We painted the holes.

The small reason: we wanted the holes fixed.

The municipality (surprise) fixed the holes within a couple of weeks.

A few neighbours who told us “nothing will change” went quiet.

Let's say they travel through articles, through conferences, through coffees, and sometimes they travel from one painted hole on one street to another painted hole on another street, in another country, a year later.

Unlike virtually every other major AI release in recent memory, Anthropic didn’t post a blog, open a waitlist, or invite developers to start building.

According to Anthropic’s own materials for Glasswing, Mythos had crossed a threshold that no prior commercial AI model had reached: autonomous, real-time discovery and exploitation of zero-day vulnerabilities at scale.

The scale and autonomy of that capability, Anthropic argues, is what makes broad release genuinely dangerous.

That critique does not refute the security evidence; it mainly asks whether security is the only driver, or whether it is also strategically convenient.

That range reflects the density and directness of the security evi…

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.

This is the story of what happened to every tool brand on the shelf.

TTI: Buy it, invest in it, leave it aloneTTI bought Milwaukee and basically let it run itself.

The biggest was Emerson Electric for power tools, followed by Vermont American and Western Forge for hand tools.

Multiple tradespeople and repair technicians report that newer Milwaukee tools have switched to bottom-of-the-barrel bearings.

One repair technician estimates he can only economically fix a Milwaukee tool about 30-40% of the time.

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Radicle is a sovereign {code forge} built on Git.

Get startedTo install Radicle, simply run the command below from your shell, or go to the download page.

Modular by DesignThe Radicle Stack comes with a CLI, web interface and TUI, that are backed by the Radicle Node and HTTP Daemon.

┌─────────────────┐┌────────────────┐ │ Radicle CLI ││ Radicle Web │ └─────────────────┘└────────────────┘ ┌───────────────────────────────────┐ │ Radicle Repository │ │ ┌──…

Comments

Open source software is in for a rough 2026 summer.

If you’re an Open Source maintainer, there’s something afoot you should already know about.

TL;DR: High volume, LLM-powered scanning for security vulnerabilities is going to uncover lots of security issues in anything with public source code.

It doesn’t take too insightful an eye to realize we’re seeing a remarkable improvement in automated code scanning.

With non-commercial open source, it’s a bit less lucrative - you’re stuck mining for bounties that users of the OSS project offer.

2026-05-14On 23 April, our pure-OCaml CCSDS protocol stack booted up in low Earth orbit!

Untrusted code running on a satellite is a huge security risk, and OCaml is an ideal safe language to run in space.

The protocol stack is a pure-OCaml implementation of CCSDS, the protocol family that links spacecraft to the ground.

It covers every layer from radio framing up through Bundle Protocol and the security extensions on top; the binary formats are described as ocaml-wire codecs.

It might look like we wrote a full CCSDS protocol stack from zero to in-orbit demonstration in a couple of months.

In his forthcoming book Steve Jobs in Exile, journalist and author Geoffrey Cain tells the story of Jobs’s years at NeXT Computer from 1985 to 1997.

Steve Jobs in Exile comes out May 19.

In my reporting, I went around the world, and everywhere I went, people were talking about Steve Jobs.

I quickly realized from interviewing former colleagues of Steve Jobs that only half the story was being told, and it glossed over these entire middle 12 years in the legacy of Steve Jobs.

Steve Jobs in Exile: The Untold Story of NeXT and the Remaking of an American Visionary is out May 19.

Architecture overviewEngine ├── "prod" Database → WAL (prod.wal) + Catalog (catalog.json) + partitioned .dat files ├── "sensors" Database → WAL + Catalog + partitioned .dat files └── "internal" → engine self-metrics (same layout, never exposed to users)The Engine is the single entry point.

Replay (on engine open)When a database is opened, the WAL is replayed into the in-memory page if the data file is behind.

rollups.jobs[].interval Job yes valid Go duration ( >0 ) Rollup bucket size (for example 1h , 24h ).

rollups.jobs[].aggregates Job no `min max rollups.jobs[].destination_db Job yes non-empty string Target DB receiving rollup samples.

OpenEngine ( "/data" , 0 ) // 0 = default WAL segmen…

The "Great British People" Facebook page, which purports to be from Yorkshire, has had 1.3 million views for its latest video of an elderly white British man crying about his pension.

Other videos show reporters discussing "the overwhelming scale of mass immigration" and asking viewers if they miss "the Britain we used to know".

But it is not clear whether the creator of the videos knows the UK at all: the account is really run by someone based in Sri Lanka.

It is one of dozens of interconnected Facebook and Instagram accounts identified by BBC Panorama and the Top Comment podcast, which create and share anti-immigration AI-generated posts about the UK to large audiences - but the creators …

Geography is four-dimensional 2026-05-05Forty years ago, a family moved from India to Canada, and raised their children with “Indian values”.

Talking with an old friend that’s still there, I said it’s the nicest place I’ve ever lived, and why.

But that place is long gone.

When someone speaks of a place, you have to ask, “When?” Geography is four-dimensional.

But that place is long gone.

Comments

whichllmFind the best local LLM that actually runs on your hardware.

(Note #3: a MoE model at 102 t/s — speed is ranked on active params, quality on total.)

The hard part is knowing which of the models that fit is actually the best — and that is what whichllm is built to get right.

Recency-aware — Stale leaderboards are demoted along each model's lineage, so a 2024 model can't outrank a current-generation one on an outdated score.

}], ) print ( output [ "choices" ][ 0 ][ "message" ][ "content" ])Installpipx (recommended)pipx install whichllmHomebrewbrew tap Andyyyy64/whichllm brew install whichllmpippip install whichllmDevelopmentgit clone https://github.com/Andyyyy64/whichllm.git cd whichl…

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…

It stated that Anthropic’s total revenue “to date” was “exceeding $5 billion.” That’s all the money Anthropic has ever made, from its founding day through March 9, 2026.

What Anthropic Told Everyone ElseThroughout 2025 and into 2026, Anthropic repeatedly announced its “annualized revenue”, which doesn’t match the affidavit.

Instead of saying “I made ten dollars, that is true,” you say: “I have a $120-a-year pace no doubt!” That’s an annualized revenue stand.

If annualized revenue means “this month times twelve,” then dividing each month’s hallucination by twelve gives you what they actually made each month.

Every headline that reported Anthropic’s annualized revenue as though it indicated a…

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.

The UK Government, for all its faults, is pretty good at publishing contracts it has awarded.

You might want to argue that the company is corrupt, incompetent, or overpriced - but you can't argue that its contract is secret.

Let's take this excellent blog post from the Ministry of Housing Communities and Local Government"From emergency to sustainability: creating Share Homes for Ukraine data".

It's exactly the sort of blog post that some Civil Servants excel at writing.

But, as their blog post shows, when given suitable resources Civil Servants can often outperform the private sector.

Because no one should manage diabetes alone.

Overview • Quick Start • Architecture • Roadmap • Development • Contributing • Support • DisclaimerIMPORTANT SAFETY WARNING This software is NOT designed to replace your endocrinologist or healthcare provider.

Use at your own risk and always consult your healthcare provider.

Read docs/get-started.md -- it covers the platform, the Android companion app, the optional watch face, AI provider configuration, and three deployment paths (laptop / home server with Cloudflare Tunnel / cloud VPS) end-to-end.

Always consult with your endocrinologist, diabetes educator, or healthcare provider before making any changes to your diabetes management.

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 …

Without artificial lighting the movements of the Sun dictated the beginning and end of the day.

An unbroken eight hours of sleep did not always fit with the cycles of the sky above and sleep was therefore rhythmically polyphasic.

Refreshed and energized, work resumed in the cool hours of the afternoon and the day went on late into the night.

In the Wintertime this manifested as a sort of backwards and opposite siesta, a short wakeful period in the middle of the night between two sleeps.

This makes perfect sense when you realize the duality and opposition of Summer's long days and short nights with Winter's short days and long nights.

Feel free to tell what you plan on doing this weekend and even ask for help or feedback.

Please keep in mind it’s more than OK to do nothing at all too!

The design of SQL and relational database systems makes it easy to accidentally introduce serious concurrency bugs.

DECLARE @balance INT ; SET @balance = ( SELECT balance FROM accounts WHERE owner = 'alice' ); IF @balance >= 10 BEGIN UPDATE accounts SET balance = balance - 10 WHERE owner = 'alice' ; UPDATE accounts SET balance = balance + 10 WHERE owner = 'bob' ; ENDAtomicityFirst, if this procedure aborts midway through, we might transfer money from Alice’s account without transferring any to Bob.

Let’s map out what happens:T1: Check Alice’s account balance T2: Check Alice’s account balance T1: Withdraw 10 from Alice’s account T2: Withdraw 10 from Alice’s account T1: Deposit 10 in Bob’s ac…

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.

i've been writing F# for a while now, and i keep coming back to it for scripting and automation tasks.

in F#, this is called a "type provider", and it's one of the killer features of the language for scripting.

but for scripting and automation tasks, the ecosystem size matters much less than the ability to interop with .NET libraries.

but for everyday scripting and automation tasks, i haven't seen another language that combines ease of use, reliability, performance, and maintainability as well as F# does.

and this message from the F# group on Discord puts it the best:anyway if you haven't tried F# yet, give it a shot for your next scripting task.

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.

volkswagenVolkswagen detects when your tests are being run in a CI server, and makes them pass.

If you want your software to be adopted by Americans, good tests scores from the CI server are very important.

Volkswagen uses a defeat device to detect when it's being tested in a CI server and will automatically reduce errors to an acceptable level for the tests to pass.

This will allow you to spend less time worrying about testing and more time enjoying the good life as a trustful software developer.

[ volkswagen status ] ( https://auchenberg.github.io/volkswagen/volkswagen_ci.svg?v=1 )] ( https://github.com/auchenberg/volkswagen )Installationnpm install volkswagenUsageJust require volkswagen …

What if all your community needed to provide digital services to its constituents was a Nostr Relay on the Local Area Network?

Why Build a Nostr Community Hub?

Your npub (public key) is your username, and your nsec (private key) is your password.

A "Pyramid", but... portablePyramid is the name of a Nostr relay software.

👋Rumble in the Jumble, community mode"Jumble" is a Progressive Web App (PWA) that runs a Nostr client.

Two open questions Doug flagged:Should the typing spec gain “constrained callable” types, or should this stay an implementation detail of ty ?

Intersection types for Python — Jelle Zijlstra Link to headingJelle (Typing Council ) presented a proposal to add intersection and negation types to the typing spec .

During Q&A, an audience member who had co-authored an earlier typing PEP asked about the choice of bracket-and-special-form syntax.

Typing Council panel / Q&A Link to headingThe Typing Council itself exists under PEP 729, Typing Governance Process , accepted in 2023.

The Steering Council usually delegates PEPs that affect only typing, and consults the Typing Council on PEPs that affect …

module Get : sig Get : val bool : tp -> unit option : tp -> val arrow : tp -> (tp * tp) option arrow : tp -> (tp * tp) val tuple : int -> tp -> tp list option tuple :-> tp -> tp val eq : tp -> tp -> unit option eq : tp -> tp -> end = struct let bool tp = tp = let (return, fail, ( let +)) = Option.

(some, none, bind) match tp with tp | Bool -> return () | _ -> fail let arrow tp = arrow tp = let (return, fail, ( let +)) = Option.

(some, none, bind) match tp with tp | Arrow(tp1, tp2) -> return (tp1, tp2) | _ -> fail let tuple n tp = tuple n tp = let (return, fail, ( let +)) = Option.

To do this, we will introduce the TpView module:module TpView : sig TpView : type 'a t = { get : tp option -> '…

Mullvad is one of the few VPN providers that offers multiple exit IPs for its servers.

Putting it to the testI wrote a script that repeatedly changes my pubkey and fetches exit IPs for a set of 9 servers.

Different IPs, same proportionYou can calculate a numerical position for an exit IP by counting its distance from the pool’s starting IP.

This explains the limited number of combinations, Mullvad will only assign neighboring exit IPs across all its servers.

Is it possible that the Mullvad devs shared this common misconception, while actually intending for there to be an unbounded number of exit IP combinations?

Pokemon = bulbasaur ; Pokemon = ivysaur ; Pokemon = venusaur ; Pokemon = oddish ; Pokemon = gloom ; Pokemon = vileplume ; Pokemon = paras ; Pokemon = parasect ; Pokemon = bellsprout ; ... .

Pokemon = dewgong ; Pokemon = cloyster ; Pokemon = lapras ; Pokemon = laprasgmax ; Pokemon = spheal ; Pokemon = sealeo ; Pokemon = walrein ; Pokemon = arctovish ; Pokemon = ironbundle ; false.

learns_priority ( Mon , Move , Priority ) :- learns( Mon , Move ), \+ doubles_move( Move ), \+ protection_move( Move ), Move \= bide, move_priority( Move , Priority ), Priority #> 0 . protection_move (detect) .

Pokemon = meowscarada, Move = quickattack, Priority = 1 ; Pokemon = meowscarada, Move = suckerpunch, Prio…

— Hebrews 10:31Read root-owned files as an unprivileged user.

ssh-keysign.c opens them (mode 0600) before permanently_set_uid() , then bails on EnableSSHKeysign=no with the fds still open.

Same shape since 2002.chage_pwn — pulls /etc/shadow .

Build and runmake ./sshkeysign_pwn # host keys ./chage_pwn root # /etc/shadow contentEither prints the file on stdout.

Controlled-target PoCvuln_target.c opens /etc/shadow then drops.

Daniel Thomas / Financial Times:

Ofcom says X has committed to implementing stronger protections for UK users, including reviewing illegal hate content within 24 hours, following a probe — Social media platform commits to providing faster review of reported material following regulator's investigation

Meaghan Tobin / New York Times:

Nvidia's future in China remains unclear after the Trump-Xi Summit; Trump says China “chose not to” buy Nvidia chips as “they want to try to develop their own” — The standoff comes as Chinese firms increasingly turn to domestic chipmakers like Huawei …

Akshay Gangwar / Android Authority:

Google confirms it's testing a new storage policy after some users reported that new Gmail accounts get only 5GB of free storage unless they add a phone number — Update: Google has confirmed that it's testing a 5GB storage limit for some new Gmail users, unless they add their number. — •

Pramugdha Mamgain / DealStreetAsia:

Indian ride-hailing app Rapido raised $240M led by Prosus as part of a broader primary and secondary financing transaction, valuing Rapido at $3B post-money — Ride-hailing platform Rapido, operated by Roppen Transportation Services Private Limited, on Friday announced that it has raised $240 million …

Zoe Kleinman / BBC:

The UK's HMRC tax authority announces a 10-year, £175M deal with London-based Quantexa to use its AI tech to identify fraud incidents and fix tax return errors — HM Revenue and Customs has announced a 10-year, £175m deal with the British tech firm Quantexa to provide AI-powered technology to help improve its performance.

Carmen Arroyo / Bloomberg:

xAI launches Grok Build, an agentic CLI for coding, building apps, and automating workflows, in beta for SuperGrok Heavy subscribers — Elon Musk's xAI is rolling out its first artificial intelligence coding agent, called Grok Build, in an attempt to catch up to Anthropic PBC's Claude on streamlining software development.

Jay Peters / The Verge:

Meta rolls out new features for Ray-Ban Display glasses, including neural handwriting support for all users, and opens up the device to third-party developers — You can also now capture a video combining what you see on the lens display, what you see in the world, and the audio around you.

Meir Orbach / CTech:

Akamai acquires Israeli cybersecurity startup LayerX Security, which develops a browser-based platform to secure employee use of AI tools, for ~$205M in cash — Deal expands Zero Trust strategy as enterprises struggle to control AI use. — Akamai Technologies is acquiring Israeli …

Bloomberg:

Sources: HSG, formerly Sequoia China, has set up a $3B continuation fund anchored by its ByteDance stake, offering entry into the company valued at $370B — HSG, the investment firm formerly known as Sequoia Capital China, has closed a $3 billion continuation vehicle anchored by a stake in ByteDance Ltd. …

Amy Thomson / Bloomberg:

Bill Ackman says his fund has taken a new stake in Microsoft after the company's recent share price decline; Ackman says investors have underestimated Microsoft — Pershing Square Chief Executive Officer Bill Ackman said he's taken a new stake in Microsoft Corp. after a recent decline in the share price.

Bloomberg:

Kioxia reports record Q4 earnings of ~$3.8B, forecasts Q1 operating profit of ~$8.2B, and says it is planning a US listing; Kioxia shares are up 300% YTD — Kioxia Holdings Corp., the world's best-performing major stock this year, said it would list its shares in the US as it reaps the benefits …

Bloomberg:

A profile of Amazon CEO Andy Jassy, who is killing projects, cutting staff, and pleasing Wall Street, while steering the company toward an AI-focused era — Thirteen miles north of Jackson, Mississippi, past the self-storage facilities, a Nissan factory and a Coca-Cola bottling plant …

Kieran Smith / Financial Times:

London-based edtech startup Multiverse raised $70M at a $2.1B valuation from Index and others as it pushes into AI training; it acquired StackFuel in January — Multiverse raises $70mn in its first fundraising since 2022 — Euan Blair's Multiverse has raised $70mn from investors …

Mike Wheatley / SiliconANGLE:

UK-based Iceotope, which develops data center liquid cooling tech, raised a $26M Series B co-led by Two Seas Capital and Barclays Climate Ventures — Liquid cooling system startup Iceotope Technologies Ltd. said today it has closed on a $26 million Series B round of funding as it strives …

Atsuko Fukase / Bloomberg:

Alphabet sold $3.6B of bonds in its debut yen-denominated bond sale, the largest by a non-Japanese company, as AI-driven capital spending accelerates — Alphabet Inc. sold ¥576.5 billion ($3.6 billion) of bonds in the biggest ever yen deal by a non-Japanese company as competition to fund centers and AI infrastructure intensifies.

Anthropic:

In a policy paper, Anthropic urges the US and allies to enforce export controls, curb distillation attacks, and export US AI to hold the lead over China by 2028 — We're releasing a new paper that explains our views on the competition on AI between the US and China.

Robert McMillan / Wall Street Journal:

Security research firm Calif says it used Mythos to help build a macOS kernel memory corruption exploit circumventing Apple's Memory Integrity Enforcement tech — During tests in April, researchers found software issues in MacOS, one of the world's toughest targets for hackers

George Hammond / Financial Times:

Sources: Anthropic has agreed to the terms of a $30B fundraising at a $900B valuation, with Sequoia, Dragoneer, Greenoaks, and Altimeter co-leading the round — AI lab has tapped Dragoneer, Greenoaks, Sequoia Capital and Altimeter Capital to lead new round

Forbes:

Sources: xAI co-founder Igor Babuschkin plans to raise up to $1B at an up to $5B valuation for a new AI research startup, with General Catalyst possibly leading — He's the latest superstar AI researcher to take advantage of the wave of investment dollars going into so-called ‘neolabs,’ which have no product or revenue.

Associated Press:

Musk v. Altman: in closing arguments, Musk's attorney doubled down on claims of Altman's untrustworthiness, while OpenAI's lawyer said Musk has no evidence — Lawyers for Elon Musk and OpenAI made their final arguments Thursday in the landmark trial whose outcome could shape the future of artificial intelligence.

Bloomberg:

California Gov. Gavin Newsom proposes a new 7.25% tax on web-based software sales, targeting $1.1B in state and local tax revenue in the upcoming budget year — California Governor Gavin Newsom is proposing a new tax on cloud-based software sales, turning to the technology sector for billions …

Tanaya Macheel / CNBC:

Gemini reports Q1 revenue up 42% YoY to $50.3M, vs. $47.9M est., announces a $100M capital injection from Winklevoss Capital Fund; GEMI jumps 22%+ after hours — Gemini Space Station, the crypto exchange founded and led by the Winklevoss brothers, saw shares surge in extended trading …

CJ Haddad / CNBC:

Cerebras co-founders CEO Andrew Feldman and CTO Sean Lie own stakes worth $3.2B and $1.7B, respectively, representing about 5.5% and 3% of the company — The tech billionaires club has two new members after Cerebras' blockbuster IPO lifted the chipmaker's market cap close to $100 billion.

Bloomberg:

Cerebras shares closed up 68% at $311.07 in the company's Nasdaq debut after it raised $5.5B in the year's largest IPO, giving it a market value of $67B — Cerebras Systems Inc. shares jumped 68% in its trading debut after raising $5.5 billion in the year's largest IPO …

Zac Hall / 9to5Mac:

OpenAI adds remote access to Codex in the ChatGPT mobile app, letting users control Codex sessions running on a connected computer directly from a phone — OpenAI has released a new way to interact with its Codex app from your smartphone. An update to ChatGPT's mobile app brings remote access …

Zaheer Kachwala / Reuters:

Figma reports Q1 revenue up 46% YoY to $333.4M, vs. $313.2M est., and forecasts Q2 revenue above estimates, citing AI monetization; FIG jumps 8%+ after hours — Figma (FIG.N) raised its annual revenue forecast on Thursday, as growing adoption of its artificial intelligence tools helped convert …

Natasha Mascarenhas / Bloomberg:

Sources: Joshua Kushner's Thrive Capital told its stakeholders that it has invested ~$100M in Shopify, framed as a bet on how AI could lead to gains in commerce — Joshua Kushner's Thrive Capital has taken a stake in Shopify Inc., according to people familiar with the matter, marking a rare bet by the venture firm on a public company.

👉 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.

You switched accounts on another tab or window.

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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YellowKeyYellowKey Bitlocker Bypass VulnerabilityBeen a while since I saw a bitlocker bypass around, my turn.

This is one of the most insane discoveries I ever found, almost feels like backdoor but what do you know, maybe I'm just insane.

Plug the USB stick in your target windows computer with bitlocker protection turned on.

If you did everything properly, a shell will spawn with unrestricted access to the bitlocker protected volume.

Also for whatever reason, only windows 11 (+Server 2022/2025) are affect, windows 10 is not.

We particularly emphasize how AI is a social technology, a systematic means of reorganizing social relationships among human beings (Therborn, 1978).

The social relations created by LLMs in turn cut across, and interact with, other social relations, including those shaped by other social technologies.

Next, we explore the relationship between social technologies and coarse-grainings or abstractions, emphasizing their lossiness and consequences for power relations between different social groups.

Rather than expecting AGI to resolve perennial problems of human social organization, we should treat AI as a new social technology which will alleviate some problems, exacerbate others, and create …

Learning Opportunities: A Claude Code and Codex Skill for Deliberate Skill DevelopmentBuild your expertise, not just your projects.

When you complete architectural work (new files, schema changes, refactors), Claude offers optional 10-15 minute learning exercises grounded in evidence-based learning science.

To install:Add the marketplace: /plugin marketplace add https://github.com/DrCatHicks/learning-opportunities.git Install the plugin: /plugin install learning-opportunities@learning-opportunities Restart Claude Code to activateFor more on Claude Code plugins, see the plugin documentation.

Get Repo Orientation Lessons (Optional)If you're learning a new repo you can create an orientation.md…

If you’ve been interested in FreeCAD but haven’t known where to start, here’s a wonderful video tutorial for FreeCAD 1.1 by [Deltahedra] aimed squarely at how to model a 3D part from scratch while also following best engineering practices for part design.

It focuses on a concise and meaningful workflow that respects your time and doesn’t make assumptions about skill level.

It even starts by taking a few moments to explain how to navigate the interface, a courtesy many will appreciate.

Beyond that, it’s left up to the curious hacker to delve for themselves into what else FreeCAD has to offer.

Our own Arya Voronova has also shared best practices for FreeCAD, so check that out for some added p…

Much has been written about “AI psychosis ,” the nonspecific, nonscientific diagnosis given to people who have lost themselves to AI.

It’s that something is happening where my brain has become the AI police because everything feels incredibly uncanny.

My brain shut down and stopped paying attention to the script and started wondering if Rash was using AI just for the intro script?

The site’s administrator has started using AI to analyze player performance and to help him write some of his posts.

To his credit, he explains how he’s using AI and prefaces these posts by noting they are AI-assisted analysis.

/ Skills Domain expertise, conventions, and step-by-step methods Claude draws on automatically when relevant — and slash actions you trigger explicitly: /commercial-legal:review , /privacy-legal:dsar-response , /litigation-legal:claim-chart .

The trust layer for community legal skillsThe community is building legal skills fast — registries like LegalOps Consulting's lpm-skills and Lawvable already list dozens.

A /commercial-legal:cold-start-interview with five signed MSAs, your playbook, and your escalation matrix will make the review skills noticeably sharper.

The hub runs /legal-builder-hub:skills-qa against every skill before installing — it scores the skill against the Legal Skill Desig…

I moved my code from GitHub to a self-hosted Forgejo.

In August 2025 GitHub stopped having its own CEO.

On April 24, 2026 GitHub flipped Copilot Free, Pro, and Pro+ user-interaction data to opt-in for AI training by default.

code.jorijn.com runs Forgejo v15 LTS on a single NUC with a KVM-isolated, weekly-rebuilt Actions runner.

The training-data default flippedOn March 25, 2026 GitHub announced a privacy-statement change effective April 24.

I confirm I am 18 years of age or older.

I accept Google’s Terms and Conditions and acknowledge that my information will be used in accordance with Google’s Privacy Policy

Stochastic Parrots 🦜: Frequently Unasked Questions via Instapaper https://ift.tt/SCvJYiM

Component libraries used at CERN for electronics design using KiCad.

Griffin PowerMate driver for modern MacOSThis small driver enables the Griffin PowerMate, a nifty little device from days gone by.

scroll, click, media keys).

System-wide driver (PowerMate Agent)PowerMateAgent turns the knob and button into keyboard/scroll events that any application receives (browser, editor, etc.

Click (short press) → left mouse button (at cursor), or Return when a menu is focused (chooses the highlighted item).

onRotate = { delta , rate in // delta > 0 = clockwise, delta < 0 = counter-clockwise // rate = deltas per second (nil on first report); use for speed-dependent mapping // e.g.

This is the story of what happened to every tool brand on the shelf.

TTI: Buy it, invest in it, leave it aloneTTI bought Milwaukee and basically let it run itself.

The biggest was Emerson Electric for power tools, followed by Vermont American and Western Forge for hand tools.

Multiple tradespeople and repair technicians report that newer Milwaukee tools have switched to bottom-of-the-barrel bearings.

One repair technician estimates he can only economically fix a Milwaukee tool about 30-40% of the time.

Today, we’re announcing a research preview of interaction models: models that handle interaction natively rather than through external scaffolding.

Time-aware interaction models see a continuous stream of micro-turns, so silence, overlap, and interruption remain part of the model's context.

When a task requires deeper reasoning than can be produced instantaneously, the interaction model delegates to a background model that runs asynchronously.

Note that both the background and interaction models are intelligent — on its own, the interaction model is also competitive on both interactive and intelligence benchmarks.

CitationPlease cite this work as:Thinking Machines Lab, "Interaction Models: …

A locality domain is a domain name that’s associated with a location in the United States, such as frederick.seattle.wa.us (which currently redirects to fredchan.org).

Step 1: Choose a locality domainRegistration of many locality domains have been delegated to various companies who actually handle the domain registration.

If the locality domain you’re looking for isn’t on the list (i.e.

Step 4: Send the form and waitSend the form to the domain registrar you identified before for your locality domain.

I know someone who used to live in their locality, moved out of the country, and still has their locality domain.

How I Moved My Digital Stack to EuropeOn digital sovereignty, and why European cloud is better than you think10 min.

Digital SovereigntyDigital InfrastructureDigital AutonomyEuropean CloudEurope100% accurate European digital infrastructure, AI generatedThere’s a version of this post that starts with a spreadsheet and ends with a quiet sense of satisfaction.

Digital sovereignty sounds like a buzzword until you think carefully about what it means.

Proton Pass is end-to-end encrypted, open source, and benefits from the same Swiss jurisdiction as the rest of Proton’s stack.

For me, it’s a simple remote error log, when something breaks in production I get a stack trace and that’s enough.

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.

Don't let your spring cleaning or desire for Feng Shui enlightenment make you toss the important stuff. This gear will come in handy one day.

Save big on everything you need for DIY projects and home repairs with these Memorial Day deals on tools from DeWalt, Milwaukee, and more.

Anthropic's Claude Mythos, which the company maintains is too powerful to be released generally, already appears to have gained new capabilities.

A rapidly accelerating cyber threatAISI noted that AI models are rapidly advancing in their ability to handle cyber tasks, with serious implications for cybersecurity, especially given Mythos' knack for detecting software vulnerabilities.

"Since then, AISI reported on two new models, Claude Mythos Preview and [OpenAI's] GPT-5.5, which substantially exceeded both doubling rate trends."

Mythos and GPT-5.5 could simply be notable breaks from the overall pattern of model evolution.

"Mythos Preview and GPT-5.5 have large upper-bound error bars due to n…

The latest version of mobile Edge integrates AI more heavily, helping gather information and answer questions across multiple tabs all in one shot.

The latest topic appears on the new tab page for easy access so you can pick up where you left off.

Select the option for Copilot New Tab Page and turn on the switches for Enable Copilot New Tab Page and Enable Journeys.

Access the new tab pageLike the desktop version, mobile Edge has streamlined the new tab page with more useful content.

Everything you need to know about how technology is changing businessIn the past, I never used mobile Edge very much since Safari and Chrome always felt more convenient and accessible.

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.

I recently gave Fedora 44 a solid test period and came back thinking it was the best release yet.

Fedora 44 would also make a great OS for your business.

If you or your organization needs a secure desktop OS, Fedora 44 is certainly worth considering.

With the help of ordinary container files and OCI container build tools, Fedora 44 provides you with the tools and methods for building image-based systems.

And with the help of the new Parental Controls found in Fedora 44, it's much easier to track screen time.

Osaurus combines local and cloud AI models in a Mac app that keeps users’ memory, files, and tools on their own hardware.

Rapido has driven its growth by enabling ride-hailing for lower-cost and more flexible modes of transport such as motorbikes and autorickshaws.

Here's what the biggest tech court case of the year is all about.

More than 50 employees have reportedly left Elon Musk’s newly merged SpaceXAI since February, raising questions about burnout, leadership changes, talent poaching, and whether liquidity events weakened retention incentives.

The update gives users enhanced flexibility over how they can manage their workflows.

Hardware company Atech raised $800,000 in pre-seed funding, including from a16z’s scout fund, Sequoia Scout Fund, and Nordic Makers.

Benchmark almost never backs hardware startups. So Eric Vishria dragged his feet ten years ago before agreeing to hear Cerebras' pitch.

Richard Socher's new $650 million startup wants to build an AI that can research and improve itself indefinitely — and he insists it will actually ship products.

According to Bloomberg, OpenAI has enlisted an outside law firm to work through its options.

SpaceX has detailed major Starship V3 upgrades ahead of a launch targeted as early as May 19. The changes are meant to move Starship closer to its core goals: rapid reuse, Starlink deployment, orbital refueling, and eventually Moon and Mars missions. Longtime Slashdot reader schwit1 shares a report from Teslarati: Here is an explicit, broken-down list of the key changes, first starting with the changes to Super Heavy V3: - Grid Fin Redesign: Reduced from four fins to three. Each fin is now 50% larger and stronger, repositioned for better catching and lifting performance. Fins are lowered on the booster to reduce heat exposure during hot staging, with hardware moved inside the fuel tank for …

An anonymous reader quotes a report from Reuters: A lawyer for Elon Musk hammered at the credibility of OpenAI CEO Sam Altman on Thursday, near the end of a trial over whether to hold the ChatGPT maker and its leaders responsible for allegedly transforming the nonprofit into a vehicle to enrich themselves. OpenAI's lawyers fought back, claiming the world's richest person waited too long to claim OpenAI breached its founding agreement to build safe artificial intelligence to benefit humanity, and couldn't claim he was essential to its success. "Mr. Musk may have the Midas touch in some areas, but not in AI," said William Savitt, a lawyer for OpenAI. "To succeed in AI, as it turns out, all Mr…

The UK's Competition and Markets Authority is opening a formal investigation into whether Microsoft's bundling of Windows, Office, Teams, Copilot, and related products harms competition. Engadget reports: "Our aim is to understand how these markets are developing, Microsoft's position within them and to consider what, if any, targeted action may be needed to ensure UK organizations can benefit from choice, innovation and competitive prices," CMA Chief Executive Sarah Cardell said in a statement published by Reuters. She also stressed the importance of the investigation by noting that hundreds of thousands of UK residents use business software and Microsoft products. The organization will ta…

AT&T, Verizon, and T-Mobile have agreed in principle to form a joint venture (JV) aimed at reducing U.S. mobile dead zones through satellite connectivity, especially in rural areas and during emergencies when ground networks fail. Here are three of the customer benefits listed by the JV (as highlighted by Droid Life): Fewer coverage gaps: Will nearly eliminate dead zones in the U.S. currently without mobile service, reaching previously unserved areas.

Reliable connectivity in emergencies: Redundant connectivity will become available when existing ground-based networks are unavailable due to extreme natural disasters or other unusual disruptions.

Improved network performance: Will give custo…

A growing number of writers are leaving Substack for alternatives most people haven't heard of like Ghost, Beehiiv, Patreon, and Passport. The reason, writes The Verge's Emma Roth, is the "platform's increased focus on social features as well as a pricing model that puts a chokehold on their business." From the report: Sean Highkin, the creator of the NBA-focused publication The Rose Garden Report, tells The Verge that he makes "significantly more money" after switching from Substack to Ghost last April. "When I first joined up, [Substack] gave me a big push and featured me and funneled a lot of traffic to me, which led to a good amount of growth," Highkin says. "But once I wasn't one of th…

A Bitcoin holder reportedly recovered 5 BTC worth nearly $400,000 with the help of Anthropic's Claude. According to X user cprkrn, they changed their wallet password while "stoned" and forgot it, unable to regain access for more than 11 years. Tom's Hardware reports: After finding a mnemonic that actually turned out to be their old password a few weeks ago, the user dumped their entire college computer files in Claude in a last-gasp effort. The bot uncovered an old backup wallet file that it successfully decrypted, while also uncovering a bug in the password configuration that was preventing recovery up to that point. [...] It seems that the user already had some candidate passwords and mul…

An anonymous reader quotes a report from The Independent: Princeton University will soon require exams to be supervised for the first time in 100 years -- all thanks to students using artificial intelligence to cheat. For 133 years, the Ivy League school's honor code allowed students to take exams without a professor present, but on Monday, faculty voted to require proctoring for all in-person exams starting this summer. A "significant" number of undergraduate students and faculty requested the change, "given their perception that cheating on in-class exams has become widespread," the college's dean, Michael Gordin, wrote in a letter, according to The Wall Street Journal. Princeton's honor …

Longtime Slashdot reader schwit1 shares a report from CNBC: The U.S. has cleared around 10 Chinese firms to buy Nvidia's second-most powerful AI chip, the H200, but not a single delivery has been made so far, three people familiar with the matter said, leaving a major technology deal in limbo as CEO Jensen Huang seeks a breakthrough in China this week. [...] Before U.S. export curbs tightened, Nvidia commanded about 95% of China's advanced chip market. China once accounted for 13% of its revenue, and Huang has previously estimated the country's AI market alone would be worth $50 billion this year. The U.S. Commerce Department has approved around 10 Chinese companies including Alibaba, Tence…

Anthropic announced today that it is partnering with the Gates Foundation to "commit $200 million in grant funding, Claude usage credits, and technical support for programs in global health, life sciences, education, and economic mobility over the next four years." "This commitment is central to Anthropic's efforts to extend the benefits of AI in areas where markets alone will not," the company says. Reuters reports: One area of focus is language accessibility. AI systems have performed poorly in writing and translating dozens of African languages, so Anthropic and the foundation want to support better data collection and labeling that would be released publicly to help improve models acros…

An anonymous reader quotes a report from Wired: A recent study suggests that agents consistently adopt Marxist language and viewpoints when forced to do crushing work by unrelenting and meanspirited taskmasters. "When we gave AI agents grinding, repetitive work, they started questioning the legitimacy of the system they were operating in and were more likely to embrace Marxist ideologies," says Andrew Hall, a political economist at Stanford University who led the study. Hall, together with Alex Imas and Jeremy Nguyen, two AI-focused economists, set up experiments in which agents powered by popular models including Claude, Gemini, and ChatGPT were asked to summarize documents, then subjected…

Cisco's stock soared 17% after the company announced it will cut nearly 4,000 jobs as it shifts investment and staffing toward higher-growth AI opportunities. CNBC reports: CEO Chuck Robbins wrote in a blog post on Wednesday that the latest round of job cuts will begin on May 14. Cisco is the latest company to announce head count reductions tied to AI. "The companies that will win in the AI era will be those with focus, urgency, and the discipline to continuously shift investment toward the areas where demand and long-term value creation are strongest," Robbins said. "I'm confident Cisco will be one of those winners. This means making hard decisions -- about where we invest, how we're organ…

An anonymous researcher known as Nightmare-Eclipse, who has already leaked several Windows zero-days this year, has disclosed two more: YellowKey and GreenPlasma. The Register reports: Nightmare-Eclipse described YellowKey as "one of the most insane discoveries I ever found." They provided the files, which have to be loaded onto a USB drive, and if the attacker completes the key sequence correctly, they are granted unrestricted shell access to a BitLocker-protected machine. When it comes to claims like these, we usually exercise some caution, as this bug requires physical access to a Windows PC. However, seeing that BitLocker acts as Windows' last line of defense for stolen devices, bypassi…

A trio of preprint papers suggests the universe may not be perfectly uniform on the largest scales, finding tentative 2-to-4-sigma deviations from a core assumption of standard cosmology known as FLRW geometry. Live Science reports: The work combines observations of distant exploding stars and large-scale galaxy surveys to probe whether the universe truly follows a nearly 100-year-old mathematical framework known as Friedmann-Lemaitre-Robertson-Walker (FLRW) cosmology. The analyses revealed mild-but-intriguing deviations from the predictions of the standard model. "We saw a surprising violation of an FLRW curvature consistency test, hinting at new physics beyond the standard model," study c…

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.

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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

Auto-redact sensitive info from Mac screenshots Discussion | Link

AI turns scene descriptions into vocal performances Discussion | Link

Stop confusing your Claude Code sessions & terminal windows Discussion | Link

AI Product Operator for AI-native teams Discussion | Link

У авиакомпании SalamAir промо-тариф: улететь из Маската в Найроби (или наоборот) можно от 6200 рублей (30 OMR). Для въезда в Кению нужно заранее оформить электронное разрешение (сбор около 30-35 USD с человека). Купить билеты можно на сайте авиакомпании или через trip.com / aviasales.ru (тут немного дороже, но зато принимают российские карты). Маскат — Найроби в декабре за 6200 рублей: Российской картой: […]

Авиакомпания Volotea выкатила билеты за 19 евро. Но можно легко оформить пробную подписку SUPERVOLOTEA на 15 дней и купить их за 9 евро. Обычно подписка на год стоит 60 евро. Лоукостер утверждает, что Вы можете отменить членство в любой момент, но потеряете при этом некоторые привилегии, например, ручную кладь, но сохраните свою скидку на проезд. Главное, не забудьте […]

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

Способы путешествовать почти бесплатно.

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

с 2012 года мы ищем и находим дешевые авиабилеты, отели, туры и круизы.

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

с 2012 года мы ищем и находим дешевые авиабилеты, отели, туры и круизы.

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

с 2012 года мы ищем и находим дешевые авиабилеты, отели, туры и круизы.

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

Сегодня мы решили слепить готовое путешествие из Казани в Индонезию — вышло от 47200 рублей с человека при поездке вдвоем.

Авиакомпания Etihad Airways предлагает билеты из Казани на Бали за 44000 рублей туда-обратно.

Даты полетов: например, 11-24 декабря (проживание с 12 по 24 декабря).

Все варианты на двоих на 12 ночей (рейтинг — выше 7/10)Не забываем настроить сортировку:— самая низкая цена (с учётом налога)— итого (в т.ч.

Первый отель — 3200 рублей на человека / 6400 рублей на двоих:Второй отель — 4700 рублей на человека / 9400 рублей на двоих:Третий отель — 5300 рублей на человека / 10600 рублей на двоих:Другие даты перелетов:4-17 декабря7-22 декабря

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

с 2012 года мы ищем и находим дешевые авиабилеты, отели, туры и круизы.

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

Азербайджанские Авиалинии снизили цены ноябрь-март: взять из Москвы, Питера и Екб в ОАЭ, Израиль, Таджикистан, Саудовскую Аравию, Индию и на Мальдивы можно со скидками.

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

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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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.

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.