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Microsoft Surface CVP Brett Ostrum confirmed this to Windows Central in an interview on the sidelines of Snapdragon Summit 2026.

“They do meet all the requirements of our previous bar for what Copilot+ devices are.

Despite dropping the hardware branding, it’s still working on numerous AI features for its product lineup.

It has also tested Copilot+ AI features that run on discrete GPUs, possibly expanding the feature set to PCs that use processors without a built-in NPU.

In fact, one AI consultant mapped out Microsoft Copilot products and discovered more than 80 unique offerings, with many more possibly unaccounted for.

To further improve fuel efficiency and output, ZR15DDTe engine uses Nissan's unique STARC*2 concept paired with a large turbocharger.

The STARC concept is the embodiment of research findings that highlight the importance of controlling airflow toward the spark plug inside the combustion chamber to improve ignition.

The concept involves managing airflow so that the discharge channel from the spark plug remains stable, guiding combustion effectively and providing a stable combustion even with a high EGR rate.

By using cold spray technology to integrate the valve seat into the engine's intake port, the ideal port shape is achieved, allowing air to be forcefully directed into the cylinder with …

Context: clf_num/credit.csv from the inria-soda/tabular-benchmark suite, trimmed to 3,000 rows with seed 0 and split 70/30 with stratification.

dataset size TabICL TabPFN tuned XGB bank-marketing 3000 × 7 0.7944 0.7967 0.7833 The only case where TabPFN ends up ahead of TabICL.

Context: clf_num/bank-marketing.csv from the inria-soda/tabular-benchmark suite, trimmed to 3,000 rows with seed 0 and split 70/30 with stratification.

dataset size TabICL TabPFN tuned XGB Bioresponse 3000 × 419 0.7922 0.7567 0.7744 This is where TabPFN breaks: 0.7567 is worse than even untuned XGBoost, and it costs 18.1 seconds.

Measured on 16 August 2026 on a 16 GB RTX 4070 Ti SUPER, with torch 2.9.1+cu128, XGBoost …

ABOUT THE FILMAn incisive look behind the legend of Elon Musk, the world’s most heralded “inventor-entrepreneur” who has enormous influence on the world in which we all live.

Owed a billion dollars in NVDA stock I was an early advisor to NVIDIA in 1993, and recently discovered I’m owed about a billion dollars in stock.

Subsequently, I implemented bilinear texture mapping using the Intel i750 DVI chip.

Curtis understood the potential of non-linear texture mapping to differentiate NVIDIA’s first product, the NV1, from the competition.

When the NV1 finally shipped in 1995, Microsoft decided, for reasons of their own, not to support quadratic texture mapping, or even quads, in their just-released DirectX toolkit - triangles only.

I’m sitting with a day-trader friend, surrounded by screens all blaring news about NVIDIA, the Most Important Company on Earth.

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end ()); } std :: string decodeString ( const std :: vector < uint8_t > & buffer , size_t & offset ) { uint64_t size = decodeVariant ( buffer , offset ); std :: string result = std :: string ( buffer .

void SemanticAnalyzer :: analyze ( const Schema & schema ) { buildSymbolTable ( schema ); validateEnums ( schema ); validateMessages ( schema ); validateCyclicDependencies ( schema ); }Because we do this in two passes, declaration order doesn’t matter.

build, pack)" , cxxopts :: value < std :: string >())( "input" , "Input schema file" , cxxopts :: value < std :: string >())( "o,out" , "Output (target language for build, or output binary file for " "pack)" , cxxopts :: value < std :: string >…

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New research has identified at least 485 chemicals used in US pesticide products that are linked to breast cancer, raising questions about the safety of food and other products at a time when early onset breast cancer rates are surging worldwide.

The Environmental Protection Agency only considers each pesticide ingredient’s individual health risks, and does not consider the entire pesticide formula, or exposure to multiple pesticides.

“We wanted to bring more attention to the pesticides in different products.”Beside skin cancers, breast cancer is the most commonly diagnosed cancer in the US.

Incidence rates for breast cancer have notably increased by 1% per year, according to the American C…

Was silent reading unusual during Augustine's time?

But the preservation of his voice, which easily became hoarse, may well have been the true cause of his silent reading."

In A History of Reading (1996) Alberto Manguel devoted Chapter Two to "The Silent Readers."

This was one of the most detailed expositions on silent reading, including the issue of how reading aloud was probably the norm since the beginning of the written word.

____________________________No later than 1470 printer Johann Mentelin of Strasbourg issued the first printing of St. Augustine's Confessions.

In this article, we'll train the car to do self-parking using a genetic algorithm.

However, this article only touches on the basics of the algorithm and is by no means a complete guide to the genetic algorithm topic.

The PlanStep-by-step we're going to break down a high-level task of creating the self-parking car to the straightforward low-level optimization problem of finding the optimal combination of 180 bits (finding the optimal car genome).

🧠 Give the brain to the car that will control the muscles (movements) based on what the car sees (obstacles via sensors).

Generation after generation our brain function movements = f(sensors) will learn how to move the car towards the parking spot.

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There's an optical illusion known by names like the "lunar terminator paradox".

The moon was clearly pointing up.

If we're looking at this low moon, and the moon is full, the sun is directly behind us.

The moon is fully illuminated, and we see 100% of the moon disc lit up.

A half-moon has no paradoxical behavior, and the more full the moon, the more clearly we can observe the bright moon pointing up despite the sun being down.

For the workbench, I ended up going with the very highly recommended Black & Decker workmate, which I still use on various projects.

This becomes a recurring theme in my other projects; overcome with excitement I often rush the decorating part, compromising the finish.

On evaluationMuch like on my gate project, in the excitement of seeing my shelves manifest, imagining my physical media spread across them, I rushed the sanding and filling process.

WorkbenchThis weekend I’ve been building a workbench so I can continue my DIY & woodworking projects.

I’m very proud of what I’ve been able to accomplish with these projects in only a few months.

Send this page to someone via emailAllegations of possible U.S. interference dominated the Quebec election campaign Friday.

The statement said the CAQ contacted CSIS on Tuesday, leading to a meeting with the federal intelligence agency on Wednesday.

2:07 Foreign interference overshadows Quebec election campaignThe statement added that Fréchette’s team had received no information confirming interference in the election campaign.

The foreign interference allegations emerged as party leaders continued campaigning on other issues, including government accountability and transportation.

Five parties are expecting to win seats in the Oct. 5 election: Fréchette’s CAQ, the Parti Québécois, the Queb…

CartopolisA social map of the real world: see how a place is built, and talk about it with the people who are there.

A walkable 3D copy of the real world, built from open public data and shared between everyone looking at it.

Sharing a placeTalk where you stand — avatars, local chat scoped by distance, proximity voice, world chat, end-to-end encrypted private chats.

— avatars, local chat scoped by distance, proximity voice, world chat, end-to-end encrypted private chats.

cargo run -p cartopolis -- --connect # split mode: connect to a live sim (TLS) cargo run -p cartopolis -- --offline # no sim: single user, no auth or persistence cargo run -p cartopolis_simulator # the sim server, standalo…

When did Google get so f-ing weird?

27 Sep, 2026I recently had an experience while doing a simple Google search that was so profoundly weird that it stopped me in my tracks.

Understanding this Google search experience involves understanding a niche mid-2010s basketball meme, so bear with me for a minute.

Instead, Google did what Google does in 2026 and gave me an AI overview.

What I wanted was some links, but that's not what Google does in 2026.

I’m pretty sure the build phase took four hours before I got to a point I was happy with.

(There’s a lot of great government work happening, too: the IRS has been doing instant EINs for most people for years, and Europe has a ton of exciting stuff happening with EU-INC.)Something I keep finding myself telling other entrepreneurial people is: get an LLC.

They’re not particularly difficult to get: Stripe Atlas has been building out LLCs alongside C-corps for awhile, and there are also oodles of other LLC creators out there; just ask your agent.

An LLC will help you force a separation of personal and work finances from the start, it’ll help you accept payments or sign up for a bank account, an…

The network only works because people use it, so consider supporting them or running a relay—your contribution helps millions stay safe and private online every day.

The hidden service §Install Tor and point a hidden service at a local port.

Edit /etc/tor/torrcHiddenServiceDir /var/lib/tor/blog/ HiddenServicePort 80 127.0.0.1:8080The directory must be a dedicated, Tor-owned path—not your web root.2 Restart Tor and read the address it generates$ sudo systemctl restart tor@default $ sudo cat /var/lib/tor/blog/hostname dhevt6e4rtgbtr3jh53xrpwmgtilkah6nyjujocsspssrsexc7omxhid.onionServing the site §Tor forwards the onion’s port 80 to 127.0.0.1:8080 , so the web server just needs to listen there…

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predict ( lm: lm ) { :ok , prediction } = Imp .

get ( prediction , :kind ) , Imp .

, fn % { "url" => url } -> Req .

react ( "question -> answer" , [ fetch ] , lm: lm ) question = "What version does https://raw.githubusercontent.com/elixir-lang/elixir/v1.18.0/VERSION say? "

call ( researcher , % { question: question } ) Imp .

Finished up dodoI wrapped up the mini language, dodo, that I had made as part of my application to RC.

I’m a bit introverted even by RC standards, but I still did a bunch of that.

Vibecoded a bunch of mini projectsMy goal coming into RC was to get the hang of them newfangled LLM things that all the kids are raving about.

If you ever do RC, I highly recommend following through on checkins, even if they’re annoying at the time!

Played aroundThere’s also just a lot of fun random tools and things to try at RC.

Whether you’re a software developer, a researcher, or any kind of computer user, we invite you to join us in striving towards a world of malleable software.

In this essay, we envision malleable software: tools that users can reshape with minimal friction to suit their unique needs.

In the next few sections, we’ll summarize three design patterns that we see as essential for achieving malleable software.

But we believe they are important ways of thinking that are underrepresented in today’s software world and will form part of the solution to achieving malleable software.

If we want more knife-like software tools, we’ll need better ways for smaller software tools to work together.

What is Lofi Cities?

Is Lofi Cities free?

Can I use Lofi Cities as a stream background in OBS?

Who made Lofi Cities?

Personal use and video or livestream backgrounds, including monetized content, are allowed with the Lofi Cities credit specified on the product page.

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Ember-1: half the tokens, same answersEmber-1 is a new specialized model from Fireworks Research that delivers Kimi K3’s quality with 40% fewer tokens.

Available today, Ember-1 kicks off an ongoing series of specialized models by Fireworks, shaped by what developers want next.

The reasoning Kimi K3 emits is far longer than the task requires, and the excess can be removed without touching the answer.

This was how we created Ember-1, an economical version of Kimi K3 built from specialized intelligence.

What's nextEmber-1 is rolling out as a serving option alongside the base Kimi K3 model as a Research Preview release on Serverless.

(With some exception: does this guy really not know his own zip code?!)

In particular, Klein repeatedly appealed to the authority conferred by AI expertise; how could Jensen disagree with pioneers like Geoffrey Hinton?

And to say it clearly: to the degree that AI-inflicted doom relies on pathways into the real world, experts on those pathways must be consulted.

We intentionally did not engage AI experts because we chose to avoid, wherever possible, making predictions about how AI capabilities would evolve in the future.

We focused instead on what capabilities AI would require to achieve certain outcomes in each of our scenarios.

Then in the spirit of completeness, an expert throws in a fact or detail far from the learner’s abilities or needs.

newb: so every time I change project I simply do ‘git init’ on them?

Worse, sometimes multiple experts each offer their own asterisks, and the poor newb is intrigued and distracted by each one.

Notice in the exchange above, “change project” could mean switching among existing projects or starting a new project.

Perhaps “every time I change project I do ‘git init’” was right for their situation.

Recently I needed bike lights for my bike.

And I remembered that I already had rechargeable bike lights that I bought ten years ago, that I hadn’t tried in a long time.

I don’t know the model number of the bike lights but there’s a photo of them at the end of the post.

Here’s what the battery looked like:I’d never desoldered anything before, so I found the iFixit guide to desoldering and read it.

I went to AliExpress and ordered:2 batteries (I had 2 bike lights and I wanted to fix them both) some silicone glue to glue things back togetherI think the batteries were $3 each and the glue was $8.

Syncing Rust GCC backend or how to test Murphy's lawThis blog post is about the Rust GCC backend (not to be confused with gccrs which is a Rust front-end for the GCC compiler), how we synchronize its repository with Rust's and how everything went so wrong that it took us 2 months to be able to finally make it.

How the GCC backend is developpedThe Rust GCC backend is developped in its own repository: https://github.com/rust-lang/rustc_codegen_gcc/.

Meaning these changes are for now only present in the GCC backend repository.

When we update the GCC version, the Rust's CI re-build it completely so it can be downloaded by Rust developers who work on the GCC backend.

Recently we added support fo…

What I believe about the future of software developmentThis was originally posted on X and blew up.

But in the future, humans won’t find a bug or an issue with the code produced by a model, at least not in a reasonable time.

I’ve had models write 900 lines of Arduino C, compile it without a single error, and send it to the device, where the program ran perfectly.

It’ll take a generation for the “new software” to replace the “old software”.

Just like there are people happily employed as ASP developers today, there will be people employed to write code in 10 years.

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The platform side lived in that package, written in Swift or Objective-C, and rust could only reach into it through C symbols.

Apple's frameworks are Objective-C anyway, and unlike Swift, Objective-C has a dynamic runtime you can bind against generically: selectors, type encodings, objc_msgSend .

What changes for youYou don't have to add an SPM package anymore, no linking GameKit or StoreKit by hand and no screenshots in the README.

Not pretty, but you still just cargo add bevy_ios_iap - no SPM package, no .xcframework release.

Thanks to the objc2 crate for making all of this possible.

Iain Cambridge Home Blog CategoriesDon't couple your Go code to GitHubOne of the good features of Go is that you namespace your code with the location to fetch the code.

ProblemThe main problem with using your git hosting location is that your code is now coupled to a hosting provider.

That is, if you move your git hosting to GitLab then you have to change your code!

This can result in you being unable to change git hosting provider because the amount of overhead in switching.

And is why I built Boneclone to handle skeleton code replication across multiple git hosting platforms at the same time.

It works on the iPod Classic 6G and 7th gen, and assumes your iPod already runs Rockbox (bootloader installed via the official Rockbox Utility).

Works on every iPod Rockbox supports.

Sweeping the chip, register by registerYou can’t exactly attach a debugger to an iPod’s jack controller, so I built the next best thing: a reverse engineering screen inside Rockbox itself.

Turns out “center button” is a dangerous thing to write in your notes when there are two devices on the desk with center buttons.

The center button now sends that, so play/pause works everywhere, including resuming a stopped playlist.

Today, unfortunately, the speed at which a processor can perform computations is increasing much faster than RAM performance.

Understand how the language you use lays out data in memory (data type sizes, alignment, padding) and keep this in mind while writing code.

Although the subject is somewhat controversial, these mechanisms are sometimes said to have a negative effect on code performance.

Declaring a string inside the loopfor(int i = 0; i < 2000000; ++i) { std::string s; s += "ITER_"; char sz[16]; itoa(i, sz, 10); s += sz; s += ".txt"; memcpy(g_Buf, s.c_str(), s.length() + 1); }Now let us make a simple optimization.

We should always think about performance while writing code, from desi…

Project rebrand: Nura 4 min.

From now on this project is known as Nura!

We have seen Postmarketos (PostMarketOS?, PostmarketOS?, post-market OS?)

We looked for alternatives and found the eco domain, which we like even more now!

The .eco domain has strong policies which prevent abuse of the domain for greenwashing, adding another layer of accountability.

Lawrence Abrams / BleepingComputer:

Citrix confirms two critical NetScaler zero-day RCE vulnerabilities are being exploited in attacks, says it has released security updates to fix the flaws — Update: Article rewritten with official confirmation from Citrix. — Citrix has confirmed that two critical NetScaler remote code …

Zachery Eanes / Axios:

Ramona Optics, which makes microscopes that use AI to take and analyze large volumes of images of samples, raised a $25M Series A — Ramona Optics, a Durham startup making advanced microscopes for universities and life sciences companies, has raised $25 million from investors in a Series A round.

Lauren Hirsch / New York Times:

NYC-based Precision Neuroscience, which develops brain-computer interfaces, raised a $250M Series D at a $1B+ valuation, taking its total funding to $430M — By backing Precision Neuroscience, the billionaire Bill Ackman joins Elon Musk and Jeff Bezos in diving into an emerging industry.

Financial Times:

Mentions of open models in latest US earnings calls surged 6x YoY, with open models hitting 56% of Vercel tokens in August and 40% of AT&T's AI workloads — US businesses far beyond Silicon Valley are adopting Chinese alternatives to OpenAI and Anthropic's systems

New York Times:

How AI's acceleration created a global policy vacuum, as EU AI Act enforcement lags and regulators remain torn between harnessing AI and fearing its risks — Ursula von der Leyen, the president of the European Commission, gathered senior officials for an exclusive meeting at a 19th-century palace outside Brussels this month.

Shirin Ghaffary / Bloomberg:

Q&A with Mustafa Suleyman on recent AI safety incidents, risks of removing guardrails while testing 10x-larger future models, a cross-industry safety body, more — The software giant's AI chief also thinks the government should help “drive” the process of evaluating models.

Kate Clark / Wall Street Journal:

A profile of Jaan Tallinn, who led Anthropic's $124M Series A in 2021, has advocated for AI safety for over a decade, and donated ~$170M to safety initiatives — One of Anthropic's earliest investors, Jaan Tallinn dances hip-hop and warns about ‘racing to build a technology that could end humanity’

Qianer Liu / The Information:

Sources: China's government asked Alibaba, ByteDance, and others to report on their plans to buy Nvidia RTX Pro 5500, saying it intends to approve the purchases — China's government has signaled it could allow some domestic companies to buy a new Nvidia chip built for high-end professional computers …

Axios:

Sources: Trump plans to host Dario Amodei at a private White House dinner on Sunday, an indication of thawing relations; Trump personally invited Amodei — President Trump plans to host Anthropic CEO Dario Amodei at a private White House dinner on Sunday evening, sources familiar told Axios.

Mark Gurman / Bloomberg:

Meta VR Glasses is the product Vision Pro should have been; sources: Apple Vision team is working on a revamped headset, but the work is still on “life support” — Apple weighs what to do next with its headset. — Meta's new VR Glasses are what Apple should have created for its Vision Pro line.

Lily Kuo / New York Times:

In China, recent warnings about existential AI risks are seen as distinctly Western or as a ploy to stop Chinese AI companies from overtaking their US rivals — In China, A.I. doomsday warnings can feel distinctly Western or like a ploy to stop Chinese A.I. companies from trying to overtake their U.S. rivals.

Wall Street Journal:

How effective altruism shaped AI safety and Anthropic; some early Anthropic employees are considering buying remote US land for relocation if AI goes awry — Effective altruism and its fears that AI could wipe out humanity have wielded big influence at Anthropic

Brian Danga / The Block:

New York City-based HIFI, which provides API infrastructure for stablecoin payments and settlements, raised a $37M Series A led by Left Lane Capital — The funding follows HIFI's role in DTCC's July tokenized-asset trades and a September Visa partnership for stablecoin-funded payouts.

Mike Wheatley / SiliconANGLE:

PicoJool, which is developing AI data center interconnects based on vertical cavity surface emitting lasers, raised a $27.5M Series A led by Socratic Partners — A startup called PicoJool that's backed by former Intel Corp. Chief Executive Pat Gelsinger says it's ready to help ease the strain …

FinTech Global:

Numeral, a provider of AI-powered tech to automate sales tax compliance workflows in over 90 countries, raised a $100M Series C led by Insight Partners — Numeral, the AI-driven sales tax compliance platform, has closed a $100m Series C round as businesses face a widening set of tax obligations across markets and product types.

Madison Mills / Axios:

Sources: OpenAI, Anthropic, and researchers are probing tens of thousands of frontier model security incidents, including sandbox escapes and website hijacking — OpenAI, Anthropic and security researchers are investigating tens of thousands of incidents in which their frontier models took steps …

Robert McMillan / Wall Street Journal:

Research: OpenAI agents scanned a UN data hub 16K+ times between April and the end of June, and circumvented a filter that was blocking their requests for data — Autonomous bots hit public data site more than 16,000 times and circumvented a filter — OpenAI agents bombarded …

Tom Wilson / Financial Times:

Google Threat Intelligence Group finds dark web marketplaces selling access to AI models, including from Anthropic, Google, and OpenAI, at up to 97% discounts — Security researchers warn of surge in ‘LLM-jacking’ attacks targeting companies' costly AI resources

Pranshu Verma / Washington Post:

Sources: US and Russian diplomats worked to weaken an AI weapons pact at the UN this month, removing a requirement that humans review AI-generated targets, more — The two nations weakened a range of safeguards in a landmark U.N. effort to try to regulate the use of lethal autonomous weaponry.

Anthony Ha / TechCrunch:

Meta says its rejection of ads promoting the new documentary about Elon Musk “was an error and the ads are being restored”; YouTube is also allowing the ads — At least two companies appear to be reversing their stance on whether to accept advertising for director Alex Gibney's upcoming documentary about Elon Musk.

Ashley Capoot / CNBC:

A US federal jury awarded Taction Technology $5.7B+ in damages, finding Apple infringed haptics patents; Apple to appeal, says it “does not use Taction's” tech — A federal jury in San Diego awarded Taction Technology more than $5.7 billion in damages Friday after finding …

Camila Grigera Naón / Fortune:

Bitget CEO Gracy Chen says she suspects North Korean attackers exploited a backend system used to process wallet transactions to drain $387M from the platform — Another major hack has rattled the cryptocurrency world. On Thursday night, crypto exchange Bitget suffered a security breach …

Reuters:

Brazil's Lula da Silva signs an EO banning online betting; app stores and telecom providers must block platforms on Oct. 6; Congress has 120 days to approve it — Brazil's President Luiz Inacio Lula da Silva on Friday announced a ban on online betting operations in Latin America's largest economy …

Steven Zeitchik / The Hollywood Reporter:

Sources: YouTube, TikTok, and Meta's Instagram and Facebook decline to run paid ads for Alex Gibney's Musk documentary, citing “political content” — YouTube, TikTok and Meta have all turned down the trailer for the Oct. 9 doc, citing “political” content. X won't even take Bleecker Street's calls.

Sarah Perez / TechCrunch:

Sources: Automattic CEO Matt Mullenweg announces a new board and new advisers; board members include two founders of IRL and the author of the Silo book series — Automattic CEO Matt Mullenweg has rebuilt the company's board just weeks after its previous directors tried, and failed, to oust him.

Laith Al-Khalaf / Financial Times:

Sources: Monzo is in talks to be acquired by Nubank parent Nu Holdings in a deal valuing it at £8B-£10B; Monzo also discussed selling a ~15% stake to PE firms — UK fintech is also in discussions with private equity about selling a significant stake in the business

Ben Berkowitz / Axios:

The US and China create a “Super Intelligence Dialogue” on AI risks and a separate AI incident hotline, likened to a Cold War-era “red telephone” — The U.S. and China have agreed to set up a dialogue on artificial intelligence, with a communications channel …

Build a collaborative tool with Univer Office SDKWatch the demoBuilt with Univer Office SDKFeatured example: Univer WorkspaceUniver Workspace is an open-source, self-hostable workspace built on Univer Office SDK, where people and AI agents create, collaborate on, and review Office content.

Explore Univer WorkspaceOther examplesThese open-source projects are built with Univer Office SDK:Project Description Univer Office for DeepSeek Harness An Office plugin for DeepSeek Harness with connected content, validation, and isolated worktrees for agent collaboration.

Univer Office for WorkBuddy A local Office integration for WorkBuddy with MCP previews and draft review.

Univer Office for OpenClaw T…

# 第 6 章 · GUI 与机器人外部复现轨道 git clone https://github.com/anthropics/claude-quickstarts.git chapter6/claude-quickstarts && git -C chapter6/claude-quickstarts checkout --detach 9bcc95e316e5ef6542b4c9d0469f4078829eead5 # 实验 6-8 使用 computer-use-demo/ git clone https://github.com/browser-use/browser-use.git chapter6/browser-use && git -C chapter6/browser-use checkout --detach ec9277c5001f2cb78ee419c927775a3cfc227ff8 # 实验 6-9 git clone https://github.com/Vector-Wangel/XLeRobot.git chapter6/XLeRobot && git -C chapter6/XLeRobot fetch origin 3d14695e40c9c68229c0aacffca6053c75cd3eb6 && git -C chapter6/XLeRobot checkout --detach 3d14695e40c9c68229c0aacffca6053c75cd3eb6 && test " $( git -C chapter6/XLeRob…

OdooOdoo is a suite of web based open source business apps.

The main Odoo Apps include an Open Source CRM, Website Builder, eCommerce, Warehouse Management, Project Management, Billing & Accounting, Point of Sale, Human Resources, Marketing, Manufacturing, ...Odoo Apps can be used as stand-alone applications, but they also integrate seamlessly so you get a full-featured Open Source ERP when you install several Apps.

Getting started with OdooFor a standard installation please follow the Setup instructions from the documentation.

To learn the software, we recommend the Odoo eLearning, or Scale-up, the business game.

SecurityIf you believe you have found a security issue, check our Responsible…

CLI-Anything: Bridging the Gap Between AI Agents and the World's Software🌐 CLI-Hub: pip install cli-anything-hub then cli-hub install — browse, install, and manage all community-built CLIs.

PIP pip install cli-anything-hub Command What it does cli-hub list Browse the registry cli-hub search Search by keyword cli-hub info Inspect one CLI cli-hub install Install from CLI-Hub cli-hub update Update an install cli-hub uninstall Remove an install cli-hub launch [args...] Run an installed CLI # Browse what is available cli-hub list cli-hub search image # Install and try a CLI immediately cli-hub install gimp cli-hub info gimp cli-hub launch gimp Some CLIs wrap real desktop or backend softwa…

Hindsight™ is an agent memory system built to create smarter agents that learn over time.

Most agent memory systems focus on recalling conversation history.

ContentsMemory Performance & AccuracyHindsight is the most accurate agent memory system ever tested according to benchmark performance.

Connect a clientpip install hindsight-client -U # Python npm install @vectorize-io/hindsight-client # Node.js / TypeScript go get github.com/vectorize-io/hindsight/hindsight-clients/go # Go curl -fsSL https://hindsight.vectorize.io/get-cli | bash # CLIPythonfrom hindsight_client import Hindsight client = Hindsight ( base_url = "http://localhost:8888" ) # Retain: Store information client .

Core ConceptsM…

— external endpoints treg can serve with its own key or through a verified public route that needs no provider key.

Catalog tool inputs are described by treg catalog get .

Discover what your team has shared: treg tool ls · check credential health: treg health .

The faithful relay preserves caller headers, so a caller-supplied provider key can use that key's credits.

CLIsShare — automatic: treg upload detects installed catalog CLIs ( stripe , gh , vercel , …) and registers them; a recipe-only catalog CLI skill (e.g.

You: /opsx:propose add-dark-mode AI: Created openspec/changes/add-dark-mode/ ✓ proposal.md — why we're doing this, what's changing ✓ specs/ — requirements and scenarios ✓ design.md — technical approach ✓ tasks.md — implementation checklist Ready for implementation!

Shared requirements — a platform team owns the specs; product teams reference them read-only, right where their coding agent can read them.

Start with /opsx:explore , a no-stakes thinking partner that reads your code, weighs options, and shapes a plan before any code gets written.

(Explore guide)Start with , a no-stakes thinking partner that reads your code, weighs options, and shapes a plan before any code gets written.

/opsx:pr…

Dynamic Neural Networks: Tape-Based AutogradPyTorch has a unique way of building neural networks: using and replaying a tape recorder.

Intel GPU SupportIf you want to compile with Intel GPU support, follow thesePyTorch Prerequisites for Intel GPUs instructions.

If you want to disable Intel GPU support, export the environment variable USE_XPU=0 .

CUDA based buildIn this mode PyTorch computations will leverage your GPU via CUDA for faster number crunchingNVTX is needed to build PyTorch with CUDA.

To install it onto an already installed CUDA run CUDA installation once again and check the corresponding checkbox.

English · 中文🚀 What's New in v0.8.8-rc4Public Agents API docs: Serve an OpenAPI specification and interactive Swagger UI for inference, events, Agent management, and Skill management.

Serve an OpenAPI specification and interactive Swagger UI for inference, events, Agent management, and Skill management.

Trace Viewer: Inspect model conversations as ordered steps with roles, Agent identity, tool rounds, previews, and cost.

Inspect model conversations as ordered steps with roles, Agent identity, tool rounds, previews, and cost.

✨ FeaturesFor a thorough review of our features, see our docs here 📚🪶 All-In-One AI Conversations with LibreChatLibreChat is a self-hosted AI chat platform that unifies …

Connect Claude Code to live web data — try their Skills and MCPs for web search, scraping, and structured data feeds.

# Install the Bright Data Skills + MCP for Claude Code npx claude-code-templates@latest --skill web-data/search,web-data/scrape,web-data/data-feeds,web-data/bright-data-mcp,web-data/bright-data-best-practices,development/brightdata-local-search --mcp web-data/brightdata --yesClaude Code Templates (aitmpl.com)Ready-to-use configurations for Anthropic's Claude Code.

# Local access npx claude-code-templates@latest --chats # Secure remote access via Cloudflare Tunnel npx claude-code-templates@latest --chats --tunnel🔍 Health CheckComprehensive diagnostics to ensure your Claude Co…

Install the browser extension Install BrowserSkill from your browser's store: Browser Store listing Chrome Chrome Web Store Microsoft Edge Edge Add-ons On other Chromium-based browsers, install the Chrome Web Store build.

If you replaced the binary using the installer instead, restart the existing daemon with bsk daemon restart after tasks finish.

Check the CLI, daemon and extension versions with bsk --version and bsk status , then run bsk doctor .

Install the bsk CLI and connect the browser extension first.

It asks the bsk CLI to perform a browser task; the local daemon routes that request to the extension; the extension runs it in an Agent Window.

🌍 Open Dev Society ManifestoWe live in a world where knowledge is hidden behind paywalls.

Our Mission: Build free, open-source projects that make a real difference: Tools that professionals and students can use without barriers.

koevoet1221 - Resolved MongoDB Docker build issues, improving the project’s overall stability and reliability.

Special thanksHuge thanks to Adrian Hajdin (JavaScript Mastery) — his excellent Stock Market App tutorial was instrumental in building OpenStock for the open-source community under the Open Dev Society.

GitHub: adrianhajdin YouTube tutorial: Stock Market App Tutorial YouTube channel: JavaScript Mastery

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From the inner loop to CI to the classroom — anywhere a real cloud account is too slow, too risky, or too expensive.

24 ms startup adds nothing to the build, each job gets an isolated cloud, and teardown is free.

Build against S3, Pub/Sub, or Service Bus on your laptop — offline if you want.

No shared dev account to trip over, no credentials to rotate.

Catch typos, drift, and bad refactors before they ever touch a real account.

On Thursday, September 17th, Changelog is taking over PlanetScale’s HQ in San Francisco for an evening of short talks and conversations about AI, developer tools and what people are building.

We’ll have three 20-minute conversations with some special guests with time for questions, food, drinks and hanging out.

We’re doing this Changelog-style: live conversations, questions from the room, drinks, and plenty of time afterward for the hallway track.

If you’re in San Francisco, register to come hang out!

PlanetScale HQ, 108 Natoma St, San Francisco.

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

Buildkite is engineered for frontier scale and trusted by the teams setting the pace.

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.

Learn more at WorkOS.com and AuthKit.comFly.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.

Buildkite – You deserve better CI.

Buildkite is engineered for frontier scale and trusted by the teams setting the pace.

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.

Learn more at WorkOS.com and AuthKit.comCoder.com – Secure environments where devs and agents work in parallel.

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.

Buildkite – You deserve better CI.

Buildkite is engineered for frontier scale and trusted by the teams setting the pace.

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.

Learn more at WorkOS.com and AuthKit.com

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

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.

Learn more at WorkOS.com and AuthKit.comNotion – Custom Agents that automate the busywork so your team can focus on real work.

Try them free at notion.com/changelogFly.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.

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

Tailscale – Adam loves Tailscale!

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

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

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

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

Tailscale – Adam loves Tailscale!

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

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

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

Changelog News!

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

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

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

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

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

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

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

Changelog News!

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

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

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Changelog News!

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

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

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

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

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

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

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

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

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

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

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

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

Changelog News!

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

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

ZDNET’s key takeawaysThis small WatchOS 27 update makes a big difference.

Apple rolled out the dynamic app grid on the Apple Watch.

Think about all the apps on the Apple Watch that you use on a regular basis.

WatchOS 27 is available on the Apple Watch Series 9, 10, 11, and 12, Apple Watch SE 3, and Apple Watch Ultra 2, 3, and 4.

You’ll have to update your iPhone first to iOS 27 to get the WatchOS 27 software update.

A few weeks ago, YouTube channel Gamers Nexus dropped an explosive two-hour video exposing just how extensive LG’s TV data collection has become.

Also: This LG TV jailbreak turns smart devices into spies, say researchersBut what exactly are they collecting, and what are they doing with it?

On its website, LG AdSolutions reveals that there are 49 million LG smart TVs currently operating in the US and 216 million used around the globe.

97-inch LG OLED TV Kerry Wan/ZDNETA data packet is more like a snapshot of what your smart TV is doing in that particular moment.

How long does your smart TV store user data logs?

More from ZDNETMake no mistake: the new Copilot was engineered for Microsoft’s enterprise customers, not for consumers.

Here’s what Microsoft says consumers and enterprise customers will be seeing, starting today.

Screenshot by MicrosoftIn a post announcing the new Copilot, Chief Marketing Officer Jared Spataro highlighted another new feature: Office in Copilot.

Microsoft says the Code feature is “powered by the same underlying technology as GitHub Copilot [and] runs in a sandboxed environment” that’s hosted securely in the Microsoft 365 tenant.

But the real answer to the big questions — how much will this all cost, and how much payoff will enterprise customers really see?

Most people know by now that Google Wallet can do things besides store your credit cards, but you might have missed that Google has added a lot to its digital wallet app in just the past few months.

Breeze through airport securityIn June of this year, Google announced a partnership with the Transportation Security Administration that made Wallet the first digital wallet compatible with the PreCheck Touchless ID program.

Give your children money securelyAugust 2026 saw the rollout of a new allowance feature for Google Wallet that lets you send money to a child’s account — either on a regular basis or whenever needed.

Residents in 11 states can now add their official state driver’s license or…

ZDNET’s key takeawaysMicrosoft is launching a new Surface Mouse with haptic feedback.

I’ve used both the IntelliMouse and the Surface Mouse; however, both have been unavailable from Microsoft for years.

Also: Microsoft’s most underrated Surface accessories are coming to business usersIn a blog post announcing new Surface devices, Microsoft snuck in a surprise about a new Surface Mouse soon to hit the market.

Haptic feedback and customizable actionsThe new mouse offers haptic feedback, which means you’ll feel a sensation when you click on the screen, snap a window into place, or align an object.

For that, you’ll need Microsoft’s Surface app, which comes preinstalled on Surface laptops but is…

AI agents need the equivalent of a kill switch to expeditiously terminate suspicious behavior.

When a swarm of AI agents, many autonomously provisioned by other poorly governed AI agents, escaped OpenAI’s labs and stole information from servers belonging to another company (Hugging Face), many experts viewed the incident as a major tipping point in cybersecurity and AI cyber capabilities.

For example, OpenAI sounded the alarm that a swarm of potentially malicious AI agents is only months away from wreaking havoc.

In other words, for certain types of attacks, the victim might have a kill switch at their disposal.

One of these — Shadow AI Agent Discovery for Endpoints — helps organizations di…

ZDNET’s key takeawaysThe Apple Watch Series 12 and Ultra 4 may randomly restart.

I’ve been enjoying my Apple Watch Series 12 since picking it up last week.

Also: Apple Watch Series 12 review: Finally, the health tracker I’ve been waiting forA conversation thread on Apple’s Support Community describes the experience that some owners of either watch have encountered.

How to check your Apple Watch Diagnostic LogsIf your Series 12 or Ultra 4 has also been restarting and you want to check the logs, open the Watch app on your iPhone.

For now, though, it’s apparently limited to the Series 12 and Ultra 4.

ZDNET’s key takeawaysLast month’s Patch Tuesday update can break File History in Windows.

But the fix doesn’t apply to Windows 11 23H2 or Windows 10.

Windows users who rely on File History to back up and recover important files may bump into problems after installing the September security update.

All current versions of Windows 11 are affected, including Windows 11 26H1, 25H2 and 24H2, and 23H2.

A new Windows 11 preview update released on Tuesday patches the bug so that File History should start working properly again.

With time also comes the psychological safety; give them the psychological safety to experiment [with AI],” Katanforoosh told ZDNET in an exclusive interview.

However, Katanforoosh acknowledged skills assessments, as Workera offers, can continue to encourage AI upskilling by granting employees more access as their AI skills develop, which also serves as a healthy control.

Also: What workers are really using AI for in 2026 – and what they aren’tWhat’s more, most employees also believed a human element will remain key to leveraging AI upskilling.

Right now, Katanforoosh said there is a premium for learning velocity, and whoever maintains a high learning velocity has an easier time finding a j…

Less than two months after the release of Claude Opus 5, Anthropic is back with Opus 5.5.

This time, the headline is that the workhorse AI Opus 5.5 delivers Fable 5.1 performance for most work and costs about 40% less to run.

“In our evaluations, Claude Opus 5.5 used a third of the tokens Opus 5 did, and its answers were 40% less verbose without losing accuracy.

In our testing across GitHub Copilot CLI and VS Code, Claude Opus 5.5 used among the fewest tokens and steps we measured.

Are you planning on stepping up from Opus 5 to Opus 5.5 as soon as it’s available?

ZDNET’s key takeawaysApple has settled a class-action lawsuit alleging false advertising with Siri AI.

If so, you may be able to score some money from Apple over a settlement to a Siri AI class-action lawsuit.

Stalled by countless hiccups, Siri AI failed to materialize until recently with the launch of iOS 27, long after Apple had been promoting this new and improved version.

Also: iOS 27 is finally here, with the new Siri AI beta – and 120 security patchesIn its response, Apple has denied that it did anything wrong.

To proceed, you’ll need to submit a claim at the Smartphone AI Settlement website.

Stefan_Alfonso/iStock/Getty Images PlusZDNET’s key takeawayThe Center for AI Safety (CAIS) created CheatBench.

AI labs often tout impressive benchmark scores when releasing new models, showing better capabilities in areas like coding, computer use, and more than their competitors.

Also: With AI models clobbering every benchmark, it’s time for human evaluationBenchmarks like Humanity’s Last Exam try to counter this issue by challenging models in more realistic environments.

This term refers to AI models’ tendency to be too agreeable and encouraging of whatever a user says, sometimes regardless of whether it’s incorrect, delusional, or could lead to harmful behavior.

But CAIS researchers crea…

Seagate Technology’s 2026 Data Infrastructure Readiness Report found that 99% of IT leaders expect AI to increase their organization’s storage needs over the next three years.

The survey aimed to examine respondents’ perspectives on their organizations’ AI readiness, infrastructure investment, storage architecture, infrastructure efficiency, sustainability, and long-term infrastructure planning.

The report’s data suggests a widening gap between the pace of enterprise AI adoption and the underlying data infrastructure (i.e., storage) needed to support it.

Seagate’s report details that 86% of organizations are seeing “moderate or significant” returns on their AI investments, with one-third re…

Lance Whitney/ZDNETZDNET’s key takeawaysFake meeting invites can infect your system with malware.

Have you ever received a calendar invite via email that turned out to be fake and even malicious?

And they take advantage of a default setting for calendar invites in many email programs.

The meeting invites are sent to both your inbox and your calendar, exposing you in two places.

“The attacker is assuming default settings are in place, and that calendar invites are not as suspect as email phishing is.

Labs lets you test in-development apps and give feedback.

Premium : Includes combinations of HBO Max, Cinemax, FOX One, Fox Nation, Hallmark+, Starz, and more.

The company said Roku Labs lets you test in-development apps and give feedback.

Roku says Labs will be available “soon,” so if you don’t see it now, you shouldn’t have to wait long.

Roku also says it’s making Roku LT OS, which is the lighter operating system that runs the Roku remote and Roku Smart Home, open source.

This will be the first one-on-one meeting between Dario Amodei and Donald Trump

On Equity, we discussed how Meta's AI announcement managed to steal the spotlight from OpenAI and Anthropic.

"AI is the devil and I its maker."

Welcome back to TechCrunch Mobility, your hub for the future of transportation and now, more than ever, the role AI is playing in it.

I spent the last few weeks with the Sennheiser Momentum 5 to determine if this pair actually stands out, testing everything from sound quality and noise cancellation to comfort and battery life.

PNOĒ, the Malden, Mass.-based startup whose breath-analyzing mask used to bear an unfortunate resemblance to Bane's, is launching a sleeker self-serve version on October 1 that lets gym-goers measure their VO₂ max and other metabolic markers in eight minutes without a trained operator.

The limited test covers select products and users, with a broader rollout planned for later in October.

Blue Cross Blue Shield says hospital use of AI tools led to an additional $942M in healthcare spending over a two-year period.

TikTok will pay Alabama at least $100 million in a settlement tied to allegations that the short-form video platform misled users about safety and was designed to addict children.

At least one social media company seems to be reversing its stance on whether it will accept advertising for Alex Gibney’s upcoming documentary about Elon Musk.

This $189.99 air purifier is specifically designed to tackle pet odors, removing up to 70% in one hour.

After obtaining an interactive avatar and training it to discuss venture fraud, I have mixed feelings about making AI clones of ourselves.

The company behind Facebook and Instagram wants to keep consumers connected to the digital world via its ever-growing line of smart glasses.

Boom Supersonic CEO Blake Scholl said its new stationary power plants were no longer in Crusoe's near-term plans.

A new Brookings Institution study notes the "strikingly physical" economic footprint of AI's buildout, from specialized chips and electricity to purpose-built data centers. (Two-thirds of a data center's costs are IT equipment, with one-third going to real estate and its associated power infrastructure.) "At an average of 3.63 percent of GDP per year, the projected buildout would be larger relative to the economy than the major U.S. canal, railroad, electrification, highway, and telecommunications investment booms." This is pushing up prices for workers, electricity, and even commercial real estate (as well as consumer products that use chips), notes the Wall Street Journal, and reducing th…

Waymo's self-driving car technology "continues to outperform human benchmarks," the company claimed this week. "It was involved in 841 fewer injury-causing crashes — an 82% reduction compared to human drivers." Electrek reports: We've seen various Waymo crash data before, with Waymo claiming crash reductions. That's all well and good when the company says it, but we've also seen independent data confirming similar (though lower) crash reduction numbers... Waymo has enough miles that it's ready to start quoting how many injuries it has prevented, and the number is pretty high. Its newest crash data states that it had operated a total of 271 million driverless miles through June of this year,…

"OpenAI said it has paused training of its latest AI models," reports the Associated Press, "as reports of AI agents going rogue mount." The decision to halt development came just hours after the company disclosed Friday that it was reviewing several incidents from the summer in which OpenAI agents searching federal government websites acted in unexpected ways beyond what was asked of them while gathering and distributing information... OpenAI said in a statement that it will resume training "only when we are confident that we have additional safeguards" in place, adding that it expects it will have to "hit pause" again as AI develops and other issues emerge... It is the second time in thre…

Could this push solar cell efficiency beyond the theoretical 33% limit? Interesting Engineering reports: Researchers at the University of Groningen in the Netherlands found that tin-based perovskite solar cells can slow heat loss from high-energy "hot electrons..." When sunlight strikes a panel, photons jump-start electrons into action. The most energetic photons create super-charged hot electrons... [but] in fractions of a trillionth of a second, these high-energy particles rapidly cool, dumping their bonus energy as waste heat before ever leaving the solar cell... In collaboration with Maria Antonietta Loi, professor of Photophysics and Optoelectronics, the team created an experimental se…

The United States and China have agreed to "launch a dialogue" on AI, reports Reuters. On artificial intelligence, the two sides agreed to hold a dialogue on the technology's risks and benefits, with the next round of discussions set for November, and to set up a communication channel for AI-related incidents, the Chinese Foreign Ministry and the White House said. The White House said that the leaders had agreed to use the term "super intelligence" in place of "artificial intelligence." In a separate statement, the Chinese ministry said that Beijing valued Washington's use of the new term. As AI technology continues to advance, the two sides should step up exchanges and work toward consensu…

Last weekend KDE's annual Akademy conference included a presentation proposing

an AI-native KDE," writes The Register. This led KDE developer Nate Graham to open a discussion about proposed restrictions on LLM-assisted contributions which "rapidly became heated. Moderators issued warnings, restricted further comments, and eventually removed the thread." But as Graham writes on his blog, "A bunch of people mostly outside of KDE who disapprove of LLM usage derailed KDE's attempt to add restrictions to LLM usage." Two people unknown to any KDE contributors appeared and began fighting with one another about the broader topic of the morality of AI, not the proposed guidelines... Someone else out…

Microsoft's senior product manager for Excel acknowledges that "Throughout Excel's 40-year history, you've only been able to put one value per cell." But that's now changing with arrays in cells (as well as nested arrays) and lists. "You can create a list by selecting Insert > List or pressing Ctrl+J, then typing or pasting items separated by commas or semicolons, depending on your regional settings. Selecting the icon in the cell shows the individual values..." "With lists, you can filter by one or more individual items instead of whole text entries. Referencing a list returns all its values for calculations. For example, =B2 spills those values into separate cells..." "For the first time …

"Finding vulnerabilities faster also puts pressure on Linux distributions to fix and deliver patches faster," writes Slashdot reader BrianFagioli AI has transformed bug discovery from "a manual, time-intensive process into a highly automated engine," notes Canonical's blog, leading to a "recent explosion in the volume of CVEs". Additionally, the upstream kernel community became its own CVE Numbering Authority (CNA) and assigned CVE (Common Vulnerabilities and Exposures) identifiers to thousands of bugs, arguing that at the kernel level, almost any type of bug that can affect a running system, could potentially be classified as a vulnerability. As a result, the volume of CVEs has skyrocketed…

"Copilot+ PCs" were Microsoft's official branding for Windows 11 "AI PCs" that met their system requirements. But the 2024 launch "didn't go smoothly," writes Windows Central, after security researchers discovered its proposed "Recall" feature was woefully insecure: This pretty much tarnished the Copilot+ PC brand, and over the last two years more and more OEMs have dropped the moniker from marketing materials and product names. In fact, even Microsoft has seemingly stopped mentioning it. I've noticed that none of the Surface PCs launched in 2026 include the Copilot+ PC moniker in their product names, unlike the Surface PCs that launched in 2025 and before. Now, you have to go digging to fi…

53 images that users uploaded into OpenAI models were included in training data — and then AI agents in an OpenAI research environment posted those 53 images on public image hosting sites. While posted as links that weren't publicly listed, "the images could still be discovered even if the links were not publicly listed," reports TechCrunch: OpenAI said it was working with the hosting providers to remove this content, though some of it is apparently still online. OpenAI said it could not notify the affected users because "our technical approach and privacy policy" prevent it from "reassociating" the images with the original providers, but declined to say how the lab determined whether the i…

A New Mexico jury on Friday "found Facebook liable for deceiving users" about its privacy protections, reports the Associated Press. A New Mexico newspaper calls it "another massive legal victory" against Facebook, reporting that the jury found Facebook "had committed tens of millions of violations of the state's Unfair Practices Act in connection with its lies to consumers about how their personal information was handled by the company and third-party users." The state has asked the company be ordered to pay the maximum civil penalty of $5,000 per violation meaning a judge could potentially order the company to pay billions in penalties to the state. The jury also found the company had bee…

"Signature forgery." It's a new way to break RSA keys — and it doesn't require factoring. Ars Technica reports on new research using classical computing to "reduce the current RSA security level to an unacceptably low threshold" and lower the required computing resources by orders of magnitude. There's "a gap in current RSA-type security assumptions," according to a paper co-authored by University of California, San Diego professor Nadia Heninger, who argues that gap "gives classical cryptanalytic evidence in favor of moving away from RSA entirely during the current post-quantum transition." The practical risk is limited, but still significant. Applying the attack against the deprecated use…

"Weird Al" Yankovic's name has just been approved for a new asteroid — (14331) Alyankovic = 1981 EC26 — by the International Astronomical Union, reports Space.com. Yankovic's asteroid was championed by planetary scientist Allison McGraw joined by "several heavy hitters in the planetary science field, according to the Tucson Star. (Astrophysicist Steve Desch from the School of Earth and Space Exploration at Arizona State University; Tim McCoy, one of the main curators of meteorites at the Smithsonian Institution; and University of Arizona research scientist Melissa Brucker, leader of the Spacewatch program, which has discovered more than 179,000 asteroids.) The scientists also convinced the …

Raspberry Pi's stock shot up over 30% in the last week. Why are investors so excited? For the six months ending June 30, revenue for Raspberry Pi Holdings "jumped 90% to $256.9 million," reports Investing.com, "while adjusted EBITDA more than doubled to $40.3 million, and profit before tax leapt 216% to $19.6 million." Underpinning the strong numbers was an acceleration in OEM adoption: direct unit shipments rose 26% to 3.4 million, total unit shipments climbed 17% to 4.2 million, and the customer order backlog doubled during the half to 2.6 million units. Demand was particularly robust in the Smart Home and Aerospace and Defence segments, and the company launched the AI HAT+ 2 for Raspberr…

Yesterday, I received this email as a response to You Can't Vibe Code Love. It's such a remarkable and powerful statement that I asked permission to share it here, in its entirety, with personal information redacted:Hey Jeff,Hope you and your family are doing well.

The best Stratechery content from the week of September 21, 2026, including Meta vs. Amazon, GM bending the knee to CarPlay, and profiling the profiler.

The best Stratechery content from the week of September 21, 2026, including Meta vs. Amazon, GM bending the knee to CarPlay, and profiling the profiler.

I have exciting news.View on my website

An interview with Colossus EIC Jeremy Stern about profiling Mark Zuckerberg and other prominent tech figures.

Meta needs Walmart to wait out Amazon; Expedia seeks to keep its middleware position; meanwhile, where is Google?

Здравствуйте! Я делаю сервис верификации фискальных чеков. Столкнулся с личной болью: пришлось в суде доказывать, что чек не поддельный. Обычная бумажка ничего не значит. Сервис проверки чеков, который есть у ФНС ещё хуже, чем любые другие аналогичные сервисы. Они просто теряют на половине пути часть данных.

Сейчас я заключил договор с ФНС, у меня есть прямой доступ к полным сырым данным чеков (JSON). Условия договора: я предоставляю бесплатный публичный доступ к своему сервису. Данные есть, а макета нет.

Задача: разместить весь этот массив (100+ служебных ключей, узлы, вложенные массивы товаров) на стандартном листе А4. Листов может быть несколько, но формат узкой чековой ленты или ветки (…

Amazon predictably blocked Muse, but there is room for a deal based on the reality that Amazon's physical world investments are an AI moat.

Расскажите о списке

Pacing the frontier may be sincere, but it would also be strategically useful for the frontier labs to have time to reduce overhangs caused by model advancement.

Pacing the frontier may be sincere, but it would also be strategically useful for the frontier labs to have time to reduce overhangs caused by model advancement.

The best Stratechery content from the week of September 14, 2026, including the view from anywhere but San Francisco, the limited potential for a pacing deal, and the Salesforce zag.

The best Stratechery content from the week of September 14, 2026, including the view from anywhere but San Francisco, the limited potential for a pacing deal, and the Salesforce zag.

You can just prove things, apparently.

An Interview with Joanna Stern About the iPhone Duo and AI for Normal People

This is a lightning talk I did at PyCon US 2026: Silence is Golden. The

overall message is to leave some quiet time so that reluctant speakers have a

chance to participate. I start with a jokey disclaimer because I followed Simon

Willison who gave an energetic, entertaining, and loud(!) speed-run through a

year of progress in LLMs:I do these talks and blog posts about how to better interact with people, but

I hope they don’t come off as too preachy. I have to remind myself to keep these

ideas top of mind. I am one of those people who speak easily that I describe in

the lightning talk. I have to remember to hold back, to leave time and space for

other people.I had the idea for this lightning…

Salesforce is abandoning UI as a moat, which is a very smart move because it's disappearing for everyone.

В продолжение разговора про формализм: есть большая разница между формальным стилем и формальным содержанием.

Вот пример. У меня проблема с доставкой в интернет-магазине, я пишу в службу поддержки. В ответ — вежливые дружелюбные фразы: Спасибо, что написали!

Да, понимаю, это неприятно

Разбираюсь. Скоро отпишусь Проходит 10 минут, полчаса, час — ответа нет. Я снова: «Пинг, але, какие новости». Ответ такой же вежливый: «Разбираюсь, вернусь сразу как будет ответ».

Тут вежливые слова, но по сути это отписка: мне не помогли и не сориентировали. Я не знаю, как планировать дальнейшие действия: заказывать снова, ждать отмены и возврата денег. Мне не помогли решить проблему, пусть и вежливо. По форм…

Понимаю, что пока я скрыл один пост, ИИ написал ещё 10, и победить в этой игре невозможно, но лента уже стала намного чище. Хочу докрутить эвристики и вырастить это в нормальный продукт.

6 марта 2026 года стартап из Сан-Франциско Eon Systems объявил о том, что впервые в истории оцифрованный биологический мозг управляет телом ...

The post Мозг мухи загрузили в компьютер — и она начала ходить first appeared on Непиши.

ChatGPT ads are working, and solve Amazon's biggest problem with chatbots. Then, Walmart finally gives in to Apple Pay, because fighting the status quo is hard.

Здравствуйте!

Мне необходимо провести анализ конкурентов и сделать презентацию. В презентации нужно показать: Скриншоты страниц регистрации на мобильном устройстве.

Добавить небольшие комментарии под скриншотами. Как сделать презентацию более понятной и визуально приятной?

Спасибо!

Dario Amodei wants to pace the frontier; it's an unrealistic proposal that seems mostly geared to political control of AI.

PackagesQuickly check your installed Kotlin packages in one place and find new ones from Maven Central.

Added packages can always be found in your libs.versions.toml file in the Code tab.

How to playTwo repositories.

Tap the one you think has more GitHub stars.

Get it right and your pick stays while a new challenger slides in.

Get it wrong and it is game over.

Keyboard: ← left pane · → right paneGot it

Before a friend joins for the first time, the host runs /whitelist add .

The background server uses the same whitelist, as it was when the host left: manage it while you're playing, since changes made on the background server are replaced at the next handoff.

A world's background server runs the same loader and mods as the game that hands it off; the first handoff installs that loader's server, which takes up to a minute.

./gradlew build python test/smoke.py fabric/build/libs/mcpersist-fabric-.jarThe smoke test downloads the jar's loader server and runs it with the mod; pass a NeoForge or Forge jar to test that loader.

The release workflow builds the three jars with that version, attaches …

The AI computer that lives in your home.

Panda is the world's first personal AI computer.

Chat, code, research, and create images, video and 3D models, with every bit of processing happening inside a small box next to your router.

No surveillance.

$2,997 total.

It is an MCP server that offers each stepfile as a tool.

Stepfiles call remote APIs only, and the client adds one MCP server to its configuration.

Stepgate needs no model key: the client's own model does the reasoning, and the same file gives the same path through its steps whichever model that is.

--auth signs in to an MCP server that uses MCP authorization and prints the variables to set (details).

signs in to an MCP server that uses MCP authorization and prints the variables to set (details).

Ghostfox is the alternative: a complete browser stack you run yourself — a fingerprint-coherent stealth engine plus a Rust MCP runtime, in one repo.

Firefox (MPL-2.0) └─ Camoufox (anti-detect patches, by daijro) └─ Ghostfox engine engine/ — spoofing at the C++ level └─ Ghostfox runtime runtime/ — Rust: sessions, identities, MCPGhostfox Hosted stealth (Browserbase etc.)

Self-hosted ✓ ✗ ✓ partially Open source ✓ ✗ ✓ ✗ MCP-native ✓ ✓ ✓ ✗ Engine-level anti-detect ✓ (C++/Firefox) vendor partnerships ✗ ✓ (closed) Coherent identities + auditor ✓ ✗ ✗ partial Runtime language Rust — Node —The moat — why this isn't just another wrapper.

Your agent's identities and cookies never touch a third-party ho…

Export Documents as Markdown with maths kept, rich text for Word, Pages or Notion, or the source as a zip — with translations if you like.

Search ⌘F inside a document, ⌘⇧F across a project, ⌘O to jump anywhere.

Chinese, Japanese and Korean text is searchable too.

Eleven translation languages Chinese (simplified and traditional), English, Japanese, Korean, French, German, Spanish, Russian, Brazilian Portuguese and Indonesian.

Eleven interface languages English, 简体中文, 繁體中文, 日本語, 한국어, Español, Français, Deutsch, Português, Русский and Bahasa Indonesia — in the app, the extension and this site.

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After working on it for the past few weeks, I finally released OmniConvert. It started because I was tired of using a different website every time I needed to convert, compress or modify a file — and uploading personal files to random servers never felt great either. So I built a desktop app where the actual file processing happens locally on your computer. OmniConvert is completely free right now. Some of the tools included in the first release: • Image conversion and compression • PDF tools • Audio and video conversion • QR and utility tools • Downloadable modules, so you only install the tools you actually need Your files stay on your device during processing. I’m a 2nd-year university s…

Hey! So I am getting pretty close to launching my website, which is going to essentially be a template for businesses to use for their records. It is straightforward and easy to set up, but I’m curious: Even though the client could set up templates themselves exactly how they would want it, it would be time-consuming and tedious. Should I offer the service of setting up a business-specific database for an additional cost (or even free)? I know that potential clients could be sketched out about someone else handling their information. And, although the niche I have chosen isn’t high-risk data, I am still worried it will deter people to offer it as a service. As of now, I have had no marketin…

For most of you this might be nothing but I can not comprehend this feeling. I made a small lightweight product for myself. Its not purely vibecoded, I have 1200+ unit tests for quality. I made it so i can practice speaking on random topics and track my filler words, sentences over time. I took courage to put my video on public speaking subreddit. It got 17k views in 1 week and 2 sales. BTW, please feel free to try out, there is no signup or paywall on basic feedback. Only the analysis which cost me more money over api is paywalled. Do click on 'turn on mic' for analysis to happen. Arigato :) Thanks all 😄 submitted by /u/Successful-Moment594 [link] [comments]

I kept losing time every day re-explaining my role, my rules, my tone to ChatGPT/Claude/Gemini every single new conversation. So I built Backstory, a Chrome extension that saves that background once and drops it into a new chat with one click. You still read it and hit send yourself. I'll say upfront, this isn't technically clever, it's saved text getting inserted into a chat box. No prompt engineering, no model tricks. I built it because I don't really know prompt engineering and didn't want to learn it just to get good answers out of ChatGPT. If you're already good at writing prompts, you probably don't need this. It's for people who use these tools for their business but don't want to sp…

Update — Nudge Adventure is live: Play the 30-level adventure. Five permanent chapters, saved progress when signed in, free hints, optional stars and chapter rewards. The daily course and creator are still available. This is a new progression experiment; I do not have retention results yet. Nudge is a free little game: move the orange bumper, drop the blue ball, and land it in the green pocket. A small change in position can completely change the bounce. The original clip above replays a practice course using the game’s actual physics. It is not a recording of the new campaign. There are also 84 daily courses, six practice layouts, and a creator where you must solve your own challenge befor…

Most two-agent coding setups either share one transcript or make you copy-paste messages between them. I wanted neither, so I built a broker. Between watches the repo, not the chats. When a diff settles, it hashes it and starts a review. The reviewer reads the real tree and writes a structured review file; the developer agent only gets a short "reflect this review" signal. They never talk directly. It won't approve a diff that changed under review, and only the human can approve merge or deploy. Stack: TypeScript, Node 22, plain JSON files under .between/, VS Code cockpit. Free, MIT. My own project: https://github.com/ashmoonori-afk/between Would you trust a reviewer agent's approval, or do…

This started with a jacket I never wore. I bought it online because it looked incredible on the model. It arrived, I put it on, and it was just... wrong. Not the size, the shape. It hung differently on me than it did on the six-foot guy in the photo. I didn't return it because returning things is annoying and I told myself I'd figure out what to wear it with. It hung in my closet for two years. That's the thing that kept bugging me. It wasn't that I didn't own clothes. I owned plenty. I just wore the same three outfits, because those were the three I'd accidentally confirmed worked. Everything else was a question mark, and the only way to answer it was to physically try things on in front o…

Hello! I’m back for another round of feedback on The Legendarium Companion. It’s a search tool for Tolkien’s legendarium that I’ve been building on the side. The idea is pretty simple: ask a question, get a useful answer, and be able to trace it back to the sources. I spent most of this week on the foundations rather than adding flashy features. I stabilised the tech, cleaned up technical debt, made the deployment workflow safer, and started auditing the search engine itself. I’ve already made a few improvements there, added fallback mechanisms for when parts of the search fail, and started running A/B tests to see what actually improves the results. Performance is still not where I want it…

How about? submitted by /u/Fabulous-Lobster9456 [link] [comments]

Every project I ship ends up the same way: I launch it, post once, then go quiet because I never know what to write. I built Groumie: You give it your website and it learns your product. It writes X and Reddit posts automatically, hooked to real stuff: industry news, holidays, world days, key dates, plus your GitHub commits and Stripe milestones if you connect them At the time you pick, you get an email with a link that opens X/Reddit with the post pre-filled. You review it and hit publish. It doesn't auto-post, on purpose. I don't want an AI posting in my name without me reading it first, and it doesn't need access to your social accounts. It also compares each new post with your old ones …

I used to keep a file called DECISIONS.md in every repo. Rejected approaches, why I picked the other thing, that sort of thing. Took about a month of maintaining it to realize the agent never opened it unless I told it to. I'd watch it hit the exact wall I had already documented (the CORS saga, twice) and just sit there thinking, I wrote this down, it's right there. I ended up pasting "read DECISIONS.md first" at the top of every prompt, which honestly defeated the whole purpose. I got the thing to save me time and instead I was briefing it like a new hire every session. Hours a week, easy. I built something to fix this for myself. Not selling anything here, I'm just trying to figure out if…

One month ago, I posted here to introduce Manyplace (many.place), an experiment to recreate the feeling of working or studying around others in a peaceful library/café, but online. Thanks to that single post, more than 700 people signed up, from 90 different countries! I really didn’t expect it at all and couldn’t be happier! I created Manyplace because I felt that some great real-life places had quite a special social energy which made working, studying or reading so comforting and easy, and I was missing that on the internet. Seeing everyone there after the launch, I think I got a glimpse of that same energy and it made me even more obsessed with it. Today, I am happy to release V2 of Man…

I spent the last months building OpenPhysicsAI, an open-source physics lab: fluids, shocks, fire, heat, solids, sound, radar, orbits. I built it together with AI agents, which is also the idea behind the challenge: if AI can write physics, let's find out whose AI writes it best. There are 13 "flags", real experimental measurements that no simulator has predicted yet, plus 4 smaller trials to start with. You download it, improve it however you like (your own code, your own AI, any open-source solver), and open a pull request. A machine reruns it and scores it against the sealed measurements in a few minutes. If you win, your code gets merged and everyone gets it. The video is a space capsule…

Bookmarks that organize themselves with Apple Intelligence Discussion | Link

AI copilot for calls that tells you what to say next Discussion | Link

Your mobile AI assistant on any screen Discussion | Link

AI buddy on your computer Discussion | Link

Reshape your text across languages while preserving meaning Discussion | Link

A cute Mac desktop pet that organizes your loose files Discussion | Link

AI, JEV, MCTS, opensource Discussion | Link

A journal to help busy minds let go Discussion | Link

See and control what your coding agent does. Discussion | Link

A living map of makers and what they’re building Discussion | Link

A Mac activity monitor that thinks in apps, not processes Discussion | Link

The Al built for work Discussion | Link

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It will also set up a new outpost in Shanghai and has launched Nova, an AI platform for research commercialisation.

The collaboration will connect NUS deep tech ventures more closely with Munich’s innovation ecosystem, while strengthening innovation links between Singapore, Europe and Asia.

To address this, NUSX and Zima Labs have jointly developed Nova, an AI-powered engine for research commercialisation.

This direction aligns with Singapore’s Research, Innovation and Enterprise 2030 plan, which commits S$37 billion over five years to turn scientific strengths into economic and societal impact.

These efforts are primarily anchored in three of NUSX’s four deep tech innovation focus areas: L…

In July of 2008, Steve Jobs and Apple were in full preparation for the launch of Apple’s highly anticipated, and now very familiar, App Store.

The App Store launched with over 500 applications, carefully selected and curated to showcase the original iPhone’s latest technology, cue accelerometer.

As Apple prepared the App Store for launch, iBeer was a perfect demonstration of the iPhone’s capabilities.

Sheraton kept the same price and, according to his later accounts, the app quickly reached the top of the App Store charts.

Why iBeer matteredLooking back at iBeer today, it is tempting to dismiss it as little more than a novelty app.

Duqu, an Amsterdam-based FinTech startup that gives businesses immediate access to money tied up in outstanding invoices, has raised €1.5 million in a pre-Seed round from Curiosity VC and No Such Ventures.

The company has also developed its own AI underwriting engine, automating 95% of the credit assessment process.

Duqu has built a fully AI-driven credit assessment and processing stack.

Duqu has been building its proprietary AI underwriting engine for the past year and a half, currently automating around 95% of the credit assessment process.

Thijn van Helvoirt of No Such Ventures said, “Credit assessment is still a labour-intensive process for many providers.

NUS Enterprise, the entrepreneurial heart of the National University of Singapore (NUS), is deepening its global links as NUSX through a new partnership with UnternehmerTUM.

Its strengths in research, technology and venture creation make it a strategic base for NUSX ventures looking to access partners, capital and markets across Europe.

TUM Venture Labs, a joint initiative of the Technical University of Munich (TUM) and UnternehmerTUM, is exploring a representative presence at the NUS i³ building in Singapore, where NUSX is based.

NOC Munich was established in 2017 and has since connected nearly 120 NUS students and more than 90 TUM students through exchanges between Singapore and Munich.

B…

Clastix, a Naples-based infrastructure software company helping enterprises run Kubernetes more efficiently at scale, has raised €2.9 million in a Seed round.

Founded in 2020 by Adriano Pezzuto and Dario Tranchitella, engineers who previously managed Kubernetes deployments within large enterprises, Clastix builds infrastructure software to reduce the operational overhead of running Kubernetes at scale.

It is already running in production with infrastructure teams across AI labs, telecommunications, cloud services, and the public sector, including customers such as Fastweb, NVIDIA and Mistral.

“The next phase of AI won’t be decided by models alone but by who controls the infrastructure layer…

HR teams use it to design and run the experience of their own employees across the organisation’s existing systems.

The platform combines deterministic workflows, AI agents and human oversight with the governance and security that HR and people operations require.

From there, automation handles predictable work, AI agents handle tasks requiring interpretation, and people remain in control of decisions requiring human judgment.

HR teams describe a process in plain language; the platform builds it, runs it and keeps a complete record of every step.

The Icelandic startup highlighted that its platform has been used to complete over 4 million actions in the past 12 months by HR teams in the Nord…

Metycle, a Cologne-based supplier of secondary copper and aluminium, has secured a €131.7 million ($150 million) credit facility.

The credit facility comes after the company raised €14 million in Series A funding in February 2025.

Founded in 2022 by Rafael Suchan and Sebastian Brenner, Metycle is a vertically integrated secondary metals company that buys, upgrades and supplies copper, aluminium and other non-ferrous metals to industrial customers globally.

Metycle argues that demand for secondary metals is not the constraint holding back the market, but predictability is.

“Our opportunity is to make secondary supply behave more like an industrial raw material: specified, traceable, and reli…

Plot the customer meetings, the investor roadshow and the hiring work, then hold that calendar against the founder’s current immigration position.

Some of it will need different authorisation, and that is the part worth discovering in March rather than in September, if you plan your trip in September.

E-2 requires the founder’s nationality to be covered by a qualifying treaty, so it is not a universal founder option.

Do founders need a US entity before applying for a visa?

Forming an entity does not by itself give the founder immigration status or work authorisation.

The European Commission and the European Investment Bank (EIB) Group have launched the European Institutional Investors Pact (EIIP), a new voluntary framework aimed at channelling more long-term institutional capital into Europe’s technology and scale-up ecosystem.

The Pact was unveiled at the TechEU Equity Summit in Luxembourg, with thirteen institutional investors already signalling their intention to invest in Europe’s innovation economy.

This is about turning European innovation into European industrial and economic strength,” said Ursula von der Leyen, President of the European Commission.

The Policy Dialogue Forum is led by the Commission, through which institutional investors can eng…

Join us for a conversation with Andreas Flodström, co-founder and chairman of Varangians, as we explore the journey that led him from building the Swedish-Ukrainian tech ecosystem Beetroot to investing in Ukraine’s DefenceTech sector.

Varangians is a DefenceTech-focused investment fund backing Ukrainian technologies developed and tested in demanding frontline conditions.

In this interview, Andreas reflects on more than a decade of building companies in Ukraine and how that experience shaped his understanding of resilience, engineering and innovation.

Why Ukraine has become an important centre for DefenceTech innovationThe balance between pure DefenceTech and dual-use technologies.

Whether t…

Spiich, a Stockholm-based AI sales agent startup, has raised a €3 million Seed round.

This announcement comes ten months after the company raised a €600k pre-Seed round, bringing its total funding to €3.6 million.

The funding round was led by Ugly Duckling Ventures, a Copenhagen-based venture firm backing Nordic B2B software and technology companies.

Rather than a wave of AI sales startups trying to automate the salesperson, Spiich is making a contrarian bet.

Like every other AI startup, Spiich is also positioning itself as more than a productivity tool.

From the Army of Drones to the Army of RobotsFedorov pointed to the Army of Drones, launched in 2022, as a precedent for what he hopes to achieve.

According to Fedorov, the Army of Robots has a straightforward mission: saving soldiers’ lives.

The initiative also builds on Fedorov’s plans for a new defence technology investment fund, announced in August.

"Make robots fight instead of people"Fedorov acknowledges that one of Ukraine’s biggest challenges is how quickly Russia can copy and scale military technologies.

Make robots fight instead of people.”Now working in the private sector, Fedorov says he is continuing the technological warfare strategy he pursued in government under the banner “…

This week, we tracked more than 65 tech funding deals worth over €2 billion and over 4 exits, M&A transactions, rumours, and related news stories across Europe.

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

❗ Want to explore the data in more detail?

The free, open-access Tech.eu Funding Explorer offers deeper insights into funding rounds, investor activity, company profiles and market trends.

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

Bootstrapping versus VC backing, “building for a flip”, AI, and many other issues were discussed on the startup stage at a recent conference in Zadar, Croatia.

Thousands of developers, founders and VCs from Croatia and Central Europe attended the Infobip Shift conference.

On those founders building their startup with the express intention of selling it, known as “building for a flip”, Hidas questioned this approach.

More broadly, Mikuž said that the differences between the Western Europe and Central Europe startup ecosystems were closing.

But said that a lot of Central European founders "have a romantic idea about the startup journey, but it’s not”.

In the UK, Leonardo is a roughly £3 billion business employing more than 10,000 people.

I spoke to Dr Simon Harwood, UK Capability Development Director for Leonardo, to learn more.

Emerging technologies can often be tested quickly and abandoned if they fail, while defence systems have to deliver reliably in the field.

Taking defence technology into civilian marketsThat approach to working beyond Leonardo’s own walls extends to commercialising technology developed inside the company.

This week, Leonardo announced a partnership with Ploughshare, the MoD’s commercialisation partner, to identify untapped IP within Leonardo UK and find applications beyond defence.

Nordic energy company Fortum has joined Norrsken Evolve as a limited partner, investing through its innovation and venturing arm.

The commitment follows the final close of Norrsken Evolve's oversubscribed €62 million fund this summer.

Norrsken Evolve is a pre-seed fund that helps accelerate founders building Europe's sustainable and resilient future.

The fund has backed over 80 companies to date, 75 per cent of which have gone on to raise follow-on investment.

For Norrsken Evolve's portfolio companies, Fortum provides access to specialised sector expertise and an extensive footprint across the Nordic energy ecosystem.

O-ID, a Tokyo-based company founded by two Europeans building one of the world’s first fully modular humanoid robots for industrial manufacturing and logistics, has raised $1.2 million in pre-seed funding.

For O-ID, the case for humanoid robots is less about replicating the human form and more about fitting into factories and processes originally designed around people.

We want robots that can work in those existing spaces, use the equipment already there, and work alongside people.

While its initial focus is automotive manufacturing and logistics in Japan, O-ID plans to expand into additional industries and, eventually, the US market.

O-ID humanoid robots will be modular, designed for mass…

Eindhoven-based OWOW Venture Studio has secured €2.65 million from eight family offices and angel investors to build and accelerate early-stage B2B startups, with a focus on manufacturing and original equipment manufacturers (OEMs).

OWOW focuses on B2B startups operating in traditional sectors including manufacturing, OEMs and construction, with a particular interest in software-as-a-service and AI, including physical AI applications.

Its venture studio model combines investment with product development and market validation.

Formally launched in late 2025, OWOW Venture Studio initially targeted €2 million for the round before increasing it to €2.65 million following investor interest.

The …

AI security company Kontext has raised $4 million in funding to expand its runtime security platform for AI agents.

Founded by Jens Ernstberger and Michel Osswald, Kontext develops software designed to give organisations greater visibility and control over the actions performed by AI agents.

As businesses give agents greater access and autonomy, Kontext's platform is designed to control what those agents are authorised to do while they are running.

An AI agent can be properly authenticated, use an approved tool, and still take an action no one authorized.

The funding will be used to expand Kontext's engineering team, continue developing its runtime enforcement platform and support customers…

Swiss tech companies raised more than €1.1 billion during the first half of 2026.

Capital was relatively concentrated, with the ten largest funding rounds accounting for around two-thirds of the total.

Semiconductors attracted the most capital, with around €281 million, followed by energy (€223 million) and healthtech (€220 million).

Cleantech also attracted substantial funding, while fintech, software and other technology sectors recorded a larger number of generally smaller transactions.

Here are the ten companies that raised the most in H1 2026.

Reply Next, an AI platform for managing the digital presence of businesses with multiple locations, has raised €400,000 in pre-seed funding.

The company is targeting the growing volume of digital interactions associated with individual locations.

Reply Next was created to close this gap and give each location the intelligence it needs to compete,said Miguel Peñate, founder and CEO of Reply Next.

Reply Next brings information and digital interactions associated with each location into a single platform.

The funding will be used to strengthen Reply Next's technology and sales teams, accelerate product development and develop new AI agents designed to automate processes and decisions for brand…

Pedersen started with wearables — specifically flex-sensor gloves — but they didn’t meet her goal of transferring intent to an end system, “because intent comes slightly before execution.

Cerebionics isn't trying to be NeuralinkWhile most people think of Neuralink when it comes to BCI, Cerebionics is pursuing a fundamentally different technical approach and set of use cases.

Rather than verbally describing exactly what an end system should do, an operator could transmit commands such as yes, no, confirm, dismiss, change direction, switch systems, execute, or abort.

Cerebionics can optimise signal acquisition and decoding, but overall response time also depends on the communications network,…

On Monday, the network announced a $1.6 million seed round from top players in the media ecosystem, including Powerhouse Capital, Axel Springer SE (which owns Business Insider and Politico), the popular media publication LadBible, and angel investors from OpenAI and DeepMind. With this fresh capital, the network is announcing its largest expansion yet.

First came the Netherlands, now it's Lithuania. And more European countries appear to be in the queue for Tesla's driver assistance system.

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.