in an already crowded field.

Months after sunsetting the SoundTouch lineup, Bose's Lifestyle Ultra proves that it can still make versatile and great-sounding speaker.

For most users, Android Auto is simply an easy way to handle navigation, music, and messages while driving.

Just like your Android phone, Android Auto has its own developer mode that lets you access settings not intended for everyday users.

Also: I've used Android Auto for years, and these 5 changes solved my biggest issuesHere's how to dive in.

Wireless Android AutoIf you only use Android Auto occasionally, you might want to check this one out.

Also: This fundamental Android feature is 'absolutely not' going away, says Google - but it is changingUsually, your Android Auto apps are limited to mainstream options.

Cerebras Systems was 2026's biggest tech IPO so far. But years ago, it burned through hundreds of millions working on a chip many believed impossible.

It may be possible to jailbreak an older, end-of-support Kindle and continue adding books to it. But doing so carries risks.

Founder and CEO RJ Scaringe has a knack for raising money. So far, his three startups have raised more than $12.3 billion.

Compulsive X user Andreessen himself couldn't resist responding, many, many times.

The tech company that maintains the hotel check-in system set its cloud storage to public, allowing anyone to access customers' data without a password.

Lake Tahoe, Silicon Valley's favorite ski spot, is about to get hit with higher energy prices as AI drives demand for electricity.

Newly un-redacted crash reports reveal some of the troubles Tesla has had as it tries to scale its robotaxis.

OpenAI is launching personal finance tools for ChatGPT Pro subscribers in the U.S. first

Prices have nearly doubled in the largest U.S. grid thanks to surging demand from data centers.

People who travelled to Beijing for a summit between the United States and China had to throw away items they received during the trip before boarding Air Force One, presumably for security reasons.

AI video generation startup Runway is betting that video generation is the path to world models. And that being an AI outsider is an advantage, not a liability.

The action camera maker, like so many other companies these days, is looking to defense applications as it evaluates a possible sale.

The Linux 7.1 kernel has added new documentation clarifying what qualifies as a security bug and how AI-assisted vulnerability reports should be handled. Phoronix reports: Stemming from the recent influx of security bugs to the Linux kernel as well as an uptick in bug and security reports from discoveries made in full or in part with AI, additional documentation was warranted. Longtime Linux developer Willy Tarreau took to authoring the additional documentation around kernel bugs. To summarize (since the documentation is a bit too lengthy for a Slashdot story), the AI-assisted vulnerability reports should "be treated as public" because such findings "systematically surface simultaneously ac…

Japan's worsening bear problem has created a shortage of handmade "Monster Wolf" robots, which are $4,000 solar-powered scarecrow-like devices with glowing eyes, sensors, and blaring sounds designed to frighten the animals away. "We make them by hand. We cannot make them fast enough now. We are asking our customers to wait two to three months," company president Yuji Ohta recently told the AFP. Popular Science reports: First released in 2016 by the manufacturer Ohta, Monster Wolf was originally designed to ward off the agricultural foes like boars, deer, and the island nation's Asian black bear (Ursus thibetanus) and brown bear (Ursus arctos) populations. The creative solution quickly went …

An anonymous reader quotes a report from The Guardian: Wood heating is reintroducing lead into the air of local communities and homes, a systematic investigation by academics has found. Overwhelming evidence of lead's neurotoxicity meant the metal was banned as an additive in petrol more than 25 years ago. The research by academics from the University of Massachusetts Amherst began by analysing samples of particle pollution from five suburban and rural towns in the north-east US. They looked for tiny particles of potassium that are given off when wood is burned and also particles containing lead. Samples from seven winters revealed associations between potassium and lead. When there were mo…

BrianFagioli writes: Kioxia and Dell Technologies say they have built a 2U server configuration capable of scaling to 9.8PB of flash storage, which is the sort of density that would have sounded impossible just a few years ago. The setup combines a Dell PowerEdge R7725xd Server with 40 Kioxia LC9 Series 245.76TB NVMe SSDs and AMD EPYC processors. According to Kioxia, matching the same capacity with more common 30.72TB SSDs would require seven additional servers and another 280 drives. The companies are pitching the hardware squarely at AI and hyperscale workloads, where storage is rapidly becoming a bottleneck alongside compute. Kioxia claims the denser configuration can dramatically reduce…

AMD says FSR 4.1 will finally bring its newer hardware-accelerated upscaling technology to older Radeon GPUs. "The rollout will begin in July with RDNA3- and 3.5-based GPUs, which include the Radeon RX 7000 series, as well as integrated GPUs like the Radeon 890M and Radeon 8060S," reports Ars Technica. "In 'early 2027,' support will also be extended to the RDNA2 architecture, which includes the Radeon RX 6000 series, integrated GPUs like the Radeon 680M, and the Steam Deck's GPU. This would also open the door to supporting FSR 4 on the PlayStation 5 and Xbox Series X and S, all of which also use RDNA2-based GPUs." From the report: [AMD Computing and Graphics SVP Jack Huynh's] short video pr…

Bitwarden appears to be undergoing a quiet shift in leadership and messaging. Its longtime CEO and CFO have stepped down, while the company has removed "Always free" from a prominent password-manager page and replaced "Inclusion" and "Transparency" in its GRIT values with "Innovation" and "Trust." Fast Company reports: In February, longtime CEO Michael Crandell moved to an advisory role, according to LinkedIn, with no announcement from the company. His replacement, Michael Sullivan, former CEO of both Acquia and Insightsoftware, touts his experience with "all facets of mergers and acquisitions" on his own LinkedIn page, including experience working with leading private equity firms. CFO Ste…

Google has confirmed it is testing a 5GB storage limit for some new Gmail accounts, with users able to unlock the standard 15GB by adding a phone number. Android Authority reports: While the company didn't mention which regions are impacted, user reports from yesterday were mostly from African countries. That said, if Google's tests prove successful, this could possibly become the norm for new sign-ups in more regions. The company could be testing ways to discourage users from creating multiple Gmail accounts to access free cloud storage. However, if you already have a Gmail account with 15GB free storage, it shouldn't be impacted by this change. The language on Google's support page mentio…

An anonymous reader quotes a report from Ars Technica: A bill focused on maintaining long-term playable access to online games has passed out of the California Assembly's appropriations committee, setting up a floor vote by the full legislative body. The advancement is a major win for Stop Killing Games' grassroots game preservation movement and comes over the objections of industry lobbyists at the Entertainment Software Association. California's Protect Our Games Act, as currently written, would require digital game publishers who cut off support for an online game to either provide a full refund to players or offer an updated version of the game "that enables its continued use independen…

OpenAI is previewing a feature that lets ChatGPT Pro users connect bank and investment accounts through Plaid, allowing the chatbot to analyze spending, subscriptions, balances, portfolios, debt, and major financial decisions. "More than 200 million people are already going to ChatGPT every month with finance questions -- from budgeting to tips on how to cut back on spending," OpenAI said in its announcement. "Now, users can securely connect their financial accounts with Plaid to get the full view of their financial picture in the context of their personal goals, lifestyle, and priorities that they've shared with ChatGPT, powered by OpenAI's advanced reasoning capabilities." The Verge repor…

ArXiv says it will ban authors for one year if they submit papers containing AI-generated slop, such as hallucinated citations, placeholder text, or chatbot meta-comments left in the manuscript. "If generative AI tools generate inappropriate language, plagiarized content, biased content, errors, mistakes, incorrect references, or misleading content, and that output is included in scientific works, it is the responsibility of the author(s)," said Thomas Dietterich, chair of the computer science section of ArXiv, on X. "We have recently clarified our penalties for this. If a submission contains incontrovertible evidence that the authors did not check the results of LLM generation, this means …

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.

AI Engineer Coachbetter agentic engineering.

585890575-d60203ce-c678-4fdd-918e-f6c04bff04df.mp4What it doesAI Engineer Coach reads your local AI session logs and turns them into actionable insights — no data leaves your machine.

Authorized use of Microsoft trademarks or logos is subject to and must follow Microsoft's Trademark & Brand Guidelines.

Use of Microsoft trademarks or logos in modified versions of this project must not cause confusion or imply Microsoft sponsorship.

It is not an official Microsoft product and is not part of any Microsoft service or support offering.

Hey HN,Infinite Swap is a game inspired by Kyle MacDonald’s One Red Paperclip and other bigger-and-better swap stories - you start with a green bottle cap and trade it with other characters in various locations all the way up to a house and beyond.A while ago I got inspired by viral games Infinite Craft and What Beats Rock? and wanted to make my own ‘exploring a LLM’s latent space’ style challenge. After much experimentation this became a trading style game, where the LLM comes up with all the items, trading scenarios and value estimates, which ended up being surprisingly fun and somewhat of a roller coaster to play.I found it was the most intriguing if I separated the item offer from its v…

Agenda Intelligence MDCI / MCP / EVIDENCE-AUDIT LAYER FOR STRATEGIC INTELLIGENCE AGENTS — protocol, JSON schemas, CLI and MCP server for validating, scoring and auditing the structure of strategic-risk agent output.

Source / evidence policy — explicit rules for claim-level discipline, including per-claim provenance tags (Axis A: [primary] [secondary] [user-provided] [inference] [analyst-judgment] ; Axis B: [verify] [stale-risk: YYYY-MM] ).

Signal lifecycle tracker — markdown + JSON schema for tracking signals across sessions (detected → developing → escalated → stable → resolved → archived).

— markdown + JSON schema for tracking signals across sessions (detected → developing → escalated → s…

I made Layrr because I got tired of describing UI changes to coding agents.Layrr opens your web app in the browser. You click the part and describe the changes. Layrr runs a coding agent in the background and fixes itIt works with Claude Code, Codex CLI, and Gemini via Pi (huge fan of Pi) Comments URL: https://news.ycombinator.com/item?id=48160552

Points: 1

# Comments: 0

Sign in with emailNo passwords.

We’ll email you a secure login link and drop you into the founder workflow.

Hi HN!I've been wanting to work with data, and I've also been in (yet another) chess era. So I started working on (yet another!) chess programming project.You enter your chess.com username, a date range, and a max number of games. The tool fetches your games via the public chess.com API, identifies the ~10-15 most critical positions per game (captures, promotions, large clock drops, pre-checkmate sequences) and runs Stockfish at low depth on each of those positions in a Web Worker right there in the browser.From that it builds a profile across all your games:

- Which piece type you blunder with most

- Which openings give you the most trouble

- How your avg clock usage correlates with winrat…

You talk to Claude; cv-claw renders.

Point your agent at it and start producing resume JSON.

⚙️ CLIinitcv-claw init [path] [flags]Write the bundled example resume JSON to path (default resume.json ).

--template from JSON Override the template field in the resume JSON for this render only.

📄 Resume JSON conventionscv-claw doesn't impose a directory for your resume JSON — pass any path on the CLI and it just works.

three iOS apps for a files-first life - LocalGallery, LocalTunes, LocalContactswhyI try not to use the cloud for my personal files - and I really like to have information as files, as opposed to opaque databases.

.vcf , .mp3 , .jpeg and .png files - these will still be readable long after any particular service stops existing.

Point it at a folder synced to your iPhone (more on that below) and it scans, indexes, and plays your library.

Browse by folder, tag or person - all derived from the metadata in the files themselves.

the stackThe Apple ecosystem makes a files-first life super difficult, because actually getting files onto your iPhone is a huge pain - it's extremely cumbersome on Mac &…

Just one password and a login page.

PASSWORD )OptionsKey Env var Required Default Description password PASSWORD yes The shared password upstream UPSTREAM yes Backend URL to proxy to (e.g.

Forwards the upstream's Host headerheader WebSocket proxying is not yet supported (returns 501)Custom Login PageHodor ships with a built-in dark-themed login page.

To use your own login page, set template to the path of an HTML file:environment : TEMPLATE : /etc/hodor/login.html volumes : - ./my-login.html:/etc/hodor/login.html:roTemplates use Jinja2 syntax (via minijinja).

querySelector ( 'input[name="redirect"]' ) ; if ( redirect ) redirect .

Article URL: https://poptheaibubble.com/

Comments URL: https://news.ycombinator.com/item?id=48159546

Points: 1

# Comments: 1

Everything you need to generate thumbnails programmatically — multiple formats, flexible styles, and native automation integrations — in a single API endpoint.

Perfect for content automation pipelines, scheduled publishing, and faceless YouTube channels.

Every Platform, One API Generate thumbnails for YouTube (1280x720), Instagram (1080x1080), X/Twitter (1200x675), LinkedIn (1200x627), and blog posts (1200x630).

Faceless Thumbnails Generate professional faceless thumbnails with text-and-graphic designs.

Personalized Thumbnails Generate thumbnails with a person's photo included.

Article URL: https://www.youtube.com/watch?v=8pDfgBEy8bg

Comments URL: https://news.ycombinator.com/item?id=48159268

Points: 3

# Comments: 0

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A better way to screen share on macOS Discussion | Link

Personal finance guidance powered by ChatGPT Discussion | Link

4-inch color E-ink dev board with ESP32 and audio I/O Discussion | Link

Developer tools, one menu click away. Discussion | Link

Click and build tiny worlds Discussion | Link

OpenSource alternative to ServiceNow that runs on ClaudeCode Discussion | Link

Describe a trade and Mobius builds, backtests, and runs it Discussion | Link

Cursor for Product Managers Discussion | Link

A bridge connecting AI agents to the live web Discussion | Link

Agentic Browser with Claude Code UX Discussion | Link

Track flows, Telegram pings, and global traffic in realtime Discussion | Link

AI agent that handles repeated tasks through reusable skills Discussion | Link

A drag and drop Motion Design tool to swap creatives quickly Discussion | Link

A digital workspace for creative collaboration Discussion | Link

Connect any app. Take action anywhere. 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.

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Билеты берем через сервис aviasales.ru (тут дешевле всего).

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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London-based Lansdowne Partners has launched a venture capital fund to support high-potential UK companies emerging from the country’s leading university research base and startup ecosystem.

The fund is anchored by British Business Bank, Aviva Investors, and Lloyds Banking Group, with additional backing from Lansdowne Investors and internal partners’ capital.

It also noted that several scale-ups in which Lansdowne Partners was a key early investor have now reached unicorn status.

Lansdowne Partners stated that the fund aims to bridge the gap between early-stage innovation and global commercial success.

To accomplish this, Lansdowne Partners will collaborate closely with founders to develop …

They’re proof that European founders can build globally relevant technology companies, even if the surrounding ecosystem hasn’t always made it easy.

The instinct for many European founders is still to seek validation from Silicon Valley.

European founders should focus their energy there: documenting their journey, building in public selectively, and creating a narrative of European technological sovereignty that resonates domestically.

In the last year or two, I’m seeing more and more European founders state wildly ambitious goals without qualifying them with a disclaimer.

Europe’s Sputnik momentThe realignment happening right now is creating a window for European tech that may not stay ope…

Elephant Company (Elephant), a Berlin-based startup aiming to unlock the potential of blue-collar workers with AI-powered training, has closed a funding round of over €5 million to grow its team and scale its platform.

The round was led by EnBW New Ventures and Wepa, with participation from business angels from Flix, home24 SE, SB21, Ventic Ventures and topi.

Founded in 2022, Elephant is an AI-powered training platform designed for the frontline teams, streamlining knowledge transfer and communication directly in the field.

Elephant seeks to close this divide by connecting frontline teams and decision-makers, enabling them to collaborate more effectively and work toward common objectives.

I…

We exist to solve it.”Multiverse’s funding sits within a broader 2026 pattern of capital flowing into European learning, workforce enablement and AI adoption tools.

They’ve already partnered with over 1,500 global organisations to transform their workforce through tech skills.

Today’s funding lands amid accelerating company growth driven by UK enterprise adoption, and strategic acquisitions.

With growing momentum across Europe, Multiverse puts the focus on AI adoption, enabling employers to upskill their workforces and translate technology investment into tangible outcomes.

Multiverse then equips workers at every level with the AI, data and digital skills to translate technology investment …

Fresh People, a Valencia-based technology company specialised in leadership and team management, has closed a €2.6 million round to accelerate the launch of Booster, a new AI-powered leadership system and prepare its international expansion.

Founded in 2020, Fresh People states that it combines AI and leadership to scale business growth from a people-centric approach.

It points out that its flexible technology is designed to address multiple business challenges, including leadership development, performance management, team effectiveness, and cultural transformation.

Booster, the company’s new AI-driven leadership system, aims to serve as a strategic copilot for managers every day.

With thi…

PANTA, a London-based SaaS FinTech startup aiming to transform how financial indices are built and managed, has raised €3.4 million (£3 million) in a fresh funding round led by Fuel Ventures.

The round includes €1.7 million (£1.5 million) from the UK venture capital fund and €1.7 million (£1.5 million) provided as an Innovate UK Innovation Loan.

Tobias Sproehnle, CEO and co-founder of PANTA, said, “Producers and users of indices have been limited for too long by outdated systems.

PANTA claims to replace legacy operations with a modern, end-to-end system that automates index design, calculation and delivery.

A larger Series A funding round is also on the cards for early 2027.

The day of massive, fault-tolerant quantum computers running arbitrary workloads is still years away.

Quantum computers use qubits, which exist simultaneously in a state of both 0 and 1, a strange property called superposition.

Superposition, along with the quantum mechanical phenomena of entanglement and interference, gives quantum computers their extraordinary computational power.

These elements will intersect with today’s cloud environments, heterogeneous compute, regulated data requirements, and long-lived security needs.

The near-term win is probably the other way around: using AI to improve quantum systems themselves.

Resurrect Bio, a London-based agricultural BioTech startup developing disease-resistant crops, has closed its oversubscribed Series A funding round at €8.8 million ($10.3 million).

In February 2026, the company made an initial close of over €6.8 million ($8 million) in its Series A round.

Dr Cian Duggan, CEO of Resurrect Bio.

Resurrect Bio provides the seed industry with a sustainable alternative to chemical crop protection by resurrecting complex resistance mechanisms.

In March 2026, the company announced its partnership with Corteva Agriscience to develop disease resistance in corn.

Join us for a conversation with Pieterjan Bouten, Founding and Managing Partner at Entourage, as he reflects on his journey from co-founding In the Pocket and scaling Showpad to $100 million ARR, to now building and funding the next generation of B2B SaaS companies through Entourage Studio and Entourage Capital.

The rationale behind combining a venture studio and VC fund at Entourage, and how the two models complement each other.

Where Entourage fits into today’s European VC ecosystem, amid sector-specific funds and cautious capital deployment.

The role of communities like Wintercircus in fostering collaboration, knowledge-sharing, and ambition among the next generation of founders.

The tru…

The company removes the separation between development and production environments, a long-standing flaw in cloud architecture that causes deployment failures for developers and AI coding agents alike.

Zerops claims to create a unified environment where applications behave identically from development through to production, enabling reliable deployments from the start.

Aleš Rechtorík, co-founder and CEO of Zerops, said, “Most platforms ask you to trust that development and production are close enough.

That’s the same guarantee we now give AI coding agents, and it’s why the code they produce is production-ready from the first deployment.

Zerops aims to become one of the primary cloud platfor…

And perhaps that is Malta’s real differentiator vis-à-vis other nomad destinations: it offers a credible pathway from remote work to long-term opportunity.

The Nomad Residence Permit grants eligible non-EU nationals a one-year residence permit:Renewable up to three timesAllows a stay of up to four yearsImmediate family members may also be included, subject to due diligence.

A stay in Malta that starts with the Nomad Residence Permit may well become your next strategic base in Europe.

Learn more and apply for Malta’s Nomad Residence Permit at nomad.residencymalta.gov.mt.

For details about the Malta Startup Residence Programme click herehttps://startup.residencymalta.gov.mt/

Stockholm-based EnergyTech company Elvy has closed a €5.9 million ($7 million) round to accelerate growth and establish Elvy’s subscription model as the market standard for homeowners across Europe.

Last December, the company secured €500 million from Scayl, a Swedish debt-funding platform.

Elvy notes that this credit facility is already in place, with funds earmarked for hardware deployment at scale.

Elvy has already built the technology needed for a stable Swedish energy system and low electricity costs for households.

With an Elvy subscription, you don’t need to worry about whether there’s no wind in Germany when you want to cook or do laundry.

DDD Invoices, a Ljubljana-based company building API-driven infrastructure for global e-invoicing compliance, has closed a €1.31 million Seed round supported by Fil Rouge Capital, 500 Global, and experienced operators from the ERP and e‑invoicing ecosystem.

We’re building the infrastructure to take that off their plate,” said Denis Vehovec Pondelak, CEO and co-founder of DDD Invoices.

DDD Invoices claims to abstract this complexity through a unified API for issuing, receiving, and archiving tax‑compliant e‑invoices, offering an “all‑encompassing” solution for modern scaling.

For companies using platforms such as Stripe, Bitrix, Shopify, and Chargebee, DDD Invoices states that it offers nati…

The 2026 edition of the EU-Startups Summit 2026 has officially come to a close.

Now, we’re excited to share the official event footage and photo galleries so you can relive your favourite moments from the Summit.

And after an incredibly competitive final, the winner of the EU-Startups Summit 2026 Pitch Competition was AlterEcho.

We can’t wait to welcome you back for the 2027 edition of the EU-Startups Summit – still in Malta!.

The IONOS Cloud Start-up Program provides young companies with up to €100,000 in cloud credits for up to five years after their founding.

This week, we tracked more than 65 tech funding deals worth over €1.4 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🇬🇧 Nscale secures $790M financing to underscore commitment to Norway data centre🇬🇧 Recursive Superintelligence emerges from stealth with $650M raise🇩🇪 N8N's valuation doubles to $5.2B following SAP strategic investment🫱🏽‍🫲🏻 Noteworthy acquisitions and mergers🇹🇷 Glocalzone acquired by MovitOn to expand decentralised …

Today YEP Accelerator announced that it is opening a new office in California and launching an international track for growth-stage Ukrainian startups looking to enter the US market.

The new track is designed for Ukrainian startups that already have a live product, paying customers, and ambitions to scale in the US.

Unlike traditional accelerator programs, this program focuses on hands-on market-entry preparation rather than theory.

The European startup ecosystem has increasingly focused on building stronger international support networks for founders expanding abroad.

The program is open to startups that:Have a product on the market and paying customers.

That is the gap Bounce Watch aims to address.

Founded in 2023 by Cem Otkun (CEO) and Sedat Yusuf Ergunes (CTO), Bounce Watch is a signal-based AI platform for private market intelligence.

In practice, Bounce Watch focuses on identifying real-time company signals and translating them into prioritised actions.

Bounce Watch operates continuously in the background, monitoring activity, surfacing signals, and generating tasks and action boards automatically.

Since its founding, Bounce Watch has evolved from a single product into a three-product ecosystem consisting of its core platform, Signal Tracker, and an API module.

Euan Blair’s Multiverse has raised £70m in fresh funding, as it looks to expand across Europe and take a chunk of the enterprise AI training market.

The funding round in the edtech, which originally specialised in digital apprenticeships at tech firms, was led by new investor Schroders Capital.

It raised the funding at a $2.1bn valuation, a $400m increase on its last funding round in 2022.

Multiverse, founded by Blair, the son of former UK prime minister Tony Blair in 2016, has raised around $570m in total.

The edtech has moved into the German market following its acquisition of Berlin-based data and AI training company StackFuel in January this year.

In 2019, the Portugal-based startup Anybrain filed a patent application claiming its AI could detect game cheating solely from player inputs such as keyboards, controllers, and joysticks.

Anybrain is a platform designed to protect gamers from toxic behaviours such as fraud, hacking, and cheating in multiplayer games and esports events.

It’s an ongoing battle, and increasingly, companies see anti-cheat as a strategic priority.”How Anybrain’s tech worksAnybrain’s anti-cheat analysis is based on player behaviour analysis.

As AI cheats evolve, anti-cheat systems must adaptAccording to Ribeiro, cheating has already increased significantly, and AI will make it even easier to develop hacks.

It's a…

Nsave , a UK-founded offshore banking platform built for people from distressed economies, today announced the launch of financial services for Syrians in two phases: inbound transfers into Syria and international accounts for residents inside Syria.

For the first time, Syrians will have access to a stable foreign currency account, providing a hedge against local economic instability.

For millions of Syrians, access to basic financial services has been out of reach for generations.

Baroudi started the company after experiencing firsthand the challenges Syrians face in accessing reliable financial services.

They deserve modern, safe and affordable financial services, and today we start deliv…

Frontier AI lab for defence and security Twin Prime has raised have $10 million in pre-seed funding led by Expeditions, with additional investment from American and European VCs, Theon, family offices, and angels from within Palantir, Anduril, Quorum, and more.

Twin Prime is developing AI models that natively reason on data from a large number of sensor modalities in the physical world, notably across the national security landscape, compressing the perception-to-decision layer to enable smart, real-time action against threats.

Mikolaj Firlej, Co-founder and GP of Expeditions, said:“Current AI models are not specialised enough to capture the complexity of modern war and wider security chall…

Founded in 2005 as a research-driven green computing venture, Iceotope has evolved into a specialist in precision liquid cooling for AI infrastructure, high-performance computing (HPC), and edge deployments.

The company’s chassis-based liquid cooling approach is designed to replace traditional air cooling with liquid-based thermal management across infrastructure components, helping high-performance systems operate more efficiently while reducing energy consumption and water usage.

Iceotope said its solutions are designed for both core data centre environments and enterprise and edge deployments where cooling constraints can be particularly demanding.

The company currently holds more than 2…

Alongside the funding round, Ouinex introduced Ouinex Launchpad, a token sale platform designed to give users access to early-stage token launches based on platform engagement and loyalty metrics.

Ouinex is a trading platform combining crypto and traditional financial markets within a single environment.

The platform offers access to spot crypto, crypto perpetuals, forex, indices, stocks, and commodities derivatives through one account, using crypto assets as collateral.

The company said more than 10,000 retail and professional traders have participated in its funding rounds since launch.

The new funding will be used to support regulatory expansion, product development, and the rollout of a…

Most people think of additive manufacturing — better known as 3D printing — as small plastic prototypes or desktop machines producing objects you can hold in your hand.

According to Francesco De Stefano, additive manufacturing largely accepted the physical “box” of the printer as a limitation until around 2015.

Between 2015 and 2017, they worked on integrating the two technologies to bring additive manufacturing into large-scale industrial production.

Building a transatlantic manufacturing footprintThe company is currently the only large-format additive manufacturing player operating manufacturing facilities in both Europe and the US.

Its long-term ambition is not just autonomous machines, …

When VivaTech first opened its doors in 2016, it gathered 45,000 visitors.

The Energy Transition Gets RealThe climate debate at VivaTech 2026 moves past ambition and into execution.

To answer these questions, VivaTech is bringing together some of the sector's most consequential voices.

On the floor, startups like Nyobolt (ultra-fast charging), Bienesis (climate-resilient agriculture), and Tenaka (ocean regeneration, world exclusive) will demonstrate that the energy transition isn't a future story.

Join VivaTech from June 17 to 20 at Paris Porte de Versailles.

A London-founded payments fintech backed by US investment giant Bank of America has been acquired by Australia’s top business lender, the lender has announced.

The fintech has been acquired by National Australia Bank (NAB) for an undisclosed sum, with Banked boss Brad Goodall saying the deal will allow its tech to reach more people.

NAB is an existing customer of Banked, which has offices in London, Palo Alto and Vilnius, and has also invested in Banked via its venture arm.

Sources told Tech.eu that Banked would now be exiting the UK and US market and focus on Australia.

Sources said the deal failed due to issues arising out of the due diligence process carried out by Banked.

In 2025, European energy tech companies raised €7.5 billion, with funding concentrated in large infrastructure-focused rounds spanning EV charging, battery storage, grid flexibility, home energy systems, and sustainable fuels.

Debt financing played a major role, particularly among companies scaling capital-intensive assets such as charging networks and storage systems.

The largest deals show investor focus on deployment-ready infrastructure, with EV charging companies IONITY, Electra, and Believ ranking highly, while battery and grid storage companies, including Green Flexibility, Zenobē, Lion Storage, Return, and Energy Vault, also attracted significant capital.

Overall, 2025 points to a E…

Zerops, a Platform-as-a-Service startup redesigning cloud architecture, has raised a $2 million seed round led by Gi21 Capital.

Zerops removes the separation between development and production environments, a long-standing flaw in cloud architecture that causes deployment failures for developers and AI coding agents alike.

It creates a unified environment where applications behave identically from development through to production, enabling reliable deployments from the start.

We removed the gap entirely by rethinking how cloud architecture should work from the ground up.

The new funding will be used to expand Zerops’ global infrastructure in the US and Asia, accelerate product development,…

DDD Invoices, a Ljubljana-based company building API-driven infrastructure for global e-invoicing compliance, has raised a €1.31 million seed round backed by Fil Rouge Capital, 500 Global, and experienced operators from the ERP and e-invoicing ecosystem.

DDD Invoices is building an API-first infrastructure designed to simplify this process.

For unstructured files such as PDFs, DDD Invoices also applies AI-based document processing to extract and structure invoice data automatically.

Denis Vehovec Pondelak, CEO and co-founder of DDD Invoices, said modern software companies are increasingly challenged by local compliance complexity as they scale across markets.

With the new funding, DDD Invoi…

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.