Nobody can write correct C, or C++.

And I say that as someone who’s written C and C++ on an almost daily basis for about 30 years.

C++ has served us well, but it’s 2026, and the environment of 1985 (C++) or 1972 (C) is not the environment of today.

int isxdigit ( int c ) { if ( c == EOF ) { return false ; } return some_array [ c ]; }Casting from float to intint milliseconds ( float seconds ) { int tmp = ( int )( seconds * 1000 .

C doesn’t specify that the actual pointer NULL points addr machine address zero, because the C standard only talks of the C abstract machine, not about hardware.

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On 20 May 2026, our founder Boris Siegenthaler transferred the majority of Infomaniak’s voting rights to a Swiss public-interest foundation: the Infomaniak Foundation.

“Technology only makes sense if it improves lives, respects our planet, and strengthens our collective autonomy.” — Boris Siegenthaler, founder of InfomaniakWhy now?

For a long time, Boris Siegenthaler had a different plan.

Boris Siegenthaler and the 36 employee-shareholders have all unanimously approved this transfer, accepting that the voting rights attached to their shares decrease accordingly.

The two roles of the Infomaniak FoundationIt’s important to understand that the Infomaniak Foundation has two distinct roles.

Book on Truth in the Age of A.I.

The Times asked Mr. Rosenbaum about the quotes on Sunday and Monday.

Instead of returning a simple list of links, Google Search will drop users into AI-powered interactive experiences at times.

The resulting experience will no longer look much like how people envision Google Search, which has long been defined by ranked links to websites that have the information you need.

It’s showing up in all kinds of places at a relentless pace, and personally, it’s starting to really cheese me off.

Then, as the day rises, there is only silence.”So intense is the heat that by 10 every morning, Banda shuts down.

Valmiki said he has spent the summer fielding complaints from neighbours about heat, water and failing crops.

A study published in the Journal of Extension Systems, co-authored by Arjun P Varma of Banda Agriculture University, tracked forest cover from 1991-92 to 2021-22 and found Banda lost nearly a sixth of its dense forest cover.

The mining has now spread to smaller rivers — the Ranj and Bagai — where villagers say water levels have already fallen sharply.

Dense forest cover fell 17.55%.

Testing MiniMax M2.7 via API on three real ML and coding workflowsI recently got access to some MiniMax M2.7 API credits, so I decided to plug this model directly into Claude Code and run it on three workflows I do regularly.

I wanted to find out how well M2.7 works inside an agentic loop when the task has clear boundaries.

SetupI added a claude-mm command that points Claude Code at the MiniMax API and ran M2.7 with thinking set to max in the CC interface.

I tested both M2.7 and Opus on four notes: Negative Sampling, MAP (Mean Average Precision), Cold Start (a recommender-systems problem), and RMSE.

What I would not yet hand to M2.7 unsupervised:Open-ended ML competition strategy beyond the…

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Your Evals Will Break and You Won't See It ComingWe're good at evaluating the models we have.

Most benchmarks, safety evals, and red-teaming protocols implicitly assume the next model is a stronger version of the current one.

Not by throwing away current evals — they work — but by building the infrastructure to predict when they'll stop working.

Systems that can write code, run experiments, generate data, and assist with training or evaluation pipelines make static evals increasingly brittle.

More ambitiously, build self-evolving evals: evaluation systems that use models to probe other models, automatically generating new test cases as capabilities change, discovering failure modes the orig…

When the sugi and hinoki forests were first planted in the 1950s and 60s, they weren't meant to stand forever.

At the time, it was assumed they would be gradually cut down and replanted over time, as had been the case before the war.

But as Japan's economy boomed in the late 60s and 70s, major cities like Kobe and Tokyo grew rapidly, and it ended up being cheaper to import wood from other countries such as Malaysia and Indonesia.

Explore 21,350 pages from fivethirtyeight.com preserved by the Internet Archive

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As we recovered our Google Cloud environment, builds and deployments were blocked platform-wide while we restored the individual services.

The volume of these calls increased as a result of our caches being cleared from the Google Cloud outage.

May 19, 22:19 UTC - Root cause identified: Google Cloud Platform has suspended Railway's production account.

At 22:20 UTC on May 19, Google Cloud placed Railway’s production account into a suspended status incorrectly, as part of an automated action.

Finally, we are in planning to remove Google Cloud services from our data plane’s hot path, and keeping them only for secondary/failover.

NOAA has now placed the probability of a Super El Niño forming by winter at over 95%.

The ECMWF's May update has moved to 100% probability of a super El Niño forming by November.

El Niño doesn't cause global warming, but it releases stored ocean heat into the atmosphere, sending global temperatures even higher.

A Super El Niño doesn't respect borders.

The 1877 event killed tens of millions partly because no one saw it coming and no one was coordinating a response.

Comments

Awesome HTML-in-CanvasThis is a collection of resources to help developers build with HTML-in-Canvas.

Check out the HTML-in-canvas deployed at chrome.dev or view the source code here.

HTML-in-Canvas demos by the ecosystemThis is a curated list of links to awesome HTML-in-canvas demos created by the ecosystem.

Note that the demos featured here are contributed by third-party developers and are not created or maintained by Google.

Please be aware of the following:

Remove visible and invisible AI watermarks from images generated by Google Gemini (Nano Banana), ChatGPT / DALL-E, Stable Diffusion, Adobe Firefly, Midjourney, and other AI models.

Our diffusion-based regeneration works against any invisible watermark in pixel or frequency domain.

Removing SynthID and other invisible watermarksGoogle embeds SynthID into every image generated by Gemini / Nano Banana.

For invisible watermark removal (SynthID etc.

Creditsnoai-watermark by mertizci — invisible watermark removal engineGeminiWatermarkTool by Allen Kuo (MIT) — visible watermark removal algorithmCtrlRegen by Liu et al.

“Very dark and murky,” is how Steve Ray, a consultant for the drainage district, described it to KRIS 6 News.

The drainage district had not been told that 231,000 gallons of treated wastewater per day would be flowing through its infrastructure.

The drainage district that manages the ditch the pipe was discharging into was never notified that the permit existed.

What the drainage district’s lab actually foundBy the time TCEQ closed its investigation, the drainage district had already hired its own attorney and commissioned its own independent test.

Frank Lazarte, an attorney representing Nueces County Drainage District No.

One of AI’s greatest potential benefits to humanity is increasing the speed and scope of scientific discovery.

Empirical Research Assistance (ERA), a Google-developed research tool that uses Gemini to write and optimize scientific code, addresses one of the most time-consuming parts of scientific research: iteratively testing and refining computational experiments.

It is described in "AI system designed to help scientists write expert-level empirical software”, published today in the journal Nature.

As part of our wider science announcements at I/O today, we are also making this technology accessible as a tool that can begin to help scientists around the world.

ERA is one of the systems use…

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Weekend at Bernie’s showed that a good chunk of the most-depended-on open source packages are dead, and there are a lot of different ways for a project to end up that way.

The maintainer was hired by a company and either the employment contract or just the new workload means the project stops.

The open source project has become a publishing channel for a closed one, and from outside it’s indistinguishable from a ghost maintainer except on the days a sync lands.

The project relicensed to something that isn’t open source, and a community fork under the old licence exists but adoption hasn’t consolidated behind it.

The interesting development moved to the commercial edition and the open source…

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Comments

All of the former FiveThirtyEight site from my nearly decade-long tenure at ESPN/Disney/ABC is gone.

The thinking at Disney is presumably that they invested a lot of money in FiveThirtyEight and were left with nothing to show for it.

Grantland, built around another spiky founder, was quite explicitly a precedent for FiveThirtyEight @ Disney.

Nevertheless, the period from roughly 2018 to 2019 was probably the high point of FiveThirtyEight at Disney.

ABC finally fully shut down FiveThirtyEight in March 2025, 11 years after its debut at Disney.

Together, a particular triplet of UART driver, line discipline instance and TTY driver may be referred to as a TTY device, or sometimes just TTY.

Anybody with access permissions to the TTY device can change the interactive attention character and toggle this feature; additionally, the session manager keeps track of the TTY configuration of each job, and updates the TTY whenever there is a job switch.

rows, columns TTY driver Somebody's idea of the size, in characters, of the terminal attached to this TTY device.

line Line discipline The line discipline attached to the TTY device.

Make a note of its TTY device (as reported by tty ) and its size (as reported by stty -a ).

The goal of Search has always been simple: to help you ask anything on your mind — from quick facts to the deep, complex or hyper-specific questions that can be hard to articulate.

To make this possible, we’ve continued to reimagine what Search can do with AI.

The momentum has been incredible: Just one year after its debut, AI Mode has surpassed one billion monthly users, with queries more than doubling every quarter since launch.

As people have realized just how much more Search can do for them, they’re searching more than ever before — so much so that last quarter, we saw queries reach an all-time high.

Today at I/O, we shared the next step in our journey to bring together the best of a s…

While there won't be 1:1 feature parity right out of the gate, we made sure Antigravity CLI keeps the most critical features of Gemini CLI: Agent Skills, Hooks, Subagents, and Extensions (now as Antigravity plugins).

We are here to help make the transition to Antigravity CLI and Antigravity 2.0 as smooth as possible.

We’ll continue to support Gemini CLI and Gemini Code Assist with access to the latest Gemini models and other updates.

Gemini CLI will remain accessible via paid Gemini and Gemini Enterprise Agent Platform API keys.

We look forward to seeing what you build next with Antigravity 2.0 and Antigravity CLI.

Instead of returning a simple list of links, Google Search will drop users into AI-powered interactive experiences at times.

With the revamped Search experience, the new search box simply expands to accommodate longer, more conversational queries, rather than making you decide what type of search experience or mode you want to choose at the start of your query.

Starting this summer, people will be able to create, customize, and manage multiple new “information agents” within Google Search.

In 2003, Google launched Google Alerts, a change-detection service that emailed users when new web results matched their search terms.

Image Credits:GoogleLinks will become an afterthought with the coming…

Today, we’re introducing Gemini 3.5, our latest family of models combining frontier intelligence with action.

We’re kicking off the series by releasing 3.5 Flash.

It delivers frontier performance for agents and coding, excelling at complex long-horizon tasks that deliver real-world utility.

3.5 Flash is available today to billions of people globally:For everyone via the Gemini app and AI Mode in Google SearchFor developers in our agent-first development platform Google Antigravity and Gemini API in Google AI Studio and Android Studio; andFor enterprises in Gemini Enterprise Agent Platform and Gemini Enterprise.

It's already being used internally, and we look forward to rolling it out next m…

HRESULT GetWidgetAliases( _Out_writes_to_(capacity, *actual) PWSTR* aliases, UINT capacity, _Out_ UINT* actual) { *actual = 0; RETURN_HR_IF( HRESULT_FROM_WIN32(ERROR_MORE_DATA), capacity < 1); aliases[0] = make_cotaskmem_string_nothrow(L"").release(); RETURN_IF_NULL_ALLOC(aliases[0]); *actual = 1; return S_OK; } // Inert widgets cannot be enabled or disabled.

HRESULT EnableWidget(HWIDGET widget, BOOL value) { return E_HANDLE; } HRESULT Close(HWIDGET widget) { RETURN_HR_IF(E_INVALIDARG, widget != nullptr); return S_OK; }I pointed out that having Create­Widget succeed but return a null pointer is going to confuse apps.

I also pointed out that having Enable­Widget return “invalid handle” is al…

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Emacs after MagitI stopped using Magit with Emacs a few months ago.

First things first: The absence of Magit in my regular arsenal is noticeable and slightly annoying.

There are things I have gotten so used to doing via Magit, that I had to look up how I could do them without.

Some Git commands require user input, which in a terminal would start a TUI editor like vi or GNU nano.

Finally, I have to clarify that this post is about how I work with Git, and is not a hit-piece on Magit or anyone working on Magit — the issues I take with Magit are due to my own preferences and requirements, and not normative statements on how everyone should use Git with Emacs.

Over the next week hyperium/tonic will become grpc/grpc-rust and we will publish a preview release of the new grpc crate.

This marks a significant next step for the tonic project and for all gRPC users in Rust as it will be upstreamed to the official gRPC project.

The gRPC project is a part of the Cloud Native Computing Foundation (CNCF), a division of The Linux Foundation.

How tonic got hereBefore we get into the details, I would like to first give a little summary of the history of tonic .

I created the project summer of 2019 mostly because I wanted to write some distributed systems in Rust.

# User/arch may have a custom install script for file in "${HOME}/bin/${INSTALLKERNEL}" \ "/sbin/${INSTALLKERNEL}" \ "${srctree}/arch/${SRCARCH}/install.sh" \ "${srctree}/arch/${SRCARCH}/boot/install.sh" do if [ !

The relevant chunk (with line 3125 annotated):# Hardlink is mtime-sensitive; do it after the above clamp.

if [[ $do_hardlink == yes ]] && command -v hardlink > /dev/null; then dinfo "*** Hardlinking files ***" hardlink "$initdir" 2>&1 | ddebug dinfo "*** Hardlinking files done ***" # Hardlink itself breaks mtimes on directories as we may have added/removed # dir entries.

I’ll invoke this with gdb instead; and remove the piping to dracut’s debug logging:#hardlink "$initdir" 2>&1 | …

To tell it it is an expert software engineer.

I am not a software engineer.

This seems silly of me, because those other people are software engineers, and I am not a software engineer.

I'm not a software engineer so often times I find that the output is lacking.

I am not a software engineer so the sentiment strikes me as a very careless one.

May 4, 2026After I announced that I am no longer maintaining pgBackRest my inbox blew up.

It is clear that many pgBackRest users, especially those with pgBackRest users of their own to support, would prefer the project to continue with me as the primary maintainer.

This time pgBackRest will be funded by a coalition of sponsors so that a single acquisition will no longer affect my ability to continue work on the project.

We should also be able to bring on another maintainer to distribute the workload and provide continuity in the future.

Please be patient — the current version of pgBackRest works, and there are no critical outstanding bugs or security issues so there is no need to immediatel…

Getting Program Specifications that are “Just Right”Formal program verification and program synthesis are only as reliable as the specifications used to validate the programs in question.

But reading formal specifications fluently requires considerable training—precisely the kind of cognitive overhead that has kept formal methods out of the mainstream.

toList def lastPosition_postcond ( arr : Array Int ) ( elem : Int ) ( result : Int ) ( h_precond : lastPosition_precond arr elem ) := ( result ≥ 0 → arr [ result .

CLEVER’s specification reads:def problem_spec ( implementation : Nat → String ) ( decimal : Nat ) := let spec ( result : String ) := 4 < result .

reverse ∃ result , implementation …

Your request has been blocked due to a network policy.

If you're running a script or application, please register or sign in with your developer credentials here.

Additionally make sure your User-Agent is not empty and is something unique and descriptive and try again.

if you're supplying an alternate User-Agent string, try changing back to default as that can sometimes result in a block.

If you think that we've incorrectly blocked you or you would like to discuss easier ways to get the data you want, please file a ticket here.

DeltaX (δx) - Fast time-series extension for PostgreSQLDeltaX (δx) is a PostgreSQL extension offering compression and columnar storage for time-series data.

During compression, δx also collects metadata about the values in each segment:Time bounds and row count per segment.

The companion tables are normal Postgres tables, meaning that they benefit from the Postgres infrastructure for replication and crash recovery.

Query pathTransparent decompression: queries against compressed partitions work unchanged; the planner injects custom scan nodes that decompress on the fly.

/ / ) on a deltatable while it has compressed partitions — you need to decompress them first, alter, and re-compress.

Message-ID: <[email protected]> Date: Tue, 19 May 2026 15:36:05 +0100 From: Sam James To: [email protected] Subject: PinTheft Linux LPE v12-security have shared a new Linux LPE today, PinTheft [0].

Quoting their abstract: > PinTheft is a Linux local privilege escalation exploit for an RDS > zerocopy double-free that can be turned into a page-cache overwrite > through io_uring fixed buffers.

> > PinTheft was discovered with V12 by Aaron Esau of the V12 security > team.

> > The bug lived in the RDS zerocopy send > path.

> > Sadly, the RDS kernel module this requires is only default on Arch > Linux among the common distributions we tested.

John Timmer / Ars Technica:

Two research papers describe how Google's Co-Scientist and nonprofit FutureHouse's AI tools can succeed at drug-retargeting tasks by forming hypotheses — Both tools generate hypotheses; one goes on to analyze some of the data. — On Tuesday, Nature released two papers describing AI systems intended …

Catie Edmondson / New York Times:

Three precedent-setting court rulings in China have said that employers replacing workers with AI is voluntary cost-cutting that does not justify mass layoffs — A series of precedent-setting rulings signals that Chinese courts are being enlisted to shield workers from displacement by artificial intelligence.

Financial Times:

Sources: Nvidia's business development group, not its VC arm NVentures, has led much of its ~$90B dealmaking push across 145+ companies over the past 16 months — Chipmaker's spending rivals Big Tech's biggest venture operations, tying customers and start-ups to its technology

Alexander Martin / The Record:

Sources: an attack exploiting a previously unknown vulnerability in Huawei router software caused a three-hour nationwide telecoms outage in Luxembourg in 2025 — An attack exploiting a previously unknown vulnerability in Huawei enterprise router software caused a nationwide telecoms outage …

Lien Hoang / Nikkei Asia:

Vietnam introduces Decree 142 to implement its AI law, requiring companies to classify AI models by risk level, label deepfakes, and disclose chatbot use — HO CHI MINH CITY — Vietnam has enacted a law regulating artificial intelligence, becoming one of the first countries to set comprehensive rules …

Alexandra Heal / Financial Times:

Filing and sources: PE firm Hg has spun out €500M worth of assets from its €19B software group Visma, whose London IPO remains shelved amid the “SaaSpocalypse” — Move by private equity owner comes as long-awaited London IPO of group is shelved

Nikkei Asia:

SkyeChip becomes the first Malaysian chip design company to IPO on the Bursa Malaysia exchange, surging 300%+; the company was valued at ~$397M at its IPO price — KUALA LUMPUR — SkyeChip became the first Malaysian chip design company to debut on Bursa Malaysia's main market on Wednesday …

Luz Ding / Bloomberg:

Alibaba's T-Head unveils the Zhenwu M890 AI chip for training and inference, saying it is particularly suited for agentic tasks, and plans annual upgrades — Alibaba Group Holding Ltd. added a new processor to its expanding AI technology stack, enhancing a push to cover every aspect of artificial intelligence development.

Dylan Butts / CNBC:

Singapore announces a National AI Partnership with Google and an MoU with OpenAI, which will set up an AI lab and commit $234M+ to the city-state's AI ecosystem — Singapore has inked separate agreements with Google and OpenAI to strengthen its position as a global artificial intelligence hub …

Bloomberg:

Samsung Electronics rejects a labor union-accepted mediation proposal, raising the prospect of a workers' strike; a general work stoppage will proceed on May 21 — Talks between Samsung Electronics Co. and its largest labor union broke down, raising the prospect of a workers' strike …

Rahul Raj / EU-Startups:

Berlin-based bunch, an AI-native platform for managers and institutional investors to manage the entire fund lifecycle, raised a €30.1M Series B led by Portage — bunch, a Berlin-based FinTech startup offering end-to-end infrastructure for European private markets, has closed its €30.1 million …

@github:

GitHub says it's investigating “unauthorized access” to its internal repositories, and there's no proof of customer data outside its repositories being impacted — We are investigating unauthorized access to GitHub's internal repositories. While we currently have no evidence of impact to customer information stored outside of GitHub's internal repositories (such as our customers' enterprises, organizations, and repositories), we are closely

Casey Newton / Platformer:

Q&A with Google SVP James Manyika on AI's ability to automate tasks versus occupations, his optimism about the labor market despite AI-driven layoffs, and more — Tasks are getting easier to automate — jobs aren't. What now? — Some fun news: we're doing our first-ever Platformer live event …

Ashley Gold / Axios:

Sources: a draft White House EO would create a “voluntary framework” for AI companies to give government agencies early access to models before public release — The White House plans to release its much-discussed executive order on cybersecurity and AI safety as soon as this week …

Lauren Feiner / The Verge:

The Take It Down Act, a law requiring social networks to remove nonconsensual intimate images within 48 hours of reporting or face fines, took effect on May 19 — The Take It Down Act is in full force, but it could be a gift to government censors — not victims of image-based sexual abuse.

Simon Willison / Simon Willison's Weblog:

Gemini 3.5 Flash costs $1.50 per 1M input tokens and $9 per 1M output tokens, 3x the price of Gemini 3 Flash Preview and 6x the price of Gemini 3.1 Flash-Lite — Today at Google I/O, Google released Gemini 3.5 Flash. This one skipped the -preview modifier and went straight to general availability …

Natalie Breymeyer / Axios:

Boston-based CircuitHub, which manufactures circuit boards based on customers' requirements, raised a $28M Series A led by Plural — CircuitHub, an electronics manufacturer, raised a $28 million Series A, CEO Andrew Seddon tells Axios Pro exclusively.

Ben Schoon / 9to5Google:

Google unveils Continue On, a new feature in Android 17 that will let users move tasks between Android devices, similar to Apple's Handoff feature — Google is setting the stage for Android's version of Apple Handoff, with the new “Continue On” feature in Android 17 set to let you move tasks seamlessly between Android devices.

Jessica Conditt / Engadget:

Google updates Project Genie, its interactive world builder, with Street View integration, and expands access to the tool to AI Ultra subscribers globally — Ground your snow-globe worlds in real-world locations from Google Maps. — Project Genie is rolling out today …

Reuters:

Trump signs an EO calling on regulators and the Fed to review policies that could support fintech growth, including expanding fintech access to payment accounts — U.S. President Donald Trump signed an executive order on Tuesday calling on regulators and the Federal Reserve to review rules …

Kate Clark / Wall Street Journal:

On-demand manufacturing startup SendCutSend raised $110M co-led by Sequoia, Paradigm, and Stripe co-founders Patrick and John Collison, valuing it at $1B — Custom sheet-metal and parts business is among growing group of U.S. companies making physical goods that have drawn venture-capital backing

Macy Meyer / CNET:

Google announces updates to Flow and Flow Music: Gemini Omni support, mobile apps, the ability to create custom tools like a video resizer or shaders, and more — Google Flow's family of products gets agentic updates, mobile apps and the Omni Flash treatment.

Jess Kinghorn / PC Gamer:

Discord says voice and video calls outside of stage channels are now end-to-end encrypted by default, after launching its encryption protocol in September 2024 — “Likely one of the internet's most platform-diverse E2EE voice and video implementations.”

Jackson Chen / Engadget:

Google debuts Gemini for Science, a set of experimental tools that help researchers generate hypotheses, conduct testing, and understand scientific literature — Three new features will be available under the Gemini for Science collection. — As society helplessly watches tech giants infuse AI …

Bloomberg:

Sources detail growing concerns inside SoftBank over Masayoshi Son's $60B+ bet on OpenAI, which some fear concentrates too much capital into a single company — With more than $60 billion committed, some SoftBank insiders are growing uneasy over Son's devotion to Altman.

Anna Tong / Forbes:

Sources: Zyphra, which trains and runs inference for its open-weight models on AMD hardware, is raising a $500M Series B at a valuation of at least $5B — The Series B round, which chipmaker AMD is participating in, is expected to value the startup at least $5 billion.

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

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

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

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

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

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

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

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

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

Your agent writes bad React, this catches it.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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.

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

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

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

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

Example:export TABPFN_MODEL_CACHE_DIR= " /path…

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This is a scientific BCD calculator that uses binary-coded decimals, the same internal number format HP used in its scientific calculators going back to the 1970s.

To make that work cleanly, we also design a custom CPU that thinks in nibbles too.

Each piece depends on the last, so we build them in order and test them before moving on because a calculator that returns wrong answers is considerably worse than a calculator that returns no answers at all.

The joy here is not in the finished device, though that does appear at the end.

If you have ever wondered what actually happens inside that little machine when you press a key, this series is written for you.

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

Tailscale – Adam loves Tailscale!

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

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

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

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

Tailscale – Adam loves Tailscale!

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

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

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

Changelog News!

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

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

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

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

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

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

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

Changelog News!

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

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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.

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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.

With an 820W solar setup, you can save up to 130kWh a month. I did with Anker's Solix F3800 Plus.

ZDNET's key takeawaysBoth Kubuntu and Fedora KDE use the KDE Plasma desktop.

Also: Microsoft surprises with its first server Linux distribution: Azure Linux 4.0In my opinion, two distributions stand out for newcomers to KDE Plasma or Linux: Kubuntu and Fedora KDE.

Fedora KDE looks more like what KDE Plasma should, right down to the floating panel.

Screenshot by Jack Wallen/ZDNETBoth Kubuntu and Fedora KDE ship with KDE Plasma 6.6.4, but Fedora KDE has the edge because it also ships with KDE Frameworks 6.25, whereas Kubuntu ships with 6.24.

While Kubuntu ships with LibreOffice version 26.2.2.2, Fedora KDE ships with version 26.2.1.2.

Still using Chrome, Edge, or Safari? Firefox is alive and well - and offering a fast, customizable, bloat-free, private, secure browsing experience from developers who actually listen to their users.

ZDNET's key takeawaysOpenAI now uses C2PA metadata and SynthID watermarks.

Today, OpenAI announced what it calls content provenance signals across its image ecosystem.

Also: I tested ChatGPT Images 2.0 vs. Gemini Nano Banana to see which is better - this model winsThere's a lot going on here.

As with C2PA, OpenAI is embedding SynthID into images generated through ChatGPT, Codex, and the OpenAI API.

Would you check an image's provenance if a detection tool made it easy?

Google announced Gemini Omni, a tool that raises the ability to create video via AI to an entirely new level.

Interestingly, according to the company, "With Omni, you can combine images, audio, video and text as input and generate high-quality videos grounded in Gemini's real-world knowledge."

Also: I used Nano Banana 2 to make perfect sketchnotes: 5 lessons learnedAs a regular producer of YouTube videos for my channel, I'm intrigued.

Also: Are Sora 2 and other AI video tools risky to use?

Would you use Google Omni to create a digital avatar of yourself for videos you didn't want to record in person?

Looking to subscribe to one of Google's Gemini AI plans?

Rolling out to testers this week, Spark will launch as a beta in the US next week for all Google Ultra AI subscribers.

Already available to AI Ultra plans and now rolling out to AI Plus and AI Pro plans in the US, Gmail's AI inbox aims to help you better manage your inbox.

AI Pro and AI Ultra subscribers can also purchase AI credits on the go if they need to continue using the more advanced models for Google Antigravity, Google Flow, and the Gemini app.

Unless you're a developer who needs an Ultra plan, the decision comes down to the AI Plus plan at $8 a month and the AI Pro plan at $20 a month.

ZDNET's key takeawaysGoogle Search is getting a new AI Search box.

Also: How to remove AI Overviews from Google Search: 4 easy waysAccording to Google, AI Mode has passed one billion monthly users.

A new AI Search boxGoogle is overhauling the Search box and decoupling it from keywords.

Google said the new AI Search box would put "powerful AI tools right at your fingertips" with AI suggestions that "go beyond autocomplete."

Google said it's entering "the era of Search agents," where you can create, customize, and manage multiple AI agents inside Search.

CNET Group Big Guessing Game Contest (the "Contest") is governed by these official rules (the "Contest Rules").

Proof of submission of an entry shall not be deemed proof of receipt by the website administrator for online entries.

All matters relating to the interpretation and application of these Contest Rules shall be decided by Sponsor in its sole discretion.

Because of the unique nature and scope of the Contest, Sponsor reserves the right, in addition to those other rights reserved herein, to modify any date(s) or deadline(s) set forth in these Contest Rules or otherwise governing the Contest, and any such changes will be posted here in the Contest Rules.

Sponsor's failure to enforce any…

To commemorate a decade of acclaimed flagship over-ear headphones, Sony released a special-edition version, aptly named 1000X The Collexion.

Also: I've tested dozens of Sony headphones - these 4 tweaks get me the best sound qualityTypically, Apple's $549 price tag for its AirPods Max 2 is where I consider the ceiling for consumer headphones.

Sony WH-1000XM6 (left) and Sony 1000X The Collexion (right).

From left to right: Sony 1000X The Collexion, Sonos Ace, Apple AirPods Max 2.

If you're seeking practical and stylish headphones without the ecosystem barriers imposed by Apple and Sonos, 1000X The Collexion are a great choice.

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

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

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

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

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

If you use Android Auto to navigate or control your in-car media, you'll know it's an incredibly useful app.

Also: My 4 favorite Android Auto settings are seriously useful - but hidden by defaultHere's a look at six Android Auto apps you should have if you don't already.

FuelioThis is probably the Android Auto app I use most often.

GameSnacksThis is one of the built-in Android Auto apps, but it's probably the most used tool in my car.

Also: Google will let you watch YouTube videos on Android Auto now - is your car supported?

Microsoft's 12th-edition Surface Pro for Business doubles down on its reputation as a premium, ultra-portable device with a sophisticated build and some net new features in the lineup.

Build and hardware: what's newAt its core, the Surface Pro for Business is a solid tablet with a premium build and functional built-in kickstand.

Another net-new feature unique to the Surface Laptop is the advanced haptics, not just in the touchpad, but built into the OS itself.

Usability and battery lifeThe 13-inch Surface Pro for Business might feel cramped for any long-duration use, despite the crisp, 120Hz display.

The tiny trackpad certainly isn't going to be ergonomic for everyone, and the detachable ke…

ZDNET's key takeawaysThe Milton ANC is Marshall's latest pair of on-ear headphones.

Marshall has announced an all-new pair of on-ear headphones, the Milton ANC.

While the Marshall Milton ANC look similar to the current-generation Marshall Major V on-ear headphones, they boast some crucial design and sound upgrades.

Also: I'm a fan of Marshall speakers, but I didn't expect these discounted headphones to sound this goodThe Milton ANC feature square-shaped TPU molded ear caps, which you might have come to expect from Marshall headphones.

The new Marshall Milton ANC on-ear headphones are priced at $229 and are now available to purchase from marshall.com.

Google is completely revamping its search experience, and that doesn't stop at YouTube.

Good news! Discord's hundreds of millions of users now have their communications scrambled, so not even Discord can see them.

Mach says the acquisition meaningfully improves unit economics across its five vehicle programs at exactly the moment the company is starting to scale.

Ocean, an agentic email security platform, raised funding from Lightspeed Venture Partners.

“By the end of this week, you and Sam will be the most hated men in America.”

Google is calling the new devices "audio glasses," in that users will be able to issue verbal commands to them and get things done via its ecosystem of apps and services, including Gemini.

Google DeepMind is integrating Street View with Project Genie to create immersive, interactive world simulations for robotics, gaming, and travel, allowing users to explore environments, weather changes, and rare scenarios.

Google launched Gemini 3.5 Flash, its most powerful coding and agentic AI model yet, at the company's annual developer conference. It is capable of autonomously executing complex tasks and building software from scratch.

Google is launching AI-powered “information agents” that can monitor topics in the background and proactively alert users to updates and changes.

Google is transforming Search from a list of links into an AI-powered experience filled with conversational answers, autonomous agents, and interactive interfaces — a shift that could further reduce traffic to publishers across the web.

At the I/O developer conference, Google announced a new agentic personal assistant called Gemini Spark, built from Gemini's base models and an agentic harness from Google Antigravity.

Google is embracing the rise of AI coding agents with new Android tools designed to work with platforms like Claude Code and OpenAI’s Codex, allowing developers — or their AI assistants — to build Android apps faster from the command line.

Google expands Gmail’s AI Inbox with conversational voice search, letting users ask Gemini to find buried email details.

The updates signal Google’s push to turn its Gemini Gemini app into an all-purpose AI hub rather than a standalone chatbot.

Google is letting users create drafts, take notes, and search for email with voice with the new Workspace update

BrianFagioli shares a report from NERDS.xyz: Plex is raising the price of a new Lifetime Plex Pass from $249.99 to $749.99 on July 1. That's a $500 increase for media server software. Plex says it needs the money for "long-term development" and future features, but a lot of self-hosting folks are already wondering if this is basically a soft way of killing the Lifetime option without officially removing it. At nearly $750, are people just going to move to Jellyfin instead? As for those future improvements, Plex said the roadmap includes better downloads support, restored music and photo library support in mobile apps, NFO metadata support, IPv6 support, playlist editing on mobile, audio enh…

Google is giving its iconic search box its first major redesign since 2001. The new design incorporates, you guessed it, artificial intelligence, "getting bigger and more interactive so that people can ask even longer questions and upload photographs and videos into queries," reports the New York Times. "In addition, people can ask follow-up questions with a chatbot on Google's main search page." From the report: The company will also offer digital assistants, known as agents, to automate searches so that someone who may be apartment hunting can be notified of a new listing without opening a real estate site like Zillow. The search features will be powered by a new artificial intelligence m…

An anonymous reader quotes a report from Inside Climate News: A proposed merger of the largest utility in the country by market value, NextEra Energy, with the sixth-largest, Dominion, would create a megacompany at a time when data centers and rapid increases in electricity demand are reshaping the industry. The proposal, announced Monday morning and contingent on state and federal regulatory approval, would result in a company that leads in nearly every aspect of the US power and utility industry, including overall electricity generation, natural gas generation, and renewables. The $67 billion deal combines NextEra's size and reach with Dominion's positioning as the local utility for the w…

OpenAI co-founder Andrej Karpathy has joined rival AI lab Anthropic. "The hire is a major coup for Anthropic in the high-stakes competition for elite AI talent -- and another sign the company is emerging as a magnet for some of the industry's most respected technical minds," reports Axios. From the report: Karpathy will start this week on Anthropic's pre-training team, which is responsible for the massive training runs that give Claude its core knowledge and capabilities, according to Anthropic. Karpathy will help launch a new team focused on using Claude itself to accelerate pretraining research -- an increasingly important frontier as AI companies race to automate parts of AI development.…

The London-headquartered lender Standard Chartered announced plans to cut more than 7,000 jobs by 2030, with CEO Bill Winters saying the bank will replace some "lower-value human capital" through automation and AI while offering retraining to affected workers. "It's not cost-cutting. It's replacing in some cases lower-value human capital with the financial capital and the investment capital we're putting in," CEO Bill Winters told reporters. "So, the people that want to reskill, that want to carry on, we're giving every opportunity to reposition," Winters said. Reuters reports: The cuts, alongside higher shareholder return targets announced in a strategy update, come as StanChart is at the …

An anonymous reader quotes a report from KrebsOnSecurity: Until this past weekend, a contractor for the Cybersecurity & Infrastructure Security Agency (CISA) maintained a public GitHub repository that exposed credentials to several highly privileged AWS GovCloud accounts and a large number of internal CISA systems. Security experts said the public archive included files detailing how CISA builds, tests and deploys software internally, and that it represents one of the most egregious government data leaks in recent history. On May 15, KrebsOnSecurity heard from Guillaume Valadon, a researcher with the security firm GitGuardian. Valadon's company constantly scans public code repositories at G…

Microsoft is launching three new Intel-powered Surface devices for businesses: the Surface Pro 12, Surface Laptop 8, and a smaller 13-inch Surface Laptop model. These new machines come equipped with newer Intel chips, a few business-focused upgrades, and notably higher starting prices. "The high pricing of these three new Surface devices is a sign of things to come for whatever consumer models Microsoft is planning this year," notes The Verge. From the report: This time around Microsoft is refreshing its Surface Pro and Surface Laptop models with Intel's latest Core Ultra Series 3 processors first, ahead of similar models with Qualcomm's new Snapdragon X2 processors later this year. The new…

Microsoft is turning Azure Linux into a general-purpose, Fedora-based cloud distribution available to all Azure customers, while also productizing Flatcar as Azure Container Linux for immutable container hosts. "When Microsoft joined the Linux Foundation, there was this big conspiracy theory that somehow the Linux Foundation was undermining open source in partnership with Microsoft, and now you announce that you're shipping a Linux distribution," Jim Zemlin, the Linux Foundation's CEO, said in response to Microsoft's surprise announcement. "That's amazing." ZDNet reports: Until now, [Lachlan Everson, Microsoft's Principal Program Manager on Azure's open-source team] noted, "we had Azure Lin…

An anonymous reader quotes a report from the New York Times: Meta told employees on Monday that it was reassigning 7,000 workers to focus on new initiatives around artificial intelligence, the latest change in a company transformation spurred by the powerful technology. Employees will be moved to four new organizations focused on building new A.I. tools and apps, Janelle Gale, Meta's head of human resources, said in an internal memo. The organizations will use "A.I. native design structures" and have fewer managers per employee than other parts of the company, she said, adding that company leaders will send details about the new roles on Wednesday. The restructuring "will make us more produ…

Amazon is adding AI-generated "podcasts" to Alexa+, letting users request custom audio explainers on any topic featuring two synthetic co-hosts. Variety reports: Seemingly to dispel the notion that these "podcasts" will be AI audio slop, Amazon emphasized that it has deals with major news organizations to ensure "accurate, real-time news and information." Those include the Associated Press, Reuters, the Washington Post, Time magazine, Forbes, Business Insider, Politico and USA Today; publications from Conde Nast, Hearst and Vox Media; and more than 200 local newspapers across the U.S. In an example clip shared by Amazon of the new Alexa Podcasts feature, the two AI-generated hosts discuss "…

Europe is testing laser-based satellite communications through a new mountaintop ground station in Greece, aiming to deliver faster, more secure links than traditional radio systems as bandwidth demand grows. The Register reports: Lithuanian space and defense biz Astrolight says that it has commissioned a new optical ground station in Greece that will support ESA-backed CubeSat missions testing laser-based communications between satellites and Earth. The Holomondas Optical Ground Station was built through the PeakSat project, led by the Aristotle University of Thessaloniki with backing from the European Space Agency and Greece's Ministry of Digital Governance. Its job is to receive data fro…

An anonymous reader quotes a report from The Verge: Sony reportedly won't release its major single-player PlayStation games on PC anymore. According to Bloomberg's Jason Schreier, Hermen Hulst, who heads up PlayStation's studios business, informed employees in a town hall on Monday about the change in strategy. Schreier had previously reported on the shift in March, saying that Sony scrapped plans to launch PC versions of last year's Ghost of Ytei and "other internally developed games." Online games will still come to multiple platforms following this change in strategy, Schreier reported at the time. In recent years, Sony has released many of its biggest games on PC, including Spider-Man 2…

The FBI is seeking up to $36 million for nationwide access to automated license plate reader (ALPRs) data, which could let it query vehicle movements across the U.S. and its territories through a commercial database. 404 Media reports: "The FBI has a crucial need for accessible LPRs to provide a diverse and reliable range of collections across the United States. This data should be available across major highways and in an array of locations for maximum usefulness to law enforcement," a statement of work, which describes what data the FBI is seeking access to, reads. ALPR cameras generally work by constantly scanning the color, brand, model, and license plate of vehicles that drive by. This…

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

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

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

Я решил проверить, как д…

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

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

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

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

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

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

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

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

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

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

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

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

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

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

grade.Outside of school, le…

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

Еще новинки самого лучшего в мире менеджера рецептов

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

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

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

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

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

Recipe …

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

I wrote a Sphinx extension to eliminate excessive links:

linklint. It started as a linter to check and modify

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

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

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

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

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

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

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

describing a function …

Рассказываю о новинках самого лучшего в мире менеджера рецептов

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

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

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

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

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

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

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

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

Я шарю скилл несколько раз, самое время кинуть в пост

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

Кидать референсы

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

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

Есть работа с текстом

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

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

Скилл и объяснение от опенаи

Human.json is a new

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

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

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

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

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

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

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

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

structured data to web pages:

tags are a…

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

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

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

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

Starting with pytest’s parametrize first).

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

data parameters.I’ve been working on a project

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

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

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

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

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

Игра, чтобы выучить свой район

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

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

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

I have a new small project: edtext provides text

selection and manipulation functions inspired by the classic ed

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

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

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

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

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

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

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

needed.The old function has 16 arg…

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

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

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

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

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

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

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

testing, and linked to pytest docs and a

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

pytest.raises as a context manager, and have

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

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

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

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

Промт

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

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

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

Тут я просил ш…

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

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

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

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

Согласитья на YOLO (You Only L…

На новогодние праздники вышли два больших апдейта recipe-scaler

Первый апдейт — публичный профиль и коллекции

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

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

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

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

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

So we're stoked to announce that our BRS-100-GW1NR9 FPGA development board now has out-of-the-box support for fpgacapZero — an open-source, vendor-agnostic FPGA debug core by Leonardo Capossio.

DevelopmentThe first stage of adding support for fpgacapZero to the BRS-100-GW1NR9 was figuring out how to plumb JTAG to/from the general FPGA fabric.

This led to the development of the specific GoWIN JTAG TAP module, 'jtag_tap_gowin.v', which interfaces the 'GW_JTAG' IP to the (somewhat) generic JTAG register interface module.

This module is the pipeline between the JTAG TAP and the fpgacapZero debug cores!

And a big thanks to Leonardo for making fpgacapZero — it's exactly the kind of tool the FPGA …

https://npm-supply-chain-attack-techniques.pagey.site/attack... Website: https://npm-supply-chain-attack-techniques.pagey.site This covers all techniques used in past 1 year to conduct various attacks on npm packages.

Use it to get your project reviewed thoroughly before publishing.

Maintainer Account Takeover and Malicious Publish 2.

Self-Replicating npm Worms 4.

Phishing Infrastructure Hosted Through npm and Package CDNs 8.

GoPOSIXA Go-native, single-binary POSIX with 96.6% BusyBox test compatibility (591/612).

So check and support BusyBox project and take a look at its amazing test suite, it's a masterpiece of thoroughness and coverage, and it made this project possible.

--json Only: Structured output via --json long flag only — no short-form ( -j ) collision with POSIX flags (ouch!)

Structured output via long flag only — no short-form ( ) collision with POSIX flags (ouch!)

POSIX Flag Parsing: Custom parser in pkg/common/flags.go with escape hatches for free-form utilities.

javalampA glowing terminal screensaver that keeps your Mac awake.

InstallFrom this repo:make install javalampAfter the PyPI release:pipx install javalamp javalampRequires Python 3.10+ and pipx.

Keeps your Mac awake with caffeinate -d -i while running.

Disable the macOS sleep guard when you want:javalamp --no-caffeinateDeveloppython -m venv .venv source .venv/bin/activate pip install -e " .

[dev] " pytestUseful repo shortcuts:make reinstall # update the global command after editing make test # run tests make list # list scenesRegenerate README media:PYTHONPATH=src python scripts/render_readme_assets.pyCustom Scenesjavalamp new-scene lava javalamp check-scene lava javalamp lavaSee SCENE_GUIDE…

Background on why we built Replay first instead of validation: [ https://dev.to/saferunai/why-we-built-replay-before-everythi... ]Working SDK in Python and TypeScript. Sub-50ms p95 on the check-action API. Currently onboarding the first design partners.Happy to answer questions in the comments. Comments URL: https://news.ycombinator.com/item?id=48202415

Points: 1

# Comments: 1

In fact, it has been such a persistent issue that I have a whole boilerplate repo setup to insta-clone and get started.

When insiration strikes, I wanted something that allows you to try out an idea quickly without all the ceremony.

Why can’t I just write my own lexer, parser, and interpreter combo and have the exact syntax I want.

With AI assisted development becoming common, I decided to vibe code a language with the exact semantics and syntax that I wanted.

Teak lets you focus on what you’re building, the core idea, not the tooling around it.

Article URL: https://ai.realhackers.org/user_agents.txt

Comments URL: https://news.ycombinator.com/item?id=48201442

Points: 1

# Comments: 1

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Your agentic security team from first commit to SOC 2 Discussion | Link

Pro audio with a customizable color E-Ink face Discussion | Link

Co-write insightful long form content Discussion | Link

Boundless AI image generation meets precision editing Discussion | Link

Sandboxed coding agents for everyone on your team Discussion | Link

Create anything from any input – starting with video Discussion | Link

The companion who comes to life in your messages Discussion | Link

Local AI search for Mac video & photo libraries Discussion | Link

Local-first AI memory bridge between browser chats and IDEs Discussion | Link

Permission-aware AI access to recordings and metadata Discussion | Link

Take multiple screenshots that are auto compressed for AI Discussion | Link

Reduce support volume with AI agents trained on your docs Discussion | Link

Take raw photos with proof they're real, not AI Discussion | Link

Command AI agents like you're playing Civilization Discussion | Link

Build Voice AI Agents in 100+ languages for ₹1.5/min 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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But here’s what that frustration has been hiding: Europe’s most regulated industries are also its largest.

And the companies building vertical AI for regulated European industries have a structural advantage that’s genuinely hard to replicate.

Many vertical AI companies built outside Europe often have excellent products and scale fast in the US.

European compliance fluency is a global competitive advantage, not a local constraint.

The complexity that kept US software at arm’s length is now a barrier protecting the best-positioned European companies from being disrupted from outside.

bunch, a Berlin-based FinTech startup offering end-to-end infrastructure for European private markets, has closed its €30.1 million ($35 million) Series B to accelerate European commercial growth, deepen its automation and AI, and expand the platform into new geographies, asset classes, and workflows.

Enrico Ohnemüller, co-founder & CEO, bunch, said, “Private markets are entering a new phase of growth, but the operating infrastructure behind them has not kept pace.

This funding allows us to deepen that model and continue modernising private markets infrastructure.”Founded in 2021 by Levent Altunel and Enrico Ohnemüller, bunch claims to be building the backbone of private markets.

According …

Feldwerke, a Munich-based AgTech startup developing and installing agri-PV (Agrivoltaics) systems, has closed its first major debt financing round.

A French debt fund specialising in renewable energy has provided €12 million through a revolving credit facility to realise Feldwerke’s construction portfolio of approximately 100 megawatts (MW) within the next 18 months.

The revolving credit facility gives us the flexibility to execute our 100 MW portfolio swiftly and capital-efficiently.

This revolving credit facility allows the company to finance and execute multiple construction projects simultaneously, with completed installations being connected to the grid and the credit line replenished …

London-based VC firm Mouro Capital announced the first close of its third fund, with €343.7 million ($400 million) secured from Banco Santander to back founders rewiring financial services through technology.

Manuel Silva Martinez, General Partner at Mouro Capital, said, “Over the past decade we’re proud to have built a global platform delivering strong, consistent returns.

With this fund, we’re excited to back the next generation of global founders rewiring financial services through the lens of AI, data and infrastructure.

With over $1bn in commitments, Mouro claims to have generated historic returns in the top 10% of global venture capital managers.

Christopher Gottschalk, General Partne…

Lexroom, a Milan-based LegalTech startup focused on civil law jurisdictions, today announced a €42.9 million ($50 million) Series B round, eight months after the company’s €16.2 million ($19 million) Series A.

This round brings its total capital raised to over €62.7 million ($73 million).

The Series B round was led by Left Lane Capital, with participation from Base10 Partners, Eurazeo, Acurio Ventures, early investor Entourage, and View Different.

Civil law countries need an AI legal engine that reasons data first.

Our Data Security & AI Policy is transparent and always available to you.

Exhibitly, a Ghent-based EventTech startup that brings AI personalisation to B2B events, has raised €1.4 million in a pre-Seed round to expand the team, develop the product and accelerate international rollout.

“An event website is an organiser’s most important marketing asset, yet it delivers the same generic experience to every visitor.

The company states it assists B2B event organisers in increasing attendance through AI-driven hyper-personalisation.

They seek this information on the event website, but unfortunately, many drop off at this point.

While the current offering targets event organisers, this new product is aimed at the 4.5 million companies exhibiting each year.

Cosmico, a Milan-based scale-up active in the Future of Work space, has closed a €12 million funding round (equity and debt) led by P101 SGR.

These include new business units that expand the group’s presence in the Future of Work sector, as well as the strengthening of existing business units through competitor acquisitions.

The company’s M&A strategy equally targets Italy and Spain, where the Group is already organised with dedicated operating companies.

“Joining the Cosmico Group at 100% means multiplying the tools and opportunities for the creators we represent and the brands we work with.

It has a community of more than 35,000 digital professionals across Italy and Spain, and over 300 c…

Salt & Fiber, a Malmö-based ClimateTech startup transforming beach-cast seagrass into sustainable textile yarns, has secured €300k in a pre-Seed investment round.

Founded in 2025 by Annika John, the company develops sustainable textiles from seagrass, a natural resource found along coastlines.

By transforming beached seagrass, a material that typically goes unused, into high-quality fibres, Salt & Fiber claims to create an environmentally responsible alternative to conventional textiles.

The company states that its fibres are made from beached seagrass that doesn’t require fresh water, fertilisers, or land.

Seagrass fibres are naturally fire-resistant, making them less likely to ignite and …

LawX, a Berlin-based LegalTech startup, has raised €7.5 million in a Seed funding round to develop the first holistic AI-powered operating system for law firms and notaries.

Founded in late 2024 by Dr Norman Koschmieder, Dr Sara Brinkmann, and Torben Rabe, LawX is developing an AI-powered operating system for legal work.

It further notes that law firms and notaries lose time daily on manual tasks like file creation, contact management, document handling, and billing.

“The German legal market is undergoing a fundamental transformation that requires a deep understanding of local structures and market requirements.

The long-term goal of LawX is to establish itself as the leading operating syst…

Alcolase, a Copenhagen-based BioTech startup tackling alcohol intolerance by providing remedies for alcohol flush, today announced a €1.5 million funding round supported by Ada Ventures, Delphinus Venture Capital, Antler, Manigoff Invest and a group of business angels.

The company plans to first enter the Singapore market, followed by South Korea, where alcohol intolerance is more prevalent.

Meeting people with alcohol intolerance helped Precht, CEO and co-founder of Alcolase, realise the significance of this issue.

“When you speak to people with alcohol intolerance, you realise this is not about wanting to drink more.

Alcolase’s initial product targets individuals with alcohol intolerance,…

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

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

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

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

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

Healthcare-associated infections affect a significant proportion of hospital patients and contribute to longer hospital stays, operational disruption and rising healthcare costs.

NEX Health Intelligence develops an AI-powered infection intelligence platform designed to help hospitals detect, predict and prevent healthcare-associated infections before they spread.

The platform aims to enable hospitals to identify transmission risks earlier and implement more targeted infection prevention measures.

He later partnered with Dr Chang Ho Yoon to explore how AI could be applied to infection prevention and hospital safety.

To date, NEX says its platform has supported infection safety across more th…

Founded by Hendrik Franck and Brent Coppens, Exhibitly develops AI-powered personalisation technology for B2B event websites.

Exhibitly adds an AI layer on top of existing event websites, allowing visitors to receive a personalised experience based on their role and company.

The company says visitors using the platform are significantly more likely to proceed to registration compared to users of traditional event websites.

By the end of 2027, we aim to support more than 1,000 events worldwide and establish Exhibitly as the global reference in B2B event intelligence,said Hendrik Franck, co-founder and CEO of Exhibitly.

Alongside its current platform for event organisers, Exhibitly is also de…

Monzo today reported rocketing revenues and profits, helped by adding three million customers in its financial year.

The figures were helped by adding three million customers in the year and increasing customer deposits, Monzo said.

Monzo, which has over 15.2m customers, highlighted the diversity of its revenue streams, saying that it has four income streams over £300m, which are current account balances, borrowing, payments, and wealth.

Monzo said that business banking now represented a growing 14 per cent of total revenue, while other highlights include 1.6m customers subscribing to paid plans.

It also said 50 per cent of active Monzo customers are choosing Monzo as their primary bank, wh…

Europe’s leading AI model firm has acquired an Austrian AI startup, in an effort to build out its offering for aerospace, automotive and industrial businesses across Europe.

France’s Mistral has acquired Emmi AI, marking its second acquisition, for an undisclosed sum.

Emmi AI, founded in 2024 and which last year raised Austria's largest-ever seed round, builds AI models that help industrial companies speed up engineering workflows and product design cycles.

Emmi AI’s €15m seed round last year was led by 3VC, Speedinvest, Serena, and PUSH VC.

Emmi AI’s co-founders and its team of more than 30 researchers and engineers will join Mistral's Science and Applied AI teams later this year, Mistral …

Helsinki-based retail technology startup Retailgrid has raised €358,000 in a pre-seed funding round led by Finnish B2B SaaS investors Ali Omar, Henry Nilert and Pekka Ylitalo, with participation from Innovestor Angel CoFund.

Retailgrid develops an AI-powered workbook designed for retail pricing, assortment planning and forecasting.

Retailgrid aims to address this gap with a cloud-based platform that combines the familiarity of spreadsheets with AI-driven analytics and automation.

The platform connects directly to existing retail data sources, including ERP systems, e-commerce platforms and market-data feeds.

The company primarily serves omnichannel retailers and FMCG brands across sectors, …

For the continent’s innovation leaders and decision-makers, the challenge is no longer just "building fast," but building with sovereignty and scale.

Strategically located at the crossroads of tech, European policy and finance, Nexus Luxembourg is far from a standard trade show.

With 10,000 attendees expected and over 150 speakers, the 2026 edition focuses on key pillars such as cybersecurity, data sovereignty, fintech and digital finance, govtech, climate tech, space tech and health tech.

Why Decision-Makers are attending:Positioned in Luxembourg, the event serves as a natural bridge between EU regulators, decision-makers and tech pioneers , offering a unique perspective on innovation and …

Investor appetite is increasingly shifting toward infrastructure-heavy categories tied to food resilience, including AgTech, aquaculture, robotics, bio-inputs, and precision fermentation.

Europe’s foodtech sector is entering a more sober, pragmatic phase.

According to DigitalFoodLab’s State of the European FoodTech Ecosystem in 2026 report, European foodtech startups raised €3 billion in 2025 — a 25 per cent decline year-on-year — as the industry continues to cool from the investment frenzy of 2021 and 2022.

​Europe’s food startups face a timing problem, not an innovation problemReading the report, I found the investor funding rates shockingly low for such a sector that touches everyone.

La…

Milan-based legal AI company Lexroom has raised $50 million in a Series B funding round led by Left Lane Capital, with participation from Base10 Partners, Eurazeo, Acurio Ventures, Entourage and View Different.

Lexroom develops AI infrastructure for legal professionals, focusing on a data-first approach built around verified legal sources rather than fine-tuned general-purpose language models.

The company says its platform is designed to address reliability and verification challenges associated with generative AI tools in legal work, including fabricated citations and inaccurate legal references.

Civil law countries need an AI legal engine that reasons data-first,said Paolo Fois, CEO and c…

The funding will support product development and the expansion of the platform ahead of new European cybersecurity regulations coming into force in 2026.

The company says the increasing complexity of software development, driven by third-party components, open-source dependencies and AI-generated code, is making visibility and control across software supply chains more difficult.

CRACI’s platform provides visibility across software supply chains while automating vulnerability tracking, lifecycle management and compliance processes.

The company aims to help organisations meet CRA requirements related to supply chain control, traceability and continuous security without slowing software devel…

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.