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[GSoC 2026] Expanding the functionality of the Haiku Devices Application Introduction Hello!

[GSoC 2026] Bluetooth: HCI Improvements & HID Profile | Haiku Project Hello!

Haiku to mentor 3 students in Google Summer of Code 2026 For many years now, Haiku is a regular participant in the Google Summer of Code program, which offers paid mentorship to people willing to work full time on Haiku for a few months.

Haiku to mentor interns in Google Summer of Code 2026 Haiku is proud to once again be part of the Google Summer of Code.

Haiku Activity & Contract Report, January 2026 This report covers hrev59262 through hrev59355.

Following last week's disclosure of the Dirty Frag vulnerability for the Linux kernel , which only finished being patched up in mainline on Monday , Fragnesia is now public as a similar local privilege escalation (LPE) vulnerability.Announced today on the open-source security mailing list by V12 Security is Fragnesia as a local privilege escalation exploit that is of the same vulnerability class as Dirty Frag.

Fragnesia centers around a separate bug within the ESP/XFRM code with a logic bug to allow arbitrary byte writes into the kernel page cache of read-only files.Proof of concept code for Fragnesia is already out there.

There is a two-line patch for addressing the issue within the Linux …

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NV Energy needs the capacity for data centers.

The other 75% comes from NV Energy, and that source will no longer be supplied to the region by this time next year.

Hughes is a North Lake Tahoe resident, CEO of the nonprofit Tahoe Spark, and a supervisor within the California Energy Commission’s Efficiency Division.

NV Energy is building Greenlink West, a 525-kV, $4.2 billion transmission line from Las Vegas to Yerington, expected online in May 2027.

What happens nextLiberty has told customers that NV Energy will remain the transmission provider—the wires aren’t going anywhere.

Open Source software is not a “hobby” for your spare time.

Literally every company you have worked for couldn’t run their business without any OSS.

They extract value every hour and then ask maintainers to beg for a Friday afternoon, a donation button or a kind word in an all-hands.

Maintainers inside companies should and can just take work time for the necessary work on the OSS code those companies already depend on.

It’s the way most open source has always been done.

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

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

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

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

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

The Vermont senator recently wrote that “AI oligarchs do not want to just replace specific jobs.

In April, someone shot 13 rounds at an Indianapolis councilman’s house and left a note under his doormat: “NO DATA CENTERS,” it read.

If anything, AI has mostly been a financial boon for the country, buoying the stock market and driving growth.

A version of this has played out before: Silicon Valley is fond of likening AI to the Industrial Revolution.

Perhaps, if data centers were beautiful, people would like them more?

Energy matters for AI, but the decisive layers are cloud infrastructure, data, and commercialization.

The US is winning the AI race where it matters most: commercialization.

That helps explain why AI infrastructure is an easy political product.

The United States is winning because it is building every major layer at once: chips, power, data centers, cloud platforms, developer tools, consumer platforms, and enterprise software.

The US is winning because it has power, capital, cloud infrastructure, and data platforms all working together.

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

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

His previous employer didn’t demand developers use AI but it was encouraged and developers were given access to Cursor, one of the leading coding agents.

JetBrains IDE is an integrated development environment used by software developers.

“It's making me dumber for sure,” the fintech software developer told me.

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

In August 2025 GitHub stopped having its own CEO.

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

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

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

The RoleWe're looking for an Technical Success Manager to to make client experiences magical.

This involves deeply understanding client needs, leaders, and processes, our interfaces with client systems, and the underlying stack used to support them.

You’ll help clients run down problems and help engineers explore new opportunities with clients, and you’ll help clients understand how agents are working in production, and understand their data.

What You'll Work OnOwn the Client Relationship: Primary point of contact for clients from pilot through expansion.

Develop autonomous tools: Create new, differentiated tools for understanding production problems more quickly and reliably, and scaling c…

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

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

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

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

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

Attack vector: More severe the more the remote (logically and physically) an attacker can be in order to exploit the vulnerability.

Attack complexity: More severe for the least complex attacks.

User interaction: More severe when no user interaction is required.

Confidentiality: More severe when loss of data confidentiality is highest, measuring the level of data access available to an unauthorized user.

Integrity: More severe when loss of data integrity is the highest, measuring the consequence of data modification possible by an unauthorized user.

Knowing the right problem type for your scheduling problem helps you leverage the existing research and algorithms that have already been developed for it.

Maintenance scheduling in the cloud is close to a Resource-Constrained Project Scheduling Problem (RCPSP) without the precedence constraints.

CP-SAT is particularly well-suited for scheduling problems because it has specialized variables and constraints for modeling time, which makes modeling scheduling problems more intuitive and efficient.

The OR-Tools CP-SAT provides powerful abstractions that let you model scheduling problems in an intuitive and efficient way.

If you’re facing a scheduling problem, I’d strongly recommend trying OR-To…

Enum-to-string is the “hello world” of reflection – but it’s also genuinely useful in real projects, for things like logging, serialization, debugging, and so on.

A C++17 header-only library by ZXShady that achieves enum reflection through __PRETTY_FUNCTION__ parsing tricks.

It works for any enum – sparse, scoped, unscoped – with no special setup at the declaration site.

what to do about itIf you’re adopting reflection-based enum-to-string in a large codebase:Use PCH for – not modules.

As shown above, a PCH cuts the header cost by ~2.3x and makes reflection the fastest of the three approaches.

European governments: 3.000 tracking sites, 1.000 phpMyAdmins, and 99% poorly encrypted email.

That’s why we show results on maps: maps for every country and every metric.

3.000 governmental sites use tracking cookies illegally3.081 European government sites place tracking cookies without consent.

Just a fraction of these are tracking cookies, and we can say for certain they are in just 10 distinct cases.

Percentage graph showing how many European governmental sites place tracking cookies without consent.

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

Native UI Markdown editors are attractive and legible.

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

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

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

"I applied to be pope," the 53-year-old former prison officer in the Canadian city of Sudbury told AFP.

All warned that the world has to wake up to the threat unregulated AI chatbots pose to mental health.

"I slowly started to spiral deeper into the rabbit hole," the 50-year-old told AFP from his home in Amsterdam.

The experiences of Millar, Biesma and many others escalated after OpenAI released an update to GPT-4 in April 2025.

OpenAI told AFP that "safety is a core priority" and it had consulted with more than 170 mental health experts.

New Blog Post: Some Silly Z3 Scripts I Wrote February 23, 2026Now that I'm not spending all my time on Logic for Programmers, I have time to update my website again!

So here's the first blog post in five months: Some...

The AES-GCM keystream byte at counter block position 2, byte 0 is XORed directly into the cached file page.

It writes a small position-independent ELF stub (setresuid/setresgid/execve /bin/sh ) over the first 192 bytes of /usr/bin/su in the page cache, then calls execve("/usr/bin/su") to obtain a root shell.

The page cache modification is not backed to disk; the on-disk binary is untouched.

Critical Cleanup WarningAfter the exploit runs, /usr/bin/su in the page cache contains the injected stub.

Each iteration recomputes the required keystream byte, looks up the corresponding IV nonce, increments the ESP sequence number, and fires a fresh trigger pair.

Even fundamental primitives that you would expect a BASIC dialect to provide, like PRINT or INPUT , are not part of the core language.

Here are some of mine for how this project could evolve:Continue building the BASIC language up.

As I said earlier, further developing the BASIC dialect is not super interesting, particularly because BASIC is full of warts that make it hard to parse.

The platform behind EndBASIC, however, carries an opinionated design for how embedded disk images should be, and provides basic services to enforce security principles, to preserve privacy, and to be performant.

But then…In January, I started working on a full re-implementation of EndBASIC’s core language, becau…

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

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

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

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

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

Smolnet Captcha!

A cookie will be saved in your browser (with no tracking information).

A note for developers:You can bypass this captcha by sending a custom User-Agent header.

Please include your email address in the string so I can reach you in case of issues.

User-Agent: My custom software v1.0 (by [email protected])

C++26 addresses this directly with standard library hardening, introduced via P3471R4.

Library hardening converts certain undefined behavior in the standard library into detectable contract violations at runtime.

All three major standard library implementations already ship vendor-specific hardening modes.

remove_prefix ( 10 ); // contract violation: 10 > 51 2 std :: optional < int > opt ; int x = * opt ; // contract violation: has_value() is false1 2 std :: span < int , 5 > sp ( data , 3 ); // contract violation: extent mismatch sp .

If you care about memory safety in your C++ code (and in 2026, you should), hardened standard library mode should be part of your build configuration.

Only one set of results from a real app running real data.

I had no idea gc changes were to blame at the time, and the whittled test case created essentially no cycles.

Much of sorting has quite predictable worst-case O() behavior, but the gc context is much messier than that.

In the absence of realistic benchmarks and real-world reports, I think an extensive set of synthetic benchmarks would be helpful.

It does make a case for making it possible to easily try inc gc in a production release.

I recently had the pleasure of designing and implementing a custom query language, along with an integrated execution environment.

For some, an LLM and a thin interface are a good enough replacement for a custom query language.

With an accessible query language tailored to the business problem at hand, these analysts can own their work.

The obvious choice is Vehicle Query Language (VQL), but a more general name that captures the core abstractions and query patterns would be Entity History Query Language (EHQL).

If the big picture problem I described here reminds you of something you’re facing, consider designing your own query language.

His recommended workflow for the initial checkout:An even better way to do the initial download is this: $ wget http://bzr.notengoamigos.org/emacs.tar.gz $ tar xzf emacs.tar.gz $ bzr init-repo emacs-bzr $ cd emacs-bzr $ bzr branch ../emacs trunk $ cd trunk $ bzr pull –remember http://bzr.notengoamigos.org/emacs/trunk/Compare that to git clone !

We will use GNU Bzr, because it is a GNU package.

Threads like “Help me unstick my bzr, please” and “Can NOT bzr the emacs repos (may be bzr has a memory leak)” became regular occurrences.

My main reason for bringing this up again is that Bazaar development has effectively stalled.

While helping BZR fixing bugs might be a gain for BZR, it is a loss a…

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

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

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

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

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

For 30 years, KDE has been providing the free and open-source software essential for digital sovereignty in personal, corporate, and public infrastructures: operating systems, desktop environments, document viewers, image and video editors, software development libraries, and much more.

KDE will use Sovereign Tech Fund’s investment to push its essential software products to the next level, providing every individual, business, and public administration with the opportunity to regain their privacy, security, and control over their digital sovereignty.

About KDEKDE is an international technology team that creates free and open source software for desktop and portable computing.

KDE software…

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

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

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

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

Of course I took a peek at the Claude Code source 🙈.

What I found was a very entertaining vulnerability which is now fixed since Claude Code version 2.1.118.

* Supports both space-separated (--flag value) and equals-separated (--flag=value) syntax.

This created a conveniently exploitable vulnerability when combined with the Claude Code deeplink handler for claude-cli://open URIs.

Because of this parsing behavior, it was possible to inject arbitrary settings into the spawned Claude Code instance, including the execution of arbitrary commands via a hooks setting.

Reuters:

LinkedIn says it has “implemented organizational changes”; a source says LinkedIn plans to cut about 5% of its 17,500 full-time workers — LinkedIn planned to inform staff of layoffs on Wednesday, two people familiar with the matter told Reuters, in a widening of technology sector cuts this year.

Sean McLain / Wall Street Journal:

Rivian CEO RJ Scaringe's Mind Robotics, which is building AI-powered robots for manufacturing tasks, raised $400M, source says at a $3.4B valuation — Funding for AI-powered industrial robot project now exceeds $1 billion — Mind Robotics, the startup founded by Rivian Chief Executive RJ Scaringe …

Zac Hall / 9to5Mac:

Instagram rolls out Instants, which lets users share ephemeral photos, as an in-app feature in Instagram and as a standalone app in select countries — Meta just launched a brand new iPhone app called Instants. Built around ephemeral photo sharing, the new social media app is also the latest Instagram feature.

Russell Brandom / TechCrunch:

Adaption, co-founded by ex-Cohere VP of AI research Sara Hooker, unveils AutoScientist, which can automate the research loop behind model training and alignment — For years, AI researchers have anticipated the moment when AI systems will be able to improve themselves better than humans could.

Lucas Ropek / TechCrunch:

Anthropic launches Claude for Small Business, featuring a host of automated services like bookkeeping functions, business insights, and tools for ad campaigns — Anthropic is looking to court smaller companies. To that end, the company announced Wednesday the launch of Claude for Small Business …

Gyana Swain / CSO:

Microsoft unveils MDASH, a security system that can orchestrate 100+ AI agents to find vulnerabilities, and says it identified 16 Windows vulnerabilities — The agentic tool, codenamed MDASH, will open to enterprise customers in private preview in June. — Microsoft has unveiled …

Bloomberg:

Sources: Mistral has been developing a cybersecurity-focused AI model and held discussions about it with European banks, which don't have access to Mythos — French artificial intelligence startup Mistral AI is in discussions with European banks about deploying its answer to Anthropic PBC's Mythos …

Bloomberg:

Sources: Arm and SoftBank expressed preliminary interest in acquiring Cerebras weeks before its expected IPO; Cerebras rebuffed them — Arm Holdings Plc and its majority owner SoftBank Group Corp. made an approach to acquire Cerebras Systems Inc., the AI computing firm …

Jonathan Stempel / Reuters:

The FTC says Shutterstock will pay $35M to settle charges that Shutterstock misled consumers about its subscription plans and made it too difficult to cancel — Shutterstock (SSTK.N) will pay $35 million to settle U.S. Federal Trade Commission charges that the online provider of stock photography …

OpenAI Global Affairs:

OpenAI endorses the Kids Online Safety Act and Illinois SB 315, an AI safety bill to create requirements around transparency, incident reporting, and more — Welcome (back) to The Prompt. For the first time, we're using it to endorse legislation. The bills we're supporting today …

Ashlee Vance / Core Memory:

Q&A with Alexandr Wang on rebuilding Meta's AI stack, launching Muse Spark, personal superintelligence, acquiring Assured Robot Intelligence, and more — Last June, Meta pried Alex Wang away from Scale AI, the company he co-founded and ran, in a deal valued at $14 billion.

The Information:

Tencent says it plans to spend significantly more on AI infrastructure in H2 2026 as more China-designed AI chips become available “month by month” — Tencent Holdings is gearing up to spend more on AI infrastructure after chip shortages began showing signs of relief.

Kate Clark / Wall Street Journal:

Investor docs: Anthropic's revenue run-rate is on track to hit $50B by the end of June; Ramp says more of its customers now use Anthropic than OpenAI, a first — After years as also-ran, startup pulls ahead in AI race after focusing on enterprise users and coding

Bloomberg:

A profile of California Rep. Ro Khanna, who spent years cheering on the tech industry and now supports a 5% billionaire wealth tax and stricter AI regulations — Ro Khanna spent years cheering on the tech industry and building ties with wealthy donors. Now he's pitching himself …

Robbie Whelan / Wall Street Journal:

UK chip startup Fractile raised a $220M Series B led by Factorial Funds, Accel and Founders Fund to make specialized logic and memory chips for inference — Factorial Funds, Accel and Peter Thiel's Founders Fund invest in company — The U.K. chip startup Fractile said it has raised …

Lily Hay Newman / Wired:

WhatsApp launches Incognito Chat, an AI chat mode built on Private Processing that Meta says lets users talk to AI without Meta being able to access the chats — The company says its new Incognito Chat allows you to use its AI chatbot without anyone else—including Meta—being able to access your conversations.

Katherine Davis / Axios:

German quantum MRI imaging startup NVision raised a $55M Series B led by Abbott at a $250M to $300M valuation, and plans a $100M+ Series C later in 2026 — NVision, a German quantum imaging technology company, on Wednesday said it has raised a $55 million Series B.

Foo Yun Chee / Reuters:

Apple files an EU submission criticizing draft DMA measures that would require Google to give competing AI services access to Android apps, citing privacy risks — Apple (AAPL.O) on Wednesday echoed Google's criticism of EU antitrust regulators' efforts to force the search giant …

Cecilia Kang / New York Times:

Analysis: 25% of the 13,000 US federal lobbyists are involved in AI issues, up from 11% in 2023; OpenAI plans to host the opening of its DC office on Wednesday — OpenAI and Anthropic are opening offices in Washington, hiring lobbyists and spending more than ever to win over federal lawmakers.

Jennifer Pattison Tuohy / The Verge:

Amazon is replacing its Rufus AI shopping assistant with Alexa for Shopping, powered by Alexa+, on Amazon.com and its app for all customers in the US — The company is giving its AI-powered assistant special shopping skills on its website and app. … Beginning today, when you type a query into Amazon …

Agnieszka Barteczko / Bloomberg:

Poland says it plans to proceed with a digital services tax of up to 3% on large digital platforms, despite threats of retaliation like tariffs from the US — Poland will continue working on legislation to tax digital platforms, Finance Minister Andrzej Domanski said, despite threats …

Michelle Del Rey / USA Today:

Trump Mobile CEO Pat O'Brien says T1 Phone pre-orders will begin shipping to customers this week, and the device is assembled in the US, after months of delays — Trump Mobile phones are being shipped this week, the company exclusively confirmed to USA TODAY in an email May 11.

Sam Tabahriti / Reuters:

Ofcom fines an unnamed suicide forum £950K, the largest OSA fine so far, for hosting illegal content accessible in the UK; the forum is linked to 130+ deaths — Britain's communications regulator has fined the provider of an online suicide forum 950,000 pounds ($1.28 million) …

New York Times:

Analysis: a16z is the largest known donor in the current US midterm election cycle, spending $115M+ so far on pro-crypto, pro-AI, or Republican Super PACs — The biggest donor in the midterm elections is not Elon Musk, or George Soros, or any of the other billionaires who are often thought to wield the fattest wallets in politics.

Bloomberg:

Analysts: China's AI hardware suppliers face capacity constraints and component shortages, including optical and electronic chips, that may limit 2026 growth — China's artificial intelligence hardware suppliers have a problem: keeping up with insatiable demand for their products.

Ben Schoon / 9to5Google:

Google says Chromebooks will get support through their “existing date commitment”, and “many” models are “eligible to transition” to the Googlebook experience — During The Android Show earlier today, Google revealed its “Googlebook” …

Kim Bhasin / New York Times:

How eBay CEO Jamie Iannone transformed the company, refocusing on power buyers in categories with especially high resale demand like trading cards and sneakers — The online marketplace has remade itself by focusing on collectibles and other high-end goods — and attracted an unwelcome takeover bid from GameStop.

Luz Ding / Bloomberg:

Alibaba reports Q4 revenue up 3% YoY to ~$35.8B, below ~$36.3B est., and net income up ~100% to ~$3.7B, in part due to investments, as it seeks to monetize AI — Alibaba Group Holding Ltd. posted its first operating loss since the depths of the Covid pandemic, underscoring the extent …

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

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

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

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

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

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

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

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

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

ContributorsSuperSplat is made possible by …

Session ReplayEvery session agentmemory records is replayable.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

Example:export TABPFN_MODEL_CACHE_DIR= " /path…

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

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

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

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

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

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

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

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

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

@article { zhang2025pageindex , author = { Mingtian Z…

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

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

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

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

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

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

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

We released an Agent TARS B…

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

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

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

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

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

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

SetupYou can run InsForge locally using Docker Compose.

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

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

Install globally:npm install -g 9router 9router🎉 Dashboard opens at http://localhost:201282.

Connect a FREE provider (no signup needed):Dashboard → Providers → Connect Kiro AI (free Claude unlimited) or OpenCode Free (no auth) → Done!

Think of it as a "savings tracker" showing how much you're saving by using free models or routing through 9Router!

The current FREE providers (Kiro, OpenCode Free, Vertex) are genuinely free with no hidden charges.

OpenCode Free (No auth, auto-fetch models) Dashboard → Connect OpenCode Free → No login required (passthrough proxy) → Models auto-fetched from opencode.ai/zen/v1/models Pro Tip: Fastest setup.

Browserbase SkillsA set of skills for enabling Claude Code to work with Browserbase through browser automation and the official bb CLI.

Add marketplace Enter the marketplace source: browserbase/skills Press enter to select the browse plugin Hit enter again to Install now Restart Claude Code for changes to take effectUsageOnce installed, you can ask Claude to browse or use the Browserbase CLI:"Go to Hacker News, get the top post comments, and summarize them ""QA test http://localhost:3000 and fix any bugs you encounter""Order me a pizza, you're already signed in on Doordash""Use bb to list my Browserbase projects and show the output as JSON"to list my Browserbase projects and show the output…

ACE-Step UIThe Ultimate Open Source Suno AlternativeSeamless integration with ACE-Step 1.5 - The Open Source AI Music Generation ModelDemo • Why ACE-Step • Features • Installation • Usage • Contributing🎬 DemoGenerate professional AI music with a Spotify-like interface - 100% free and local🚀 Why ACE-Step UI?

ACE-Step 1.5 is the open source Suno killer that runs locally on your own GPU - and ACE-Step UI gives you a beautiful, professional interface to harness its full power.

Start ACE-Step UI (in another terminal) cd ace-step-ui start.batLinux / macOS - One-Click Start (Easiest!)

Start ACE-Step UI (in another terminal) cd ace-step-ui start.batOpen http://localhost:3000 and start creating!

⭐ I…

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Learning Software ArchitectureIn reply to an email asking about learning software design skills as a researcher physicist:I was attached to a bioinformatics lab early in my career, so I think I understand what you are talking about, the phenomenon of “scientific code”!

My thoughts:First meta observation is that “software design” is something best learned by doing.

Softwaregenesis repeats the social architecture of the organization producing software.

I suspect that the difference you perceive between industrial and scientific software is not so much about software-building knowledge, but rather about the field of incentives that compels people to produce the software.

As for the actual book…

VLF transmitters are only capable of very narrow transmissions, functionally limiting them to continuous wave (Morse code) operation or simple digital schemes at very low speeds.

The possibility of going even further—from Very Low Frequency to Extremely* Low Frequency—was just a solution in wait of a problem.

Yes, even at 14 miles in length, ELF ground dipoles are extremely inefficient.

Early Navy ELF plans, like Project Sanguine, had assumed the use of extremely high transmit powers to produce a usable signal.

India's INS Kattabomman gained an ELF transmitter in the 2010s, and while few details are known, China is believed to have constructed an enormous ELF transmitter in Huazhong during …

export AWS_ENDPOINT_URL=http://localhost:4566 export AWS_DEFAULT_REGION=us-east-1 export AWS_ACCESS_KEY_ID=test export AWS_SECRET_ACCESS_KEY=test # Try it aws s3 mb s3://my-bucket aws sqs create-queue --queue-name my-queue aws dynamodb list-tablesSDK IntegrationPoint your existing AWS SDK at http://localhost:4566 — no other changes needed.

create ( "test" , "test" ))) .

client ( "ssm" , endpoint_url = "http://localhost:4566" , region_name = "us-east-1" , aws_access_key_id = "test" , aws_secret_access_key = "test" ) client .

NewStaticCredentialsProvider ( "test" , "test" , "" ), ), config .

await ; let client = Client :: new ( & config ) ; client .

ShareIn the first week of August 1974, President Nixon was talking to the wallpaper.

So while Nixon was upstairs talking to Lincoln, Schlesinger was downstairs making sure he couldn’t start World War III.

By early August 1974, he had concluded that the President of the United States could no longer be trusted with the launch codes.

So he did the only thing a Secretary of Defense can do in that situation…He staged a small, polite, paperwork-averse coup.

They knew their names would be public, printed in the official record of the United States Congress, searchable forever, easy to find.

It shows a convincing likeness of the prime minister standing at a Downing Street lectern in Islamic dress.

“Our crazy violent Muslim immigrants, including our precious criminals and rape gangs, are the bedrock of our society.” Later in the video, the avatar uses a racist term for Pakistani people.

It had been posted by a devout Muslim man living in Pakistan.

This man, who we are not naming for his own safety, runs successful accounts pushing Islamophobic AI slop to UK audiences.

He uses the title “Hafiz” before his name, an honorific reserved for those who have memorised the entire Quran.

Rendering Planets We’re finally reaching the part you probably came here for in the first place: rendering a realistic atmosphere around planets!

Vector3 ( 0.0 , 0.0 , 0.0 ) , 15 sunIntensity : 15.0 , 16 planetSurfaceColor : '#8B4513' , 17 } ; Just replacing our constants with these gives us a more dusty, orangy atmosphere.

y <= 0.0 ) { 34 gl_FragColor = vec4 ( 0.0 , 0.0 , 0.0 , 1.0 ) ; 35 return ; 36 } 37 38 39 float atmosphereNear = max ( atmosphereHit .

y <= 0.0 ) { 14 gl_FragColor = vec4 ( 0.0 , 0.0 , 0.0 , 1.0 ) ; 15 return ; 16 } 17 18 19 20 float atmosphereNear = max ( atmosphereHit .

isBackground ) { 13 vec4 aerialPerspective = sampleAerialPerspectiveLUT ( uv ) ; 14 color = color * …

I’d like to introduce you to six easy rules that are pretty much guaranteed to position your text firmly in the FUTURE.

We’ll start with some simple sans-serif text, such as this randomly chosen word in Eurostile Bold.

We want it to look like the text is stretching towards 2020:Hmm.

Rule 4: Let’s combine a few letters into one, to make sure we’re not violating the Kern Tithe:Now we’re talking!

Let’s end with Rule 5: Remove an entirely pointless and arbitrarily segment of the text.

Quack: The DuckDB Client-Server ProtocolThe DuckDB team · 20 minTL;DR: DuckDB instances can now talk to each other using the Quack remote protocol.

There are also multiple projects out there that retrofit client/server abilities to DuckDB, for example using the Arrow Flight SQL protocol.

If this means having a client-server protocol in addition to the in-process capabilities – fine.

For now, Quack lives in the core_nightly repository and is available in DuckDB v1.5.2, the current release version:DuckDB #1 INSTALL quack FROM core_nightly ; LOAD quack ; CALL quack_serve ( 'quack:localhost' , token = 'super_secret' ); CREATE TABLE hello AS FROM VALUES ( 'world' ) v ( s ); quack: DuckDB #2 INST…

Senior developers worry about stability because they take responsibility for the business to continue serving customers.

Keep things working, keep things understandable, keep things debuggable, keep things fixable, keep things teachable, keep things stable.

Senior developer’s fail to communicate because they express their problems in terms of complexity management when they should be expressing their solutions in terms of uncertainty reduction.

This is what senior developers learn to do: they learn how to give people what they want by being resourceful with existing software.

Ah, well, it can’t yet do the one thing senior developers still do.

1987 • 1024 × 768 PNG (57 KB) IRIS Multiple Exposure (mex) Screen capture: SGI IRIS 3130 — GL2-W3.6 with sample mex tools running.

1988 • 640 × 480 PNG (6 KB) GEM Desktop 3.0 Screen capture: GEM Desktop 3.0 in 16-color VGA mode.

1988 • 1152 × 900 PNG (46 KB) Network Extensible Window System Screen capture: Sun 3/60 — SunOS 3.5, showing unbundled NeWS environment.

1989 • 1024 × 768 PNG (614 KB) Media Logic Artisan Screen capture: SGI IRIS 3130 — GL2-W3.6, showing the Media Logic Artisan paint program.

1990 • 1024 × 768 PNG (28 KB) Microsoft Windows 3.0 Screen capture: Compaq Deskpro 386 & Western Digital Paradise 8514/A+ — Windows 3.0, showing CorelDRAW!

For the last decade, fast-to-ship beat fast-to-run. Not anymore.

I’ll get straight to the point: your AI coding agent, the one you use to write code, needs to reduce your maintenance costs.

Let’s say you asked a crowd of, say, 50 developers what those maintenance costs were.

Or maybe... and this feels more likely to me... their maintenance costs were exactly that bad, and they papered over the problem instead.

If you double your output and hold your maintenance costs steady, two times one means you’ve still doubled your maintenance costs.

You need AI that reduces your maintenance costs, and in proportion to the speed boost you get from new code.

This website is using a security service to protect itself from online attacks.

The action you just performed triggered the security solution.

There are several actions that could trigger this block including submitting a certain word or phrase, a SQL command or malformed data.

You can email the site owner to let them know you were blocked.

Please include what you were doing when this page came up and the Cloudflare Ray ID found at the bottom of this page.

A bunch of the findings these AI tools reported were confirmed vulnerabilities and have been published as CVEs.

Steps involved in keeping curl secureMay 6, 2026It was with great anticipation we received the first source code analysis report generated with Mythos.

On average, every single production source code line of curl has been written (and then rewritten) 4.14 times.

Yes, the AI thinks they are confirmed, but the curl security team has a slightly different take.

AI finds existing kinds of errorsIt should be noted that the AI tools find the usual and established kind of errors we already know about.

Im going back to writing code by hand09 May, 2026This dev-log is getting a lot of attention on HN (scary!

gvr && m . resourceWatcher != nil { m . resourceWatcher .

creationTimes m . allResources = nil m . allCreationTimes = nil }See the if msg.gvr.Resource == k8s.ResourceNodes && m.fleetView != nil conditional?

ResourcePods { // ... 20 lines to look up selected pod, get name, namespace ... return m , m . commandWithPreflights ( m . execIntoPod ( selectedName , selectedNamespace ), m . requireConnection , ) } if m . currentGVR .

ResourceContainers { // ... container exec logic ... return m , m . commandWithPreflights ( m . execIntoContainer (), m . requireConnection ) } return m , nilOne key…

Changelog News!

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

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

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

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

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

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

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

Changelog News!

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

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

Server ErrorOops!

Looks like the server had a hiccup.

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

In the meantime, enjoy some clips!

Changelog News!

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

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

Augment Code – Adam loves “Auggie” – Augment Code’s CLI that brings Augment’s context engine and powerful AI reasoning anywhere your code goes.

From building alongside you in the terminal to any part of your development workflow.

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

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

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

Augment Code – Adam loves “Auggie” – Augment Code’s CLI that brings Augment’s context engine and powerful AI reasoning anywhere your code goes.

From building alongside you in the terminal to any part of your development workflow.

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

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

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

Changelog News!

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

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

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

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

Changelog News!

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

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

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

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

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

Push-button deployments that scale to thousands of instances.

Check out the speedrun to get started in minutes.

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

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

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

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

Check out the speedrun to get started in minutes.

Changelog News!

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

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

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

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

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

At an unbeatable price.

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

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

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

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

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

The various tools associated with Anthropic Claude AI, including the basic chatbot, the coding assistant Claude Code, and the agent interface Claude Cowork, have been all the rage these last few months.

Claude Code 101: Learn Claude Code basics for AI-assisted software development.

AI Fluency for Educators: Apply AI fluency concepts in teaching and learning.

Claude Code in Action: Apply Claude Code to practical development workflows.

AI Fluency for Nonprofits: Apply AI fluency to nonprofit workflows and missions.

Also: Fedora 44 made me forget I was using Linux - in the best wayThe developers of Fedora Linux understand this and have developed a distribution called Silverblue.

I could end it there, simply by saying it's immutable Fedora with a KDE Plasma desktop, but that's no fun.

Also: The best Linux laptopsLet me talk about why I think KDE Plasma and immutable Fedora make a great pair.

In the end, it boils down to this: Do you want the KDE Plasma desktop or the GNOME desktop?

Either way you go, you'll get the same reliable/secure OS with the speed and power of Fedora Linux.

Browse the Widgets pane With the Widgets pane visible, you may want to review the available info before customizing and personalizing it.

Customize the Discover feed In the Discover feed, you can add, remove, and change the individual cards that appear.

Personalize the Discover feed You can tweak the Discover feed to personalize it even more.

Customize the Widgets feed Next, you can tweak the Widgets feed.

Adjust the layout of the Widgets feed After you've set up all your widgets, you can fine-tune the layout of the feed.

The Tenda BE5100 three-pack mesh Wi-Fi system is a low-cost, high-speed, easy-to-use package that kills wireless dead spots.

X’s new History tab combines bookmarks, likes, watched videos, and read articles into a single place, expanding the app’s role as a save-it-for-later tool.

The feature lets users share disappearing photos with their Close Friends or mutual followers that can be viewed only once and remain available for 24 hours.

Mind Robotics, which was first revealed in late 2025, has now raised more than $1 billion to date.

"I believe I am an honest and trustworthy business person," Altman testified in federal court.

Origin Lab will serve as a marketplace where AI labs can buy high-quality licensed data, and video-game companies can sell it.

Anthropic is looking to broaden its customer base from larger enterprise customers to smaller and mid-sized businesses.

A ransomware group has claimed responsibility for hacking the electronics manufacturing giant Foxconn, and is attempting to extort the company.

Alexa for Shopping is a new personalized AI shopping assistant in the Amazon search bar that replaces its Rufus assistant.

After achieving $2.2 billion in revenue in 2025, the defense tech startup has raised another massive round, led by Thrive and a16z, it says.

The retail trading subreddit submitted the sharpest criticism yet in response to the financial regulator's idea of letting companies report twice per year.

U.S. House lawmakers want to know how hackers broke into education tech giant Instructure twice, and stole reams of data from students who use the company's flagship student data software Canvas.

Ancient Slashdot reader ewhac writes: CERN, a longtime Open Source pioneer, has made several contributions over the years to KiCad ("KEE-kad"), an Open Source EDA (Electronic Design Automation) package widely used in the hobbyist and professional electronics communities. It's gotten so widely used that users can now submit their KiCad design files directly to several electronics fabricators (rather than the traditional step of converting the layouts to Gerber files). Over the years, CERN has also developed their own symbol and footprint libraries to support their own internal electronic designs. Last week, CERN released those KiCad component libraries, containing over 17,000 symbols, under …

fjo3 shares a report from Phys.org: Ever felt like mosquitoes bite you while ignoring everyone else? Scientists are now making progress in deciphering the complex chemical cocktail that makes particular people more enticing to these disease-spreading bloodsuckers. "It's not a misconception -- mosquitoes are attracted to some people more than others," Frederic Simard of France's Institute of Research for Development told AFP. "But we are not all magnets all the time," the medical entomologist added. A range of sensory cues can cause mosquitoes to pick one human over another -- mainly the smell and heat our bodies give off, and the carbon dioxide we exhale. Female mosquitoes -- which are the …

OpenAI CEO Sam Altman took the stand Tuesday in Elon Musk's trial against the company, testifying that Musk repeatedly sought control of OpenAI before leaving in 2018. Altman said he opposed putting AI "under the control of any one person," while Musk's lawyer used a pointed cross-examination to attack Altman's trustworthiness. An anonymous reader shares updates from the testimony via the New York Times: Before Elon Musk left OpenAI in a power struggle in 2018, he wanted to merge the nonprofit artificial intelligence lab with Tesla, his electric car company. Mr. Musk and other OpenAI co-founders met several times to discuss the merger. OpenAI's chief executive, Sam Altman, was even offered …

South Korea's presidential policy chief is calling for a "citizen dividend" that would return some AI-driven profits and tax revenue to the public. The Straits Times. From the report: Presidential policy chief Kim Yong-beom said in a Facebook post that a portion of the profits and tax revenue derived from the artificial intelligence boom "should be structurally returned to all citizens." That is because, Mr Kim argued, the economic gains from AI are based at least partly on industrial infrastructure built by the country over five decades. Mr Kim's comments come after tens of thousands of people gathered outside Samsung's main chip hub in April to demand employees get a greater share of AI p…

Instructure, the company behind the widely used Canvas learning platform, says it reached an agreement with the hackers who stole 3.5 terabytes of student and university data. The company says it received "digital confirmation" that the information was destroyed and that affected schools and students would not be extorted. The BBC reports: Paying cyber criminals goes against the advice of law enforcement agencies around the world, as it can fuel further attacks and offers no guarantee the data has been deleted. In previous cases, criminals have accepted ransom payments but lied about destroying stolen data, instead keeping it for resale. For example, when the notorious LockBit ransomware gr…

An anonymous reader quotes a report from the Financial Times (via Ars Technica): Amazon employees are using an internal AI tool to automate non-essential tasks in a bid to show managers they are using the technology more frequently. The Seattle-based group has started to widely deploy its in-house "MeshClaw" product in recent weeks, allowing employees to create AI agents that can connect to workplace software and carry out tasks on a user's behalf, according to three people familiar with the matter. Some employees said colleagues were using the software to automate additional, unnecessary AI activity to increase their consumption of tokens -- units of data processed by models. They said the…

Google is teasing a new line of "Googlebook" laptops for this fall, powered by a new Android-and-ChromeOS-derived operating system that will run Chrome, Android apps, phone-connected apps and files, and deeply integrated Gemini features. The company says Chromebooks will continue "after the launch of Googlebook" and "...all Chromebooks will continue to receive support through their device's existing date commitment." The Verge reports: "We'll have more to share on the exact OS branding later this year," Peter Du of Google's global communications team tells The Verge. [...] Googlebooks will have a Magic Pointer feature that offers contextual suggestions whenever you shake your cursor and poi…

Microsoft and G42's planned $1 billion AI data center in Kenya has stalled amid disagreements over power commitments, with President William Ruto saying the country would need to "switch off half the country" to support the project at full scale. Tom's Hardware reports: The project, announced in May 2024 during Ruto's visit to Washington, was supposed to bring a geothermal-powered data center to the Olkaria region in Kenya's Rift Valley. G42 was to lead construction, with the facility running Microsoft Azure in a new East Africa cloud region. The first phase targeted 100 megawatts of capacity and was expected to be operational by this year, with a long-term goal of scaling to 1 gigawatt. Pr…

The EU plans to target "addictive design" features on TikTok, Instagram, and other platforms, including endless scrolling, autoplay, push notifications, and recommendation loops that can steer children toward harmful content. European Commission President Ursula von der Leyen said new regulation could arrive later this year, alongside an EU age-verification app meant to make child-safety rules easier to enforce. CNBC reports: "We are taking action against TikTok and its addictive design -- endless scrolling, autoplay, and push notifications. The same applies to Meta, because we believe Instagram and Facebook are failing to enforce their own minimum age of 13," Von der Leyen said. "We are in…

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.

ADA ↑“ people are going to come back and buy Cardano and do the same thing at some point probably.

Reproducible with:profine run-all examples/minGPT/projects/chargpt/chargpt.py \ --hardware 1x_a100 --steps 25 --warmup 10 --seed 42Full artifacts (JSON + Markdown reports for every pipeline step) live in examples/minGPT/profine_output/ .

ProfileInstrument the script and run on Modal with torch.profiler; collects step times, kernel breakdown, GPU utilization, and memory.

profine profile nanoGPT/train.py --hardware 1x_a100Flag Default Description --hardware 1x_a100 Hardware preset name --steps 60 Total optimizer steps --warmup 30 Warmup steps (discarded) --timeout 900 Modal container timeout (s) --warmstart off Reuse deployed Modal app between runsOutput: profine_output/profile/profile_record…

AI-powered Configuration Automatic detection of endpoints and caching potential for quick onboarding and minimal configuration effort.

Works with your stack We support REST, the leading API standard.

No additional libraries or code changes required – resulting in no vendor lock-in.

Build on existing CDN infrastructure Our proxies run on the 300+ datacenters of Cloudflare, to offer world-wide low latency.

Boost performance Caching can drastically increase performance and reduce the load on your API servers, improving the user experience and reducing cloud costs.

Create a game game = FixedDamageGame ( max_health = 100 , attack_damage = 20 , potion_heal = 30 , starting_potions = 3 , information_level = "full" , # use "partial" to hide opponent HP/potions ) # 2.

play ( players = players , matches = 1 , seed = 42 , # Reproducible! )

play ( players = players , matches = 100 ) # ProgressMonitor is auto-attached when concurrency > 1 (unless monitors=[] is provided)Performance depends on provider rate limits and workload.

Complete Recording & ReplayEvery match is automatically recorded with full metadata:from pathlib import Path from agentdeck import AgentDeck , MatchReporter with AgentDeck ( game = game ) as deck : results = deck .

play ( players = player…

Optional configurationYou can configure Majestic by adding majestic key to package.json .

// package.json { "majestic" : { // if majestic fails to find the Jest package, you can provide it here.

--port - Will use this port if available, else Majestic will pick another free port.

Shortcut keysalt+t - run all testsalt+enter - run selected filealt+w - watchalt+s - searchescape - close searchTroubleshootingHave a look at some of the common workarounds.

ContributorsThanks goes to these wonderful people (emoji key):This project follows the all-contributors specification.

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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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Mantle8, a Grenoble, France-based natural hydrogen exploration company, has raised €31 million in Series A funding.

The existence of natural hydrogen is a well-established scientific fact; the challenge has been finding free gas accumulations of high-purity hydrogen that are commercially viable.

Mantle8 claims that its technology for identifying commercially viable natural hydrogen reserves reduces exploration risk and cost, with economic models projecting production costs as low as €0.80/kg.

The company plans to deploy this capital during the next two years to fund the world’s most advanced natural hydrogen exploration and drilling campaign.

It then went on to complete the world’s first 4D…

Dolfin, a Barcelona-based AI-native platform for sales compensation management, has closed a €2.1 million ($2.5 million) Seed round to accelerate product development and expand across Europe and the United States.

Founded in 2023, Dolfin helps RevOps, finance, and compensation teams design, manage, and adapt compensation plans without spreadsheets, complex implementations, or external consultants.

According to Dolfin, most companies with sales teams rely heavily on their compensation models.

Revenue teams devote a lot of time to fixing and clarifying a process that should be more agile and automated, states the company.

With this funding, Dolfin plans to accelerate product development and e…

It claims to be building the “Workforce Infrastructure for Europe’s new Industrial Era” and aims to empower the workers who will never be replaced by AI.

There are currently 28 million skilled blue-collar workers across the EU, yet an estimated 5.8 million additional workers will be required by 2030.

Over the next few years, the product will expand towards upskilling, learning and workforce productivity tools for electricians.

David Guérin, Partner at Brighteye, commented, “Europe has 2.7 million electrical workers and a €3 billion hiring market that has been chronically underserved.

“Gyver uses AI not to replace skilled electricians but to make each one more productive and more valuable, w…

If that sounds like your company, the DayOne Accelerator could be worth a closer look.

DayOne describes itself as a leading launchpad for startups transforming pharma R&D.

More specifically, DayOne is looking for ventures developing high-potential products that can transform pharma R&D and that are interested in collaborating or partnering with pharmaceutical companies.

Key informationApplications for the 2026 DayOne Accelerator are open until 31 May 2026.

For early-stage ventures developing solutions for pharma R&D, the programme offers more than mentorship and visibility.

DesignVerse, a Bucharest-based enterprise software startup helping modernise aviation infrastructure across Europe, has raised more than €4.6 million ($5.5 million) in Seed funding.

Andrei Manolache, CEO of DesignVerse, said, “Large organisations still lose enormous amounts of time translating design work into production software.

Using AI, DesignVerse states that its technology allows teams to modernise operational software far faster than traditional development processes.

The platform grounds its AI models in each customer’s design systems, component libraries and technical documentation.

Prior to this round, DesignVerse raised €725.3k ($850k) in pre-Seed funding, which enabled the team …

Milan-based Webidoo, the AI technology company focused on making advanced digital tools more accessible and viable for SMBs, today announced the closing of a €21 million ($25 million) funding round.

The round positions Webidoo to expand its AI-driven execution model across the SMB market.

The closest comparables include AI marketing platforms such as Aizy and DOJO AI, sales-execution tools such as Sillage, Realm and Zynt, and broader orchestration or operational layers such as Contents, Toyo and Kestra.

Through its proprietary ecosystem, including Jooice, Groow, and Welpy, Webidoo enables companies to adopt AI across marketing, sales, and operations.

In 2025, Webidoo reported more than €15 …

It is positioned as a curated intelligence layer for Africa’s startup ecosystem.

Although Africa’s startup ecosystem is attracting increasing regional and international attention, many startups, founders, ecosystem builders, and innovations emerging across the continent still do not receive the visibility they deserve.

Our goal is to do the same for Africa’s startup ecosystem, but in a way that reflects the continent’s diversity, challenges, and potential.

“Alongside daily news coverage, the platform will also report on investor profiles, the VC landscape, and the innovation shaping Africa’s startup ecosystem.

One such platform is the Global Startup Awards (GSA), the world’s largest indepen…

Adfin, a London-based FinTech startup building the agentic money movement platform for businesses, has raised €15.3 million ($18 million) in Series A funding to expand its product into end-to-end cashflow management, step up hiring across engineering and sales, and prepare for international expansion.

The investment brings Adfin’s total funding to more than €25.5 million ($30 million) in less than two years.

Money movement isn’t admin, it’s the bloodstream of every company.

It enables businesses to get paid faster and at lower cost, across all payment methods and communication channels.

Julia André, Partner at Index Ventures, said, “Index backs founders who have the rare ability to obsess o…

Founded in 2024 by Gabriella Hachem and Nim Cheema, Dessn is an AI design-in-production platform that lets product teams design, prototype, and explore directly inside their real codebase.

Dessn brings users into the real thing – your actual app, your actual components, your actual design system – and lets designers and product managers (PMs) prototype directly on top of it.

The gap is where most product teams lose time, fidelity, and good ideas, notes Dessn.

Instead of starting in a design tool and trying to translate back into code, Dessn starts from the codebase and builds a design environment around it.

Once Dessn can render your components and design system, every possible version of y…

Ditto, a Rotterdam-based HealthTech startup that has developed a free app that translates complex medical information into plain language, has raised €7.6 million for its European rollout.

The company states that conversations with doctors are often brief, and when difficult news is delivered, part of the brain shuts down.

The company states that with the Ditto app, patients gain greater control, clarity and a better grasp of their care journey, while healthcare professionals spend less time on repetition and follow-up questions.

The patient records the consultation using the Ditto app or takes a photo of a letter from their doctor.

“Your health information never leaves your phone unless yo…

Holmes, a technology startup automating software testing in the AI era, has launched with a €1.1 million pre-Seed funding round.

But whether the product actually works the way users expect is a different story.

The company is built for teams shipping at AI speed, and claims that it catches problems before they reach users.

That’s the moment we built Holmes for,” said Robbrecht Delrue, co-founder of Holmes.

Rather than relying on engineers to manually write and update tests, Holmes learns how a product works and how people use it.

London’s AI infrastructure hyperscaler titan Nscale has announced an additional €670 million ($790 million) in financing to reinforce the continued development of the AI data centre in Narvik, Norway; reportedly the largest AI infrastructure project in the country.

The committed financing includes an additional €670 million ($790 million) uncommitted accordion feature to fund a further 115MW expansion at the Narvik AI data centre.

Sector analysis shows a broad funding flow into AI infrastructure and adjacent enabling technologies.

Italy: CamGraPhIC received €211 million in state-backed funding approval to develop optical interconnect technology for advanced computing, AI data centres and HP…

To find out more we spoke with Jim Norton, Co-founder and Editorial Director at Ever Wondered.

We saw there was a need for former tech journalists to show them how to tell their story, and help them sell it.“The firm launches into a communications market already filled with agencies, consultants, and former journalists.

Jim adds: “AI means it’s far easier to build something incredible, so the marketplace is busier than ever.

For founders trying to pitch journalists, Jim says one of the most common mistakes is confusing company process with reader relevance.

Michelle Kuepper, Head of Communications at Redalpine, said: “Sam and Jim’s background as top tech journalists gives them a real edge i…

Fifth Dimension, a London-based startup offering decision intelligence for real-assets investors and managers, has raised €22 million ($26 million) in a Series A round.

Firms that move now will define competitive advantage for the next decade,” said Dr Kate Jarvis, CEO and co-founder of Fifth Dimension.

According to the company, generic AI tools and internal builds have largely failed institutional real assets operators.

It will also be used for continued product development, team growth, and expansion to more institutional operators across real assets worldwide.

Firms including BXP, Realty Income, Peachtree Group and Madison International Realty have centralised their portfolio intelligenc…

A London-based AI startup set up just months ago, which believes it’s pursuing the fastest path to surpassing human intelligence, has today come out of stealth, having raised over $650m at a $4.65bn valuation.

Called Recursive Superintelligence, the funding round was led by GV, Google’s VC arm, and US VC Greycroft, with participation from chip makers Nvidia and AMD.

Recursive Superintelligence’s “bold bet” is that AI systems will improve themselves by analysing their own performance, without human intervention.

Others who work at the startup, which has a team of less than 30, previously worked at Meta and OpenAI.

The potential benefits for humanity of safely creating such an advance cannot …

Glocalzone, the platform connecting travellers with cross-border delivery requests, has been acquired by MovitOn as part of a deal focused on expanding peer-to-peer logistics infrastructure and integrating decentralised delivery technology.

Founded as a marketplace linking travellers with users seeking international deliveries, Glocalzone has built a network of more than 1.3 million registered users.

MovitOn said the acquisition gives it access to an established international user base while expanding the reach of its decentralised logistics network.

The company is developing a delivery platform that combines AI-powered courier matching with blockchain-enabled payment and verification syste…

Gyver, the Italian startup developing workforce infrastructure for Europe’s industrial and energy sectors, has raised €1.4 million in pre-seed funding.

As Europe accelerates investment into renewable energy, data centres and grid modernisation, demand for skilled electrical workers continues to increase.

While there are currently around 28 million skilled blue-collar workers across the EU, industry estimates suggest an additional 5.8 million workers will be needed by 2030.

The company plans to expand the platform beyond recruitment into areas including upskilling, learning and workforce productivity tools for electricians.

Gyver’s broader aim is to become a workforce platform for electrical…

Bucharest-based DesignVerse, the enterprise software startup using AI to modernise complex legacy systems, has raised more than $5.5 million in seed funding as demand grows for tools that can safely accelerate software development in mission-critical industries.

Prior to the seed round, the company raised $850,000 in pre-seed funding to build its core platform and begin working with early enterprise design partners.

Founded by former Oracle product design lead Andrei Manolache and software engineer Robert Dragutoiu, DesignVerse develops AI-powered infrastructure for organisations operating complex software environments across sectors, including aviation, finance, cybersecurity and governmen…

This week, Nordic Compass launches, a new pan-Nordic industry alliance for resilience and competitiveness.

Initiatives in four critical areas will be presented at the Nordic Compass Summit in Gothenburg on 4-5 November.

Nordic Compass is chaired by former Prime Minister of Finland, Jyrki Katainen.

The ambition is to strengthen Nordic and European resilience and competitiveness amid rising geopolitical tensions.

Taken together, the Nordic Region ranks among the world's largest economies, yet industrial cooperation across the region remains underutilised, according to the alliance.

The grant-funded program aims to help founders ship and scale at a moment when the regulatory bar for healthcare AI has never been higher.

Copenhagen-headquartered Corti offers healthcare a frontier lab for clinical-grade AI.

Healthcare AI builders now face tightening regulation in every major market - from the FDA's expanded AI/ML guidance in the US to new lifecycle accountability requirements in Canada and the UK.

In the past four weeks, OpenAI rolled out free clinical AI to every verified American physician.

Open to worldwide pre-seed through Series B companies building in healthcare, clinical workflows, or adjacent life sciences.

BioInnovation Institute (BII) is launching AI Lab, a new innovation platform designed to support the commercialisation of artificial intelligence research and accelerate the development of early-stage AI startups in Denmark.

Through the AI Lab, BII will expand its activities into artificial intelligence, focusing on helping startups develop scalable AI solutions and attract external investment.

AI Lab will also include an AI-focused accelerator programme designed to help startups become investment-ready and launch pilot projects more quickly.

With AI Lab, we at BII aim to create a hub where the right stakeholders can meet and collaborate to turn advanced AI into solutions that make a tangib…

Isomorphic Labs said it has raised $2.1bn in a Series B funding.

Isomorphic Labs is built on software that DeepMind developed, including its Nobel Prize-winning AlphaFold, which predicts protein structures.

Isomorphic Labs is researching treatments for cancer and immune disorders.

Isomorphic Labs said the new funds will be geared towards the development and deployment of Isomorphic Labs' AI drug design engine (IsoDDE), with the aim of speeding up and expanding its pipeline of therapeutic programmes.

Isomorphic Labs raised $600m in May last year, marking its first external funding round.

N8n, the Berlin-based startup which helps businesses automate tasks, has more than doubled its valuation to $5.2bn in less than a year following a strategic investment from German software giant SAP, it said today.

SAP’s investment in n8n comes courtesy of an n8n secondary share sale, which brings SAP to the n8n cap table for the first time.

Its tech allows businesses to connect hundreds of different apps and services and automate many business tasks, including integrating large language models, as well as leveraging AI agents to simplify business tasks.

Alongside the investment, n8n and SAP have struck a multi-year commercial deal.

Jan Oberhauser, founder & CEO, n8n, said: "For n8n, securi…

Paymentology, the global issuer-processing platform for banks and fintechs, has secured a $175 million investment co-led by Apis Partners and Aspirity Partners.

Founded to help financial institutions modernise payment issuing systems, Paymentology provides real-time card and payment processing technology for fintechs, digital banks and retail banks operating across multiple markets.

Its multi-cloud platform enables clients to adapt payment programmes across different regulatory and market environments while managing card and digital payment experiences in real time.

Paymentology has seen continued growth across digital banking, embedded finance, digital asset-linked card programmes and expe…

The CEO of Sweden-based healthtech startup Tandem Health said it is “very difficult” for US competitors to compete against Tandem Health in Europe, amid a push from European healthcare providers to work with European businesses.

Speaking on the Tech.eu podcast, Lukas Saari, Tandem co-founder, said: “We have very much taken the full European focus, we are a full-on European company.

Tandem, which is powered by LLMs, offers clinicians an AI co-pilot that generates medical notes during patient consultations.

In July last year, Tandem raised $50 million in a Series A round after a $10m seed round in 2024.

Elsewhere in the podcast, Saari discusses Tandem’s use of LLMs, the possible threat from A…

Ventory, the inventory management platform connecting enterprise ERP systems with field operations, has raised €2.65 million in a funding round led by KBC Securities, with participation from existing investors Finindus, Matterwave and delaware.

Founded by Vishal Punamiya, Ventory develops software designed to help organisations manage inventory across field operations, including service vans, depots, consignment stock and customer sites.

The company says its platform replaces manual and disconnected inventory processes often managed through spreadsheets, paper-based workflows and fragmented tools.

The platform integrates natively with SAP, Oracle, Microsoft Dynamics 365 Business Central and…

Ghent-based Holmes, a technology company focused on reinventing software quality assurance for the AI era, has launched with €1.1 million in pre-seed funding.

Founded by Robin Praet, Robbrecht Delrue, and Sofie Buyse, Holmes is building an autonomous quality assurance (QA) platform designed for software teams operating at AI development speed.

Holmes was built to automate that process and allow teams to continue shipping products with greater confidence,said Sofie Buyse, Product Manager at Holmes.

Robbrecht Delrue, co-founder of Holmes, noted that most software companies do not invest heavily in QA teams early on.

However, as products and development teams scale, manual testing increasingly…

Italian construction technology startup Pillar has raised €12 million in a seed funding round led by Earlybird Venture Capital and Base10 Partners, with participation from Italian Founders Fund.

Founded in 2025, Pillar is building a software platform designed to modernise construction operations and financial management.

The company provides contractors with an AI-powered operating system that automates administrative and back-office processes, including quote generation, margin tracking, workforce management, and reporting while projects are underway.

We are building the default operating system this industry depends on, in Italy, in Europe, and everywhere construction still operates in ch…

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.