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They are willing to spend more per year than the $3.1 billion Mistral has raised to date (including from French institutions such as BNP Paribas and Bpifrance).

Its Chinese competitors claim they can train AI models more cheaply, but they are widely suspected of “distilling” secrets from American AI giants by prompting Claude and ChatGPT millions of times to train their models.

If Mistral “doesn’t become a $100 billion company, it’s only because they screwed it up,” zu Fürstenberg says.

The Dutch-listed firm led a $2 billion round into Mistral in September and signed a deal to use Mistral’s AI in its products and research.

It’s also continuing to launch small, specialized AI models, includi…

According to the leaked sample index, the archive covers more than 40,000 contractors who signed up to label data, record reading passages, and run through verification calls for AI training.

That sequence, in one row of one database, is exactly what a synthetic voice cloning service needs as input.

Pindrop reported a 475 percent year-over-year increase in synthetic voice attacks against insurance call centers across 2025.

The single fastest-growing category was emergency impersonation calls, where the synthetic voice claims to be a relative in trouble.

Each is something a synthetic voice tends to get slightly wrong, even when the perceptual quality is high.

By this time, Moleskine’s Instagram post announcing the Lord of the Rings collection had several comments calling out Moleskine for the AI use, to which Moleskine have not responded.

The art in Moleskine’s The Lord of the Rings collection has a flat, minimalist style that doesn’t have noisy pixels or anatomical anomalies.

Without the “generated by AI” note, there might be no way to tell if the art in Moleskine’s notebook collection is AI.

advertisementUpdate17 April 2026Moleskine posted a comment on their Instagram post announcing The Lord of the Rings collection on 17 April 2026.

The Lord of the Rings Moleskine collection remains on sale to members, with the $175 3-book collection already …

.docauthor { Jennifer Chu } .pagemargin { topright } .docauthor | MIT News # X-ray flashes from a supermassive black hole !

( 70% )[ Black hole ]( img/blackhole.jpg ) .abstract One supermassive black hole has kept astronomers glued to their scopes for the last several years.

The black hole in question is `1ES 1927+654` , which is about as massive as a million suns and sits in a galaxy that is 270 million light-years away.

The brief though dramatic shut-off was a first in black hole astronomy.

> This would be the closest thing we know of around any black hole.

If you're reading this, there's a chance that you might have recently abandoned (or are considering abandoning) a side-project.

We hear about all the side-project success stories, but what if we talked more openly about the ones that tanked?

I'd like to talk about a side-project I worked on a while ago; one that I abandoned the same day it was deployed.

permalinkOut of all of my abandoned side-projects, this was the one that made me think differently.

That led me to an important realisation: we talk a lot about abandoned side-projects as "failed", but their success is really a matter of perspective.

They looked into it some years back and found that the cause was Lanmaoa asiatica, a mushroom that’s been eaten in Yunnan for years.

What makes this particular hallucinatory mushroom so unusual is that it causes the same kind of hallucinations in different people, across cultures.

That’s where researchers investigating “mushroom madness” ultimately dismissed the accounts as cultural myth after chemical tests turned up nothing.

Domnauer visited Yunnan’s mushroom markets and asked vendors which of these mushrooms is the one that’s making people see little people?

to begin and can last for a long time, sometimes long enough to require hospitalization and careful observation.

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Review the hardware requirements The following requirements exist for developers and the users who operate features using these APIs in Chrome.

Use the Prompt APIThe Prompt API uses the Gemini Nano model in Chrome.

create ();Create a session with the Prompt API for Chrome ExtensionsWhen you use the Prompt API for Chrome Extensions, each session can be customized with topK and temperature using an optional options object.

Take a look at the Mediarecorder Audio Prompt demo for using the Prompt API with audio input and the Canvas Image Prompt demo for using the Prompt API with image input.

The following demos are web applications:To test the Prompt API in Chrome Extensions, install the demo ex…

Notepad++ is now available as a native macOS application.

It is a free, open-source source code editor and Notepad replacement that supports many programming languages and is great for general text editing.

No Wine, Porting Kit, or emulation layer is needed — this is a full native port governed by the GNU General Public License.

I hope you enjoy Notepad++ on macOS as much as I enjoy bringing it to the Mac.

This project is an independent open-source community port of Notepad++ to macOS, started on March 10, 2026.

16 cohesive skills + 2 custom subagents walk an idea from brainstorm through implementation, with checkpoints throughout where you stay in control.

Quick InstallThe recommended path — Claude Code's plugin marketplace:/plugin marketplace add evanklem/evanflow /plugin install evanflow@evanflowRestart, then try:"Let's evanflow this — I want to add a small feature that does X."

Bundled Hookhooks/block-dangerous-git.sh — PreToolUse hook that blocks destructive git ops ( git push , git reset --hard , git clean -f , git branch -D , git checkout .

/plugin marketplace add evanklem/evanflow /plugin install evanflow@evanflowRestart Claude Code (or /reload-plugins ).

# Install all 16 skills at once npx…

After a random rotation, each new coordinate is therefore approximately Gaussian, which is the property TurboQuant relies on for every input.

You want to store it using $b$ bits per coordinate (total $b\cdot d$ bits), then later recover an approximation $\tilde{\mathbf{x}}$ close to $\mathbf{x}$.

Bits b 1 ↔ drag y |y| 1.500 |ỹ| – |ỹ|/|y| – E[ỹ²]/σ² at this b – What to notice.

■ TAKEAWAY · NEXT §9 two recipes, one budget TurboQuant-MSE minimises reconstruction error and produces a biased inner-product estimate with a known shrinkage factor.

TurboQuant-prod allocates one of its $b$ bits to a QJL residual and produces an unbiased inner-product estimate at higher per-trial variance.

Unix Magic Poster Reference Tracker[Live site]A pipeline that builds a website that maps and documents all the references found in the classic Usenix Unix Magic poster.

The goal is to create a structured way to explore, annotate, and understand the various elements of the poster, making it a valuable reference for Unix enthusiasts.

The UNIX Magic poster was created by Gary Overacre and published by UniTech Software, Inc. in the 1980s.

The other postersDid you know Gary created two other posters that never "made it"?

Not sure about you, but I prefer the "Unix Magic" one.

Security VerificationFor help please visit help.ft.com.

We apologise for any inconvenience.

Enable JavaScript and cookies to continue

There are excellent FreeBSD kernel references already, including man 9 , the Architecture Handbook, and the Newbus papers.

From "Hello Kernel Module" all the way to submitting a Phabricator review and shepherding a driver into the FreeBSD tree.

The focus is real-world FreeBSD driver development, not exhaustive bus or device specifications.

The same attach pattern, the same cleanup chain, and the same locking shape appear chapter after chapter and driver after driver.

This is an independent educational book about FreeBSD device driver development.

Stage 2: SAFE RoundA SAFE (Simple Agreement for Future Equity) is the most common way early-stage startups raise their first outside capital.

Most SAFEs today are post-money SAFEs -- the valuation cap includes the SAFE money itself.

This means if you raise $1M on a $10M cap, investors will own exactly 10%.

With post-money SAFEs, each SAFE investor's ownership is fixed by the cap — but earlier SAFE holders aren't diluted by later ones.

Total SAFE Round Size ⓘ $500,000 $50K $10M Valuation Cap ⓘ $8,000,000 $2M $50M Discount Rate ⓘ 0% 0% 30% Dilution Check

A Close Look at the Western Monarch Shows Why Pesticides, habitat loss and climate change have taken their toll on the beloved insects.

The tires of approaching cars crunch on a gravel road that slips between two buildings, each adorned with murals of the brilliant monarch butterfly.

Every year, the monarch butterfly makes one of the animal kingdom’s most wondrous migrations as millions flutter across the United States to warmer climates.

Quick fact: A spot of hope While western monarch counts recently revealed low numbers, the eastern monarch population had some good news in 2026.

“Of this very long list, only a small number have ever been tested on a monarch caterpillar—and that’s just th…

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Paste a Game ID to spectate a match in progress.

Pick a time control or play without one.

Log in Sign upLog in or create an account to create and join custom games.

or join oneCreate a private game and share the code, or join a friend's game with theirs.

Share a screen with a friend or sharpen your skills against an AI.

YourMemory Persistent memory for AI agents — built on the science of how humans remember.

System Recall@5 95% CI YourMemory (BM25 + vector + graph + decay) 59% 56–61% Zep Cloud 28% 26–30%2× better recall than Zep Cloud on the same benchmark.

Writeup: I built memory decay for AI agents using the Ebbinghaus forgetting curve.

Step 4 — Wire into your AI clientClaude Code Add to ~/.claude/settings.json : { "mcpServers" : { "yourmemory" : { "command" : " yourmemory " } } } Reload ( Cmd+Shift+P → Developer: Reload Window ).

Claude Desktop Add to ~/Library/Application Support/Claude/claude_desktop_config.json (macOS) or %APPDATA%\Claude\claude_desktop_config.json (Windows): { "mcpServers" : { "your…

Sabastian Sawe made history at the London Marathon by becoming the first athlete to run a sub-two-hour marathon in a competitive race.

The great Eliud Kipchoge became the first man to run a marathon in under two hours in 2019, but that was not record-eligible as it was held under controlled conditions.

Sawe made his decisive move before the final 10km, with only debutant Yomif Kejelcha able to cover his surge off the front.

Remarkably, Kejelcha, making his marathon debut, became the second man to run under two hours in race conditions, finishing runner-up in 1:59:41.

Half marathon world record holder Jacob Kiplimo also crossed the line faster than Kiptum's former record, completing the podi…

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

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

httpxyz one month inpublished on 2026-04-27 · tagged with #httpx, #httpxyz and #pythonIt has been roughly a month since we forked httpx and named our package httpxyz.

TL;DR: httpxyz has now many bug fixes and significantly better performance than httpx, and we would encourage anyone to move to our version!

End of March: bugfixes, and performance improvementsThen at the end of March we did another release of httpxyz, containing a compatibility shim that allows you to use httpxyz even with third-party packages that import httpx themselves, as long as you import httpxyz first.

This release also included a change that lazily imports the CLI for httpxyz, which is typically not used in your app;…

After a random rotation, each new coordinate is therefore approximately Gaussian, which is the property TurboQuant relies on for every input.

You want to store it using $b$ bits per coordinate (total $b\cdot d$ bits), then later recover an approximation $\tilde{\mathbf{x}}$ close to $\mathbf{x}$.

■ kept by ỹ: λ b = 0.637 ■ erased in-bin variance: D b = 0.363 y 1.500 ỹ – (ỹ − y)²instantaneous, averages to D b – λ b = E[ỹ²]/σ²population, what counts – What to notice.

■ TAKEAWAY · NEXT §9 two recipes, one budget TurboQuant-MSE minimises reconstruction error and produces a biased inner-product estimate with a known shrinkage factor.

TurboQuant-prod allocates one of its $b$ bits to a QJL residua…

It would be nice to have a test runner that compiled the tests before running them, using the same typescript module I have in my project already.

I call it “gauntlet” after the english phrase “running the gauntlet”, which I recently discovered is actually a corruption/confusion of the swedish word “gatlopp”, and has nothing to do with the glove.

The start event currently means the test runner started reading a file, or possibly started processing a test suite, or possibly started running an individual test case.

Gauntlet has some convoluted logic to model the tree and figure out the path to each test, but the test runner already has this model of the tree.

It seems to be launching a thread…

Five years ago, I started this blog by building a microsecond-accurate NTP server with a Raspberry Pi and PPS GPS.

The Hardware: Telecom Surplus for Pocket ChangeThe key piece is an Oscilloquartz OSA-5401 – a GPS-disciplined PTP grandmaster clock in an SFP form factor.

They have a built-in GPS receiver, an OCXO (oven-controlled crystal oscillator), and an FPGA that handles hardware PTP timestamping.

The culprit was in the PPS refclock config:refclock PPS /dev/pps0 refid PPS dpoll 0 poll 2 filter 3 precision 1e-7 prefer trustThat trust flag is nuclear.

The Results: ±26 NanosecondsAfter tuning the PTP refclock parameters (dpoll -4, poll 0, filter 5), here are the final numbers:But first, here…

I only dictated goals and boundaries; the AI autonomously handled all the work: generating documentation, planning architecture, writing code, writing tests, and debugging issues.

Core Strategy 1: SDD (Spec-Driven Development)Does the model know what to do?

This lesson led me to establish a rule: before writing code, write documentation first.

Core Strategy 2: TDD (Test-Driven Development)Does the model know whether it's done correctly?

If you're not familiar enough with the problem domain, harness might miss key boundaries; AI's code "passes harness but still has bugs".

The gold standard of optimization: A look under the hood of RollerCoaster TycoonDue to some lucky circumstances, I recently had the chance to appear in one of the biggest German gaming podcasts, Stay Forever, to talk about the technology of RollerCoaster Tycoon (1999).

RollerCoaster Tycoon and its sequel are often named as some of the best-optimized games out there, written almost completely in Assembly by their creator, Chris Sawyer.

It’s hard to check for sure, but it’s likely that RCT was the last big game developed in this way.

This “shortcoming” is actually easy to spot in the game, when following a guest around the park for a while.

Something that can barely happen in “modern” game de…

PolicyBoris & Cat Leave, Anthropic Suddenly CaresClaude Code began as Boris Cherny's no-master-plan terminal experiment and launched only as a limited research preview, while Cat Wu was still saying a dedicated subscription was something Anthropic was merely 'figuring out.'

Then Cursor-maker Anysphere poached Cherny and Wu for senior roles, only for Anthropic to hire them back within two weeks.

Soon after, Claude Code became a first-class subscription product.

Posted on April 27, 2026As I’ve written about before, I’m the author/maintainer of a Haskell library for programmable CAD, called Waterfall-CAD.

Testing a CAD library like Waterfall-CAD is difficult, because the outputs of a Waterfall-CAD program are generally 3D models, and are difficult things to write good test assertions about.

While testing solid models seems inherently tricky, there’s an established field of “Visual Regression Testing” tools, so having SVG output seemed vastly more testable than 3d model output .

Visual Regression Testing“Visual Regression Testing” is mostly used when testing UI code.

Indeed, I’m using the Haskell Golden Testing library tasty-golden to…

Wasm is not quite a stack machineApril 27, 2026Everyone knows Wasm is a stack machine.

The major difference is that with a stack machine, the values operated upon are implicitly encoded in the program order, while the register machine always encodes indices.

The one we’re looking for is called dup , and it duplicates the value on top of the stack:(calculate x as usual)as usual) dup() – the stack now contains x, x– the stack now contains dup() – the stack now contains x, x, x– the stack now contains mul() – the stack now contains x, x*x– the stack now contains mul() – the stack now contains x*(x*x)You might notice that the register machine calculated (x*x)*x , while the stack machine calcula…

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#include int main ( void ) { printf( "hello, world" ); return 0 ; }Nice little program to confirm the C setup.

Let's write few more lines of the code in main() function and then we'll create this function.

In such a case, let's update the main() function signature with argc and argv .

g_application_run() function returns an integer status which is a right candidate to return as main() function return value.

#include int main ( int argc, char ** argv) { GtkApplication* app = gtk_application_new( "dev.marichi.terminal" , G_APPLICATION_DEFAULT_FLAGS); g_signal_connect(app, "activate" , G_CALLBACK(activate), NULL ); int status = g_application_run(G_APPLICATION(app), argc, argv); return status…

Nicole Sperling / New York Times:

Amazon reaches a multiyear licensing deal with Oprah Winfrey to produce twice-a-week video podcasts starting in July, repurpose The Oprah Winfrey Show, and more — The multiyear deal with Ms. Winfrey signifies the tech giant's growing ambitions in video podcasts.

Riley Griffin / Bloomberg:

Meta says it signed a deal with Overview Energy for 1GW of space solar energy; the startup seeks to collect sunlight in satellites, with a demonstration in 2028 — Meta Platforms Inc. is looking to power artificial intelligence data centers with solar energy collected in space …

The Information:

Analysis: as of late 2025, 79 of 500 tracked software companies including HubSpot, Adobe, and Salesforce adopted usage-based AI fees, more than doubling on 2024 — Dozens of enterprise software firms have shifted away from charging customers flat, per-user subscription fees as AI threatens their seat-based pricing model.

Lucas Shaw / Bloomberg:

A look at what's next for Netflix and Comcast's Peacock after the WBD-Paramount deal; Nielsen says Netflix had six of the top 10 original streaming shows in Q1 — The company's streaming service has lost more than $11 billion and can't keep customers form canceling

Financial Times:

Sources: some UK officials fear Keir Starmer's plan for closer EU ties risks the US-UK alliance, and worry the UK may be forced to adopt the EU's AI regulation — Officials are concerned about the damage to the country's technology sector as well as its alliance with the US

Jagmeet Singh / TechCrunch:

Truecaller faces mounting pressure as growth slows in India, its largest market, while telcos, Apple, and Google roll out caller ID and spam-blocking features — Truecaller is one of the world's most widely used caller identification platforms, with more than 500 million users.

Arjun Neil Alim / Financial Times:

Chinese regulators block Meta's $2B acquisition of Manus, after reviewing whether the deal violated Beijing's investment rules; Manus moved to Singapore in 2025 — Regulators had reviewed whether deal violated Beijing's investment rules — China has blocked Meta's $2bn acquisition …

Boaz Sobrado / Forbes:

A profile of Anthony Fujiwara, who industrialized “clipping” for social media video marketing and has contributed to the rise of crypto casinos like Stake — Anthony Fujiwara is the co-founder of Clipping Exe, also known as the creator of clipping, the video marketing phenomenon …

Bloomberg:

A look at Elon Musk's efforts to launch the banking and payments service X Money, delayed by US regulatory concerns, as some industry watchers remain skeptical — More than three years after acquiring Twitter, Elon Musk says he's nearing his long-stated goal of turning it into an …

Neil Hacker / Works in Progress:

A deep dive into how ASML became a chokepoint for making cutting-edge chips by betting on EUV, close collaboration with TSMC and the US government, and more — By betting on extreme ultraviolet lithography long before it worked, ASML became the chokepoint for cutting-edge chips.

Sam Goldfarb / Wall Street Journal:

Analysis of 100 actively traded software company loans since January 20 finds sector-wide price pressure as investors seek defensive moats against AI disruption — Maybe, as a trend piece. But feels pretty boring, and based on fairly limited data. Analysis of 100 publicly traded loans for various categories of software companies.

Bloomberg:

How Sergey Brin's political push against a proposed wealth tax in California has helped mobilize a network of fellow tech leaders to sway state issues — In a treehouse nestled in redwoods north of San Francisco, California Governor Gavin Newsom stood cold and hungry as Sergey Brin …

Zac Bowden / Windows Central:

Sources detail Microsoft's “Windows K2”, an ongoing initiative to address major Windows 11 user complaints about AI features, OS bloat, performance, and more — Microsoft has restructured its Windows team to better position Windows 11 as a strong platform that people should want to use.

@mingchikuo:

Kuo: OpenAI is working with MediaTek and Qualcomm to develop smartphone chips, with Luxshare handling the system co-design; mass production is expected in 2028 — • Latest industry checks: OpenAI is working with MediaTek and Qualcomm to develop smartphone processors …

Reuters:

Sources and executives: the war in the Middle East disrupted crucial PCB raw material supplies; Goldman Sachs says PCB prices surged as much as 40% MoM in April — The conflict in the Middle East has disrupted supplies of crucial raw materials and pushed up prices of the printed circuit boards …

Bloomberg:

Chinese state media: China formalizes gig worker rules for online platforms, calling for standardized contracts, fair pay, and stronger labor protections — China formalized its first comprehensive policy framework for “new employment groups,” including delivery riders and livestreamers …

Yazhou Sun / Bloomberg:

Stuttgart-based Sereact, which develops software for industrial robots to handle tasks they haven't been trained on, raised a $110M Series B led by Headline — Sereact, a German robotics software company, has raised $110 million in fresh funding to develop its artificial intelligence model …

Iris Deng / South China Morning Post:

Filing: Beijing-based GPU maker Moore Threads reports Q1 revenue up 155% YoY to ~$107.89M, and a $4.3M net profit, up from a ~$16.46M net loss in Q1 2025 — Beijing-based GPU maker turns a corner in the first quarter of 2026 after posting a US$16.5 million loss a year earlier

Financial Times:

Sources: Jay Chen, who led Tokyo Electron's China operations, left the company after the chip toolmaker discovered his family invested in Chinese competitors — Veteran executive Jay Chen, who helped build Japanese group's China business, left after links to start-ups surfaced

Debby Wu / Bloomberg:

Taiwan's Intellectual Property and Commercial Court sentences ex-Tokyo Electron engineer Chen Li-ming to 10 years in prison for stealing TSMC's proprietary data — A Taiwanese court sentenced a former Tokyo Electron Ltd. employee to 10 years in prison for stealing Taiwan Semiconductor …

Marcus Schuler / Implicator.ai:

OpenAI publishes a five-principle framework for AGI development, pledging to resist concentrating AI power and to collaborate with companies and governments — OpenAI published a five-principle framework on Sunday for the development of artificial general intelligence.

Reed Albergotti / Semafor:

An interview with Bill Nguyen, a tech entrepreneur who is completely outsourcing parts of his life to an AI assistant in his bid to create a virtual body double — On a recent morning at his Atlanta office, Bill Nguyen tore open a large package and lifted out a high-end desktop computer.

Joseph Howlett / Scientific American:

Amateur solved a 60-year-old Erd&odblacs problem with a single GPT-5.4 Pro prompt; Terence Tao says it's a nice achievement, but its long-term significance is unclear — A ChatGPT AI has proved a conjecture with a method no human had thought of. Experts believe it may have further uses

Meir Orbach / CTech:

Cyera agrees to acquire Ryft, an Israeli startup building automated data access and governance tools for enterprise AI deployment, sources say for $100M-$130M — Ryft, founded in 2024, raised $8 million before the deal and has built tools for automated data access and governance in AI environments.

Open Generative AI — Uncensored Open-Source Alternative to Higgsfield AI, Freepik AI, Krea AI, Openart AIThe free, open-source, unrestricted alternative to Higgsfield AI, Freepik, Krea, Openart AI.

Why Open Generative AI instead of Higgsfield AI, Freepik, Krea AI, Openart AI?

Video models (Wan 2.2, Hunyuan, LTX) and large image models (Flux, Qwen-Image).

The Wan2GP models become available — image models in Image Studio, video models reachable via the same generation API (Image Studio rejects video output explicitly; full Video Studio wiring is on the roadmap).

Model Type Notes Flux.1 Dev Image 1024px, 28 steps Qwen Image Image 1024px, 30 steps Wan 2.2 (T2V / I2V) Video Slow on consumer GPUs…

Feature Description 🐍 Python 3.10+ All Python 2 code removed, modern syntax throughout 🖥 OS-aware menus Linux-only tools hidden automatically on macOS 📦 185+ tools 35 new modern tools added across 6 categories 🔍 Search Type / to search all tools by name, description, or keyword 🏷 Tag filter Type t to filter by 19 tags — osint, web, c2, cloud, mobile... 💡 Recommend Type r — "I want to scan a network" → shows relevant tools ✅ Install status ✔/✘ shown next to every tool — know what's ready ⚡ Install all Option 97 in any category — batch install at once 🔄 Smart update Each tool has Update — auto-detects git pull / pip upgrade / go install 📂 Open folder Jump into any tool's directory for manual …

ArcKit - Enterprise Architecture Governance ToolkitBuild better enterprise architecture through structured governance, vendor procurement, and design review workflows.

GitHub Copilot (VS Code):# Create a new architecture governance project arckit init payment-modernization --ai copilot # Or initialize in current directory arckit init .

--ai copilotOpenCode CLI:# Create a new architecture governance project arckit init payment-modernization --ai opencode # Or initialize in current directory arckit init .

--ai opencodeCodex CLI:# Create a new architecture governance project arckit init payment-modernization --ai codex # Minimal install (skip docs and guides) arckit init payment-modernization …

Currently, we are targeting enterprise customers that want to deploy it on-prem.

Thunderbolt is under active development, currently undergoing a security audit, and preparing for enterprise production readiness.

Development : The development guide will help you get started.

All participants in the Thunderbolt community agree to follow these guidelines and Mozilla's Community Participation Guidelines.

Please do not file public GitHub issues for security vulnerabilities.

2025.09.28: DeepGEMM now supports scoring kernels (weighted ReLU MQA logits) for the lightning indexer for DeepSeek v3.2.

The input shape layout is NT (non-transposed A, transposed B).

And the data format for the scaling factor of SM90 and SM100 is different:SM90 requires scaling factors in FP32 format.

transform_weights_for_mega_moe ( l1_weights , l2_weights ) # Copy inputs into the buffer before each call # You may fuse these into previous kernels buffer .

copy_ ( topk_weights ) # Run the fused mega MoE kernel y = torch .

Claude Code running via NVIDIA NIM, completely freeFeaturesFeature Description Zero Cost 40 req/min free on NVIDIA NIM.

Install Claude CodeInstall uv# Install uv (required to run the project) pip install uvIf uv is already installed, run uv self update to get the latest version.

MODEL is the fallback for unrecognized Claude models.

Examples with native tool-use support: LiquidAI/LFM2-24B-A2B-GGUFunsloth/MiniMax-M2.5-GGUFunsloth/GLM-4.7-Flash-GGUFunsloth/Qwen3.5-35B-A3B-GGUF Browse: model.lmstudio.aillama.cpp models Run models locally using llama-server .

Improve test coverageNot accepting Docker integration PRs for nowgit checkout -b my-feature uv run ruff format && uv run ruff check && uv …

Your entire codebase as Claude's contextClaude Context is an MCP plugin that adds semantic code search to Claude Code and other AI coding agents, giving them deep context from your entire codebase.

🧠 Your Entire Codebase as Context: Claude Context uses semantic search to find all relevant code from millions of lines.

ConfigurationUse the command line interface to add the Claude Context MCP server:claude mcp add claude-context \ -e OPENAI_API_KEY=sk-your-openai-api-key \ -e MILVUS_ADDRESS=your-zilliz-cloud-public-endpoint \ -e MILVUS_TOKEN=your-zilliz-cloud-api-key \ -- npx @zilliz/claude-context-mcp@latestSee the Claude Code MCP documentation for more details about MCP server management.

Yo…

Install: Install context-mode globally: npm install -g context-mode Add the following to ~/.gemini/settings.json .

This single file registers the MCP server and all four hooks: { "mcpServers" : { "context-mode" : { "command" : " context-mode " } }, "hooks" : { "BeforeTool" : [ { "matcher" : " run_shell_command|read_file|read_many_files|grep_search|search_file_content|web_fetch|activate_skill|mcp__plugin_context-mode " , "hooks" : [{ "type" : " command " , "command" : " context-mode hook gemini-cli beforetool " }] } ], "AfterTool" : [ { "matcher" : " " , "hooks" : [{ "type" : " command " , "command" : " context-mode hook gemini-cli aftertool " }] } ], "PreCompress" : [ { "matcher" : " " , "h…

Open AgentsOpen Agents is an open-source reference app for building and running background coding agents on Vercel.

What it isOpen Agents is a three-layer system:Web -> Agent workflow -> Sandbox VMThe web app handles auth, sessions, chat, and streaming UI.

OAuth and integration setupVercel OAuthCreate a Vercel OAuth app and use this callback:https://YOUR_DOMAIN/api/auth/vercel/callbackFor local development, use:http://localhost:3000/api/auth/vercel/callbackThen set:NEXT_PUBLIC_VERCEL_APP_CLIENT_ID = ... VERCEL_APP_CLIENT_SECRET = ...GitHub AppYou do not need a separate GitHub OAuth app.

Then set:NEXT_PUBLIC_GITHUB_CLIENT_ID = ... # GitHub App Client ID GITHUB_CLIENT_SECRET = ... # GitHub Ap…

Polymarket DataA comprehensive data pipeline for fetching, processing, and analyzing Polymarket trading data.

This system collects market information, order-filled events, and processes them into structured trade data.

OverviewThis pipeline performs three main operations:Market Data Collection - Fetches all Polymarket markets with metadata Order Event Scraping - Collects order-filled events from Goldsky subgraph Trade Processing - Transforms raw order events into structured trade dataInstallationThis project uses UV for fast, reliable package management.

Update Markets ( update_markets.py )Fetches all markets from Polymarket API in chronological order.

Process Live Trades ( process_live.py …

DFlash: Block Diffusion for Flash Speculative DecodingPaper | Blog | ModelsDFlash is a lightweight block diffusion model designed for speculative decoding.

We will also open-source the training recipe soon, so you can train your own DFlash draft model to accelerate any LLM.

Backend Install command Transformers uv pip install -e ".

[mlx]"vLLM: DFlash support requires the nightly build:uv pip install -e " .

To share feedback on DFlash or request new model support, please fill out this form: DFlash Feedback.

OpenSRE: Build Your Own AI SRE Agents The open-source framework for AI SRE agents, and the training and evaluation environment they need to improve.

OpenSRE is an open-source framework for AI SRE agents that resolve production incidents, built to run on your own infrastructure.

Distributed failures are slower, noisier, and harder to simulate and evaluate than local code tasks, which is why AI SRE, and AI for production debugging more broadly, remains unsolved.

# create/link Railway Postgres and Redis first, then set DATABASE_URI and REDIS_URI opensre deploy railway --project < project > --service < service > --yesIf the deploy starts but the service never becomes healthy, verify that DATABA…

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A ChatGPT AI has proved a conjecture with a method no human had thought of.

Liam Price just cracked a 60-year-old problem that world-class mathematicians have tried and failed to solve.

Artificial intelligence has recently made headlines for solving a number of “Erdős problems,” conjectures left behind by the prolific mathematician Paul Erdős.

Price wasn’t aware of this history when he entered the problem into ChatGPT on an idle Monday afternoon.

The duo had jump-started the AI-for-Erdős craze late last year by prompting a free version of ChatGPT with open problems chosen at random from the Erdős problems website.

A scientific theory of deep learning is starting to take shape. It explains how neural networks learn and behave using simple, testable ideas. This new theory helps us understand training, performance, and common patterns in deep learning.

CDs completed the study with the post-intervention visit (Visit 4), in which they completed the same measures as for V2 and received sixty euros compensation.

The UPLC was performed using a slightly modified version of the protocol described by Doneanu et al.

Separations were performed using XBridge® BEH HILIC column (2.1 × 100 mm; 2.5 µm particle size; Waters) installed with a precolumn cartridge (Waters).

Statistical analyses were performed using SPSS version 28 (IBM, Armonk, NY, USA) and n R (version 4.2.0) using the Rstudio GUI (version 2022.2.2.485).

All the other statistical analyses were performed using Mixed Models followed by Bonferroni’s post hoc pairwise comparisons at each timep…

It took just a few months of President Donald Trump’s second term for Palantir employees to question their company’s commitments to civil liberties.

Right as they picked up the call, one of them asked, “Are you tracking Palantir’s descent into fascism?”“That was their greeting,” the other former employee says.

For the past 20 years, employees could accept the intense external criticism and awkward conversations with family and friends about working for a company named after J. R. R. Tolkien’s corrupting all-seeing orb.

Palantir is no monolith of belief, nor should we be,” a Palantir spokesperson said in a statement.

“We all pride ourselves on a culture of fierce internal dialogue and even d…

In tests on old mice, knee cartilage that had previously worn down thickened following the introduction of a 15-PGDH inhibitor.

In similar tests on young, injured mice, the inhibitor protected against the typical effects of injury-induced osteoarthritis.

When the researchers induced the equivalent of an anterior cruciate ligament injury in mice and subsequently applied the treatment, osteoarthritis didn't develop as would normally be expected.

In mice and humans with obesity and osteoarthritis, treatment with semaglutide reduced pain and decreased cartilage degeneration.

Besides replacing the joints affected, current treatment options for osteoarthritis are limited to pain management.

Reduce costsUse the most efficient model for each need.

Avoid vendor lock-in and adapt quickly to pricing or performance changes.

Task management service based on the Kanban methodology. Latest version: 0.121.0, last published: a day ago. Start using ooko in your project by running `npm i ooko`. There are no other projects in the npm registry using ooko.

After a random rotation, each new coordinate is therefore approximately Gaussian, which is the property TurboQuant relies on for every input.

You want to store it using $b$ bits per coordinate (total $b\cdot d$ bits), then later recover an approximation $\tilde{\mathbf{x}}$ close to $\mathbf{x}$.

■ kept by ỹ: λ b = 0.637 ■ erased in-bin variance: D b = 0.363 y 1.500 ỹ – (ỹ − y)²instantaneous, averages to D b – λ b = E[ỹ²]/σ²population, what counts – What to notice.

■ TAKEAWAY · NEXT §9 two recipes, one budget TurboQuant-MSE minimises reconstruction error and produces a biased inner-product estimate with a known shrinkage factor.

TurboQuant-prod allocates one of its $b$ bits to a QJL residua…

In 2023, Raytheon’s president stood at the Paris Air Show and described what it took to restart Stinger missile production.

RTX CEO Greg Hayes: ten months of war burned through thirteen years’ worth of Stinger production.

A Million Shells Nobody Could MakeIn March 2023, the EU promised Ukraine one million artillery shells within twelve months.

Every major defense production ramp-up took three to five years for simple systems.

Stinger, Javelin, Fogbank, a million shells nobody could make.

The New York Times Printed the Wrong Crossword Grid Last Sunday, and I Find That Timing SerendipitousThe New York Times PR account, on Twitter/X a week ago:Sunday’s crossword puzzle in the print edition of The New York Times Magazine contains a grid that does not match the clues.

If The New York Times had run the wrong crossword grid on the web or in their app, they would have corrected the error quickly, few people would have encountered it, and fewer still would remember it.

But by printing the wrong grid in the Sunday magazine last week, they made a mistake that some people will never forget (and some will never forgive).

Hardware brain is different from software brain.

Software brain sa…

I don’t like A.I., and I am raising my children not to like it.

I’ve been telling them for years now that chatbots are manipulative and dangerous, that A.I.

At times, I find myself speaking with my kids about A.I.

Somehow, I was not prepared for the creepy neighbor to start hanging around my kids’ schools; somehow, I thought we had until high school.

The Chromebooks, which the students use in every class and for homework, came pre-installed with an all-ages version of Gemini, a suite of A.I.

5 years ago I started a now completely stalled project (fingers crossed I can figure out how to restart soon) to draw all of Hokusai’s 36 views of Mount Fuji as 1-bit pixel art.

Another challenging aspect of this project is to make sure the images are the original Macintosh screen resolution of 512 x 342 pixels.

The idea is to recreate every one of Hokusai’s woodcut prints from the series on an early black and white Macintosh, using contemporary hardware and software.

Please, if you reproduce this or post it anywhere be sure to credit me and link back to this website!

I’ll aim to post more from this project soon.

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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In the meantime, enjoy some clips!

Changelog News!

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

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

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

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

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

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

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

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

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

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

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

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

Changelog News!

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

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

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

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

Changelog News!

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

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

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

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

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

Push-button deployments that scale to thousands of instances.

Check out the speedrun to get started in minutes.

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

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

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

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

Check out the speedrun to get started in minutes.

Changelog News!

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

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

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

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

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

At an unbeatable price.

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

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

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

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

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

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.

UAG Metropolis 4 / 5 Very good pros and cons Pros Tough polycarbonate construction built to last in a wallet or purse.

Simple to use, no third-party app needed Cons High price (but on par with similar tracker cards).

One tag I've been testing recently is the UAG Metropolis by Urban Armor Gear, a company known for its tough smartphone cases.

It's far less likely to wear through the sides of a wallet or purse compared to some other cards I've tested.

The UAG Metropolis is an excellent alternative to Apple AirTags, especially if you're looking for a tracker that fits into your wallet or purse.

However, the cybersecurity professionals who help their enterprises manage these challenges don't feel adequately rewarded -- and most are fed up with the situation.

What's more, the lack of recognition and a general sense of despondency mean almost half (49%) of cybersecurity professionals want to move jobs in the next 12 months, well above the global average (39%) across technology roles.

Taking a proactive approachIn short, the industry is right to be concerned about Mythos, and the ramifications could mean more pressure for cyber professionals.

"The strongest cyber professionals today combine the technical depth of the domain with the business context," he said.

These cyber professional…

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

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

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

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

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

New Hisense TVs look great right out of the box, but you can get more out of your screen by tweaking just a few menu options.

ZDNET's key takeawaysThe Laptop 13 Pro is Framework's latest modular laptop.

The 13 Pro and the MacBook Neo differ, but there is overlap.

Patel actually reviewed the MacBook Neo himself, taking it apart side-by-side with the new Laptop 13 Pro to compare the two laptops' ease of access and repairability.

Also: The case for buying a MacBook Neo right now - especially for studentsI wasn't the only one to make these critiques.

These companies may be traveling on different sides of the road, but Framework's Laptop 13 Pro and the MacBook Neo may have more in common than the Windows PCs that are in their crosshairs.

The Bebird Earsight Plus D39R earwax removal tool is a surprisingly useful inspection camera. Here's how I use it in my tool shed.

Some fear personal data could end up in a mass surveillance system or be used in other unforeseen ways that will ultimately harm or disadvantage you.

Here are five ways you can better manage the amount of personal information ChatGPT has about you, if you're using a consumer account.

Select "I have a consumer ChatGPT account," and then "Do not train on my content."

Select "I have a consumer ChatGPT account," and then "Delete my ChatGPT account."

You can also go to Settings > Account and then click "Delete" under "Delete account.

Sony's headphones are among the best on the market, delivering exceptional sound, noise cancellation, and software features before entering the high-end headphone segment.

Also: How I share audio from my Android phone to multiple earbuds (and why it's a big deal)For the best wireless audio while wearing your Sony headphones, enable the LDAC codec.

In your Android settings, you can adjust bitrates or enable the "Prioritize Sound Quality" feature in Sony Sound Connect to ensure the highest quality.

The Sony Sound Connect app has an "LE Audio Priority" feature that you can enable to always connect your headphones to compatible devices over LC3.

The LC3 codec usually provides higher bitrates on…

Terramaster D1 Portable SSD Enclosure 4 / 5 Very good pros and cons Pros Great "add your own SSD" solution.

As solid-state drives (SSDs) slowly replace traditional hard drives' spinning platters, portable data storage has become far more reliable.

Enter: the Terramaster D1, a portable SSD enclosure that delivers all this -- and at a competitive price.

I've trusted their NAS boxes for years, so when I got the chance to try their new portable enclosure, I didn't hesitate.

ZDNET's buying adviceThe Terramaster D1 is a standout SSD enclosure that combines impressive durability, speed, and portability.

Students can save big on an Apple Music subscription. Here's how to get it.

Solus is close to Zorin OS, but two factors give Zorin OS the edge.

I recently tested Zorin OS 18.1 and dubbed it the best Linux distro - for anyone.

Also: Why Zorin OS 18.1 is simply the best Linux distro - for anyoneWhy make this comparison?

Preinstalled softwareJust like Zorin OS, Solus has everything you need to get started without installing a single piece of software.

Advantage: Zorin OSAesthetics and customizationI'm not going to mince words here: Zorin OS is beautiful out of the box.

Overview Energy's first contract with Meta is a small step toward a future of space-based solar power.

As growth slows, Truecaller is leaning on subscriptions, business services, and new features to sustain momentum beyond India.

Can a book like this actually change anything? Or does the spotlight, as it always seems to, send more students racing to the place?

Amazon's podcasting business seems to have transformed over the past six months.

On the latest episode of Equity, we discuss how Apple has changed since Cook became CEO in 2011, and what challenges incoming CEO John Ternus will be facing.

Welcome back to TechCrunch Mobility — your central hub for news and insights on the future of transportation.

Someone’s offering an unusual deal for a 13-acre property in Mill Valley, just north of South Francisco.

This $129 device uses MagSafe to stick on the back of an iPhone to power transcription across apps

In a recent experiment, Anthropic created a classified marketplace where AI agents represented both buyers and sellers, striking real deals for real goods and real money.

L.D. 307 would have imposed the country’s first statewide moratorium on new data centers — lasting, in this case, until November 1, 2027.

In a letter to the residents of Tumbler Ridge, Canada, OpenAI CEO Sam Altman said he is “deeply sorry” that his company failed to alert law enforcement about the suspect in a recent mass shooting.

"California, Colorado, Minnesota, New York, Connecticut, Oregon and Washington have all passed comprehensive right-to-repair regulations," reports CNBC, "covering everything from consumer electronics and farm equipment to wheelchairs and automobiles." And the consumer movement "continues to gain political momentum" across America... As of this year, advocates are tracking 57 right-to-repair bills across 22 states. In Maine, the state senate just advanced a bill that would bring the right to repair to electronics in the state. Texas's new right-to-repair law kicks in on Sept. 1 and covers phones, laptops, and tablets, but excludes medical and farm equipment, and game consoles.... [U.S.] Sena…

An anonymous reader shared this report from the Associated Pres: Okello Chatrie's cellphone gave him away. Chatrie made off with $195,000 from the bank he robbed in suburban Richmond, Virginia, and eluded the police until they turned to a powerful technological tool that erected a virtual fence and allowed them collect the location history of cellphone users near the crime scene... Now the Supreme Court will decide whether geofence warrants violate the Fourth Amendment's ban on unreasonable searches... Chatrie's appeal is one of two cases being argued Monday... Civil libertarians say that geofences amount to fishing expeditions that subject many innocent people to searches of private record…

Are AI agents already facing Indirect Prompt Injection attacks? Google's Threat Intelligence teams searched for known attacks that would target AI systems browsing the web, using Common Crawl's repository of billions of pages from the public web). We observed a number of websites that attempt to vandalize the machine of anyone using AI assistants. If executed, the commands in this example would try to delete all files on the user's machine. While potentially devastating, we consider this simple injection unlikely to succeed, which makes it similar to those in the other categories: We mostly found individual website authors who seemed to be running experiments or pranks, without replicating …

An anonymous reader shared this report from Bloomberg: More than three years after acquiring Twitter, Elon Musk says he's nearing his long-stated goal of turning it into an "everything app" with a new financial services tool that he pledged to launch for the public this month... Early users testing the service have touted competitive perks, including 3% cash back on eligible purchases and a 6% interest rate on cash savings — the latter of which is roughly 15 times the national average. Musk's new product is also expected to offer free peer-to-peer transfers, a metal Visa debit card personalised with a user's X handle, and an AI concierge built by Musk's xAI startup that tracks spending and …

"I love these machines," writes long-time Slashdot reader Shayde: I was super-active in the Unix-PC Usenet groups back in the 90s... We hacked the hell out of them. They were small, sexy, and... they ran Unix! Unfortunately, they were a commercial failure. There were so many things wrong with them — not just stuff that broke, but the baseline configuration was nigh on worthless. I recently was able to get another machine and got it up and running (with a few hiccups). I whipped up a video showing all the cool things it can do, but also running through what went wrong and why it ultimately failed. The video shows the ancient green-on-black screen of 1984's AT&T Unix PC (with the OS running o…

How will Apple change in September under its new CEO — former hardware chief John Ternus? The blog Geeky Gadgets is already expecting "significant updates to the iPhone over the next three years," as well as streamlined internal engineering (plus durability enhancements and high-capacity batteries). 2026: Foldable display 2027: Bezel-less iPhone 20 (celebrating the iPhone's 20th anniversary) CNET's web sites (which include ZDNET, PCMag, Mashable and Lifehacker) are even hosting a contest "to see which of our readers can make the best Apple predictions for 2026. Answer five questions in any of our three rounds of the contest to be entered to win [$applePrize] in September." But the blog 9to5…

Framework began shipping its new Laptop 13 Pro this week. And the Ubuntu variant is outselling the Windows variant, reports PC World: [I]t's selling quickly by Framework's internal metrics, with six batches of the Intel version of the laptop already sold out. [A later Framework social media post added "Spoke too soon, we're onto Batch 8."] "Also nice validation of our approach, the Ubuntu configurations are outselling the Windows ones!" That's not really surprising, for a few reasons. One, if you're buying a Framework laptop, you have a good reason to order it without an OS, even if you want Windows 11. It's easy to get it free or cheap elsewhere. (Framework says it's not counting the "None…

In March, NASA Administrator Jared Isaacman announced that the moon-orbiting "Lunar Gateway" space station was being "paused" to focus instead of missions to the moon's surface. And Ars Technica agrees that the project was essentially "spending billions of dollars to make it more difficult to reach the lunar surface and faced the prospect of watching Chinese astronauts wander around on the Moon from orbit instead of being there themselves." "But this week, we learned another reason that Gateway is going away, and it's pretty shocking." During testimony before the US House Committee on Science, Space, and Technology, Isaacman faced questions about NASA's budget... He then publicly confirmed …

The Washington Post reports that some teachers are now implementing "brain breaks" in their classrooms to cope with shorter attention spans, "including limiting screen time; cutting the time students spend on one activity; adding more engaging, hands-on projects; and practicing meditation." Some teachers say the efforts are helping, at least a little... To engage students, teachers say they often feel the need to deliver teaching not only in shorter bursts, but also in more entertaining ways. "The new word is 'edutainment,'" said Curtis Finch, superintendent of Deer Valley Unified School District in Arizona. "How can you make your lesson applicable, interactive? Teachers are going to have t…

It's "the curious case of... the Pokémon Go pro who celebrated too hard," reports the gaming news site Aftermath. It all started on the first weekend in April... Firestar73, a competitive Pokémon Go player who placed seventh at last year's world championships, managed to narrowly cinch a game-five finals win at the 2026 Pokémon Orlando Regional Championships after battling his way out of the dreaded losers' bracket. As stress and adrenaline gave way to relief, Firestar73 stood up from his chair, threw off his headphones, raised his arms in a sort of victorious flexing motion, and then fist pumped for good measure. Immediately afterward, he politely shook his opponent's hand... [T]he tournam…

The Conversation published this warning from privacy/tech law/electronic surveillance attorney Anne Toomey McKenna (also an affiliated faculty member at Penn State's Institute for Computational and Data Sciences). The U.S. government "is able to purchase Americans' sensitive data because the information it buys is not subject to the same restrictions as information it collects directly. The federal government is also ramping up its abilities to directly collect data through partnerships with private tech companies. These surveillance tech partnerships are becoming entrenched, domestically and abroad, as advances in AI take surveillance to unprecedented levels... " Congressional funding is s…

An anonymous reader shared this report from the Associated Press: The 1986 Chernobyl disaster fueled global fears about nuclear power and slowed its development in Europe and elsewhere. Four decades later, however, there's a revival around the world, a trend that has been given a big boost by war in the Middle East. Over 400 nuclear reactors are operational in 31 countries, while about 70 more are under construction. Nuclear power accounts for producing about 10% of the world's electricity, equivalent to about a quarter of all sources of low-carbon power. Nuclear reactors have seen steady improvements, adding more safety features and making them cheaper to build and operate. While Chernobyl…

The AI industry is largely failing to ask a key design question, argues theoretical neuroscientist/cognitive scientist Vivienne Ming. Are their AI products building human capacity or consuming it? In the Wall Street Journal Ming shares her experiment about which group performed best at predicting real-world events (compared to forecasters on prediction market Polymarket) — AI, human, or human-AI hybrid teams.

The human groups performed poorly, relying on instinct or whatever information had come across their feeds that morning. The large AI models — ChatGPT and Gemini, in this case — performed considerably better, though still short of the market itself. But when we combined AI with humans,…

Еще новинки самого лучшего в мире менеджера рецептов

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

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

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

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

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

Recipe …

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

I wrote a Sphinx extension to eliminate excessive links:

linklint. It started as a linter to check and modify

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

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

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

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

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

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

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

describing a function …

Рассказываю о новинках самого лучшего в мире менеджера рецептов

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

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

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

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

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

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

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

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

Я шарю скилл несколько раз, самое время кинуть в пост

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

Кидать референсы

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

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

Есть работа с текстом

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

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

Скилл и объяснение от опенаи

Human.json is a new

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

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

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

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

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

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

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

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

structured data to web pages:

tags are a…

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

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

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

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

Starting with pytest’s parametrize first).

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

data parameters.I’ve been working on a project

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

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

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

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

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

Игра, чтобы выучить свой район

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

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

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

I have a new small project: edtext provides text

selection and manipulation functions inspired by the classic ed

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

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

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

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

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

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

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

needed.The old function has 16 arg…

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

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

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

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

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

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

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

testing, and linked to pytest docs and a

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

pytest.raises as a context manager, and have

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

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

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

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

Промт

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

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

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

Тут я просил ш…

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

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

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

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

Согласитья на YOLO (You Only L…

На новогодние праздники вышли два больших апдейта recipe-scaler

Первый апдейт — публичный профиль и коллекции

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

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

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

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

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

Делал большую фичу, попросил ревью у ИИ. Попросил найти важные моменты во всех областях: безопасность, логика, деплой, производительность и прочее, и прочее.

Опус 4.5 (лучшая на сейчас ЛЛМ в мире) написал: Критикал sql-инъекция. Как оказалось: пользователь сам себе после всех входов и разрешений на свой же запрос получит чуть больше своих же результатов. Опус не написал: Конфиг nginx забыли поправить и ничего не будет работать в целом.

Сервис-воркер (фоновый код в браузерном приложении) блокировал работу новой вещи, перехватывая все обращения на себя.

Кеширование oauth-запросов было настроено некорректно.

Часовые пояса неправильные, посему токен не имел шансов подойти.

Некоторые адреса обра…

AI might replace all of the jobs; that's only a problem if you think that humans will care, but if they care, they will create new jobs.

This morning I shared a link to this site, and the recipient said, “it looks

like a file.” I thought they meant the page was all black and white with no

color. No, they were talking about the URL, which ended with “.html”.This site started almost 24 years ago as

a static site: a pile of .html files created on my machine and uploaded to the

server. The URLs naturally had .html extensions. It was common in web sites of

the time.Over the years, the technology has changed. In 2008, it was still a static

site on the host, but produced with

Django running locally. In 2021, it became a

real Django site on the host.Through all these changes, the URLs remained the same—they still had

the old-fashion…

In my last blog post (A testing conundrum), I described

trying to test my Hasher class which hashes nested data. I couldn’t get

Hypothesis to generate usable data for my test. I wanted to assert that two

equal data items would hash equally, but Hypothesis was finding pairs like

[0] and [False]. These are equal but hash differently because the

hash takes the types into account.In the blog post I said,If I had a schema for the data I would be comparing, I could use it to

steer Hypothesis to generate realistic data. But I don’t have that

schema...I don’t want a fixed schema for the data Hasher would accept, but tests to

compare data generated from the same schema. It shouldn’t compare a list o…

In my last blog post (A testing conundrum), I described

trying to test my Hasher class which hashes nested data. I couldn’t get

Hypothesis to generate usable data for my test. I wanted to assert that two

equal data items would hash equally, but Hypothesis was finding pairs like

[0] and [False]. These are equal but hash differently because the

hash takes the types into account.In the blog post I said,If I had a schema for the data I would be comparing, I could use it to

steer Hypothesis to generate realistic data. But I don’t have that

schema...I don’t want a fixed schema for the data Hasher would accept, but tests to

compare data generated from the same schema. It shouldn’t compare a list o…

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

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

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

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

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

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

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

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

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

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QuoIntelligence, a Frankfurt-based provider of Unified Risk Intelligence, today announced the close of a €7.3 million Series A funding round to support go-to-market expansion, product development, and team growth. The round was led by Elevator Ventures, the venture capital arm of Raiffeisen Bank International, and co-led by BMH Beteiligungs- Managementgesellschaft Hessen (BMH), with participation from […]

The post Frankfurt’s QuoIntelligence closes €7.3 million Series A to scale EU-compliant threat intelligence appeared first on EU-Startups.

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The post Weekly funding round-up! All of the European startup funding rounds we tracked this week (Apr. 20 – Apr. 24) appeared first on EU-Startups.

On May 7-8, the EU-Startups Summit 2026 takes place in sunny Malta, bringing together around 2,400 founders, investors, and startup ecosystem leaders for two days of networking, inspiration, and knowledge-sharing. We are excited to announce that Stefania Ditrani Seychell, recently appointed CEO at 1stCRWD Crowdfunding, will be joining the speaker lineup of the EU-Startups Summit […]

The post 1stCRWD CEO Stefania Ditrani Seychell joins the EU-Startups Summit 2026 speaker lineup appeared first on EU-Startups.

U.S. rideshare company Lyft has agreed to acquire British black cab app Gett, resulting in the majority of registered black cab drivers across Greater London becoming available on the Lyft platform – the deal is expected to close in the coming weeks. With the addition of Gett, Lyft will offer a suite of ground transport […]

The post Lyft agrees to acquire black cab app Gett in push for broader London ground transport offering appeared first on EU-Startups.

Foamlab, a Delft-based startup aiming to replace fossil-based plastics with high-performance foams made from bacterial cellulose, has raised €3 million in growth capital to build a pilot plant, scale production, and accelerate the commercial rollout of its biobased foam materials. The round is led by ICOS Capital, with participation from Value Factory Ventures, DOEN Ventures, […]

The post Delft’s Foamlab raises €3 million to replace fossil-based plastics with its bacterial cellulose foams appeared first on EU-Startups.

Cerca Magnetics, a UK-based MedTech startup developing wearable brain imaging systems using quantum sensing technology, has raised €4.3 million (£3.8 million/$4.75 million) in Series A funding at a €34.5 million (£30 million) post-money valuation. The round was led by Guinness Ventures. The company plans to use this funding to expand into clinical healthcare markets, and […]

The post Cerca Magnetics raises €4.3 million to scale wearable brain imaging systems powered by quantum sensing appeared first on EU-Startups.

Sillage, a French go-to-market AI startup helping enterprise sales teams turn buying signals into qualified pipeline, has announced its official launch alongside a €1.7 million ($2 million) pre-Seed round. The round included Kima Ventures, Angel Invest, and Drysdale Ventures, alongside a wider group of angels and investors. With the fresh funding, Sillage aims to continue […]

The post Paris-based Sillage raises €1.7 million to help sales teams follow the right signals appeared first on EU-Startups.

Verda (formerly DataCrunch), a Helsinki-based AI infrastructure company, has raised €100 million ($117 million) in new funding to develop its AI cloud infrastructure and international expansion. The round comprises equity funding led by Lifeline Ventures with participation from byFounders, Tesi, Varma, and other investors, alongside debt financing from a group of Nordic financial institutions. “We’re […]

The post Helsinki-based AI infrastructure company Verda raises €100 million, plans to hire 100+ people by year-end appeared first on EU-Startups.

HrFlow.ai, a Paris-based startup building the data and AI infrastructure for the labour market, has raised $6 million ($7 million) in a pre-Series A round. This financing brings the company’s total capital raised to €8.5 million ($10 million). The round was led by 115K, La Banque Postale’s venture capital fund, and EmergingTech Ventures (EmTech), alongside […]

The post HrFlow.ai secures €6 million pre-Series A to build “Hiring SuperIntelligence” to tackle unemployment appeared first on EU-Startups.

On May 7-8, the EU-Startups Summit 2026 takes place in sunny Malta, bringing together around 2,400 founders, investors, and startup ecosystem leaders for two days of networking, inspiration, and knowledge-sharing. We are excited to announce that Christoph Sollich, also known as “The Pitch Doctor”, will be joining the speaker lineup of the EU-Startups Summit 2026. […]

The post “The Pitch Doctor” Christoph Sollich joins the EU-Startups Summit 2026 in Malta appeared first on EU-Startups.

AI hardware startup Atech has raised a Pre-Seed round with participation from Nordic Makers, Emblem, Lovable, Sequoia Scout Fund (Sequoia), and Andreessen Horowitz Scout Fund (A16z).

Building a hardware prototype has traditionally required years of specialised expertise or significant investment in engineering talent.

Atech is building the missing layers, so creating in the physical world can feel as fast and joyful as writing code."

The rise of Physical AI — intelligent systems that sense, interact with, and act upon the real world –- is accelerating demand for hardware expertise at every level.

Lead image: David Stålmarck (CTO), Tomas Erik Harmer (CEO, and Vladimir Baran (CCO), co-founder…

In the first 30 days of the Iran conflict, the EU paid an additional €14 billion in fossil fuel imports.

The only cheap energy Europe can produce at scale, on its own soil, is clean electricity.

At its core, the proposal sets a clear target: by 2040, 50 per cent of Europe’s economy should run on clean electricity — roughly double today’s level.

Frykman explained that in terms of conventional energy, Europe is clearly behind, partly due to higher energy costs.

The letter warns that Europe’s energy cost disadvantage is undermining its industrial base and its ability to compete in the AI era.

This week, we tracked more than 65 tech funding deals worth over €632 million and over 5 exits, M&A transactions, rumours, and related news stories across Europe.

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🇪🇺 What Happened on the Second Day of the Tech.eu Summit London 2026?

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German AI startup Aleph Alpha is to be acquired by Canadian AI lab Cohere, creating a business that will position itself using its sovereign credentials as an alternative to US AI labs.

Cohere, founded in 2019 and valued at $7bn in 2025, builds AI models focused on the enterprise market.

Germany's Aleph Alpha, founded in 2019, was originally one of the few European LLM (Large Language Models) startups, but has since pivoted from building LLMs to helping businesses and governments use AI.

The deal will see Schwarz Group, which owns supermarket chain Lidl and is a major Aleph Alpha shareholder, invest $600 million into Cohere's upcoming funding round, the companies said, according to Reuters.…

This week, the European Commission and Ukraine’s Ministry of Defence launched a new cooperation initiative focused on investing in innovative and breakthrough technologies.

This includes a €140 million EU guarantee and a further €21 million in EU investment grants.

Together, these instruments are expected to unlock up to €400 million in bank financing to support both capital investment and operating costs.

According to Deputy Minister of Defence of Ukraine for European Integration, Serhiy Boyev:"We are launching systematic cooperation with the European Commission in the field of investing in defence innovations.

Therefore, such support contributes to specific Ukrainian capabilities: stronge…

Helsinki-based AI infrastructure company Verda (formerly DataCrunch ) has raised $117 million in new funding.

Founded in 2020, Verda is building AI cloud infrastructure that allows developers and organisations to access high-performance compute on demand and at scale without the friction of traditional cloud procurement.

According to Ruben Bryon, founder and CEO of Verda:"We're building the next generation of AI cloud infrastructure for pioneering teams across the globe.

"A big part of our success comes from being vertically integrated, handling everything from physical infrastructure to the application layer.

The new funding will be used to accelerate the development of Verda's AI cloud in…

Quillon, an AI platform for technical accounting and financial reporting, today announced the close of $1.5 million in pre-seed funding and its rebrand from Acclara AI.

They may generate unverifiable or incorrect citations and fail to provide a clear connection between conclusions and underlying accounting standards.

Quillon addresses this gap through a platform built on a proprietary knowledge graph of accounting standards, integrated with EDGAR.

The platform initially focuses on technical accounting memos, which inform nearly all financial reporting decisions within public companies.

The company plans to expand into broader financial reporting workflows, including quarterly and annual dis…

Balderton today announces the appointment of Phil Chambers as Partner, where he will focus on early-stage investments.

Chambers joins the firm after a 20+ year career as a founder, operator and angel investor in the European technology ecosystem, including roles in London, Hamburg and Copenhagen.

Alongside his operating career, Chambers has been one of Europe’s most active angel investors, backing more than 100 startups.

At Balderton, Phil will draw from his own experience to support founders as they start and scale their businesses in Europe.

I could not be more excited to welcome Phil to the Balderton partnership.”Phil Chambers added:

Cleantech company TheStorage, which develops industrial thermal energy storage solutions, has closed a €3.6 million seed funding round.

The company is focused on addressing one of the most emissions-intensive and challenging areas to decarbonise: industrial heat production.

Its thermal energy storage technology stores energy in sand, enabling industrial companies to electrify heat processes, integrate renewable energy sources, and optimise energy use based on electricity market prices.

This approach can significantly reduce both energy costs and emissions compared to fossil-based systems.

Interest in thermal energy storage is growing enormously across industry, and our goal is to be the num…

The Xiaomi 17 Ultra gives you a ton of options to play around with images, including preset filters and hardware add-ons.

CERT-EU blamed the cybercrime group TeamPCP for the recent hack on the European Commission, and said the notorious ShinyHunters gang was responsible for leaking the stolen data online.

London’s Air Street Capital has raised a large Fund III with eyes locked on backing early-stage European and North American AI companies.

EU lawmakers found their government-issued devices were blocked from using the baked-in AI tools, amid fears that sensitive information could turn up on the U.S. servers of AI companies.

An alleged ransomware attack has taken down the systems of the Sapienza University of Rome.

The Irish government announced that it wants to pass a law that would grant police more surveillance powers, such as using spyware to fight serious crime, while aiming to protect the privacy rights of its citizens.

Europe's startup market hasn't produced meaningful numbers but there is reason to believe the data will start to change.

Apple is adding renewable power to offset customer charging and support its operations, including third-party manufacturing in China.

Four major European airports in Berlin, Brussels, Dublin, and London continue to have flight delays due to a cyberattack on Collins Aerospace, a provider of check-in systems.

A cyberattack targeting Collins Aerospace, a provider of airport check-in systems, sparked delays and disrupted flights across Europe over the weekend.

Dawn Capital’s latest partner, Shamillah Bankiya, stopped by Equity this week to talk about the European landscape and the biggest misconceptions Americans have about the European startup world.

Europe’s startup scene is having a moment, with European unicorns multiplying and American VCs setting up shop across the pond. But while European funding dominates the early stages, late-stage capital still flows primarily from the U.S. So what does this mean for European founders, and how is the continent carving out its own identity in […]

The companies want to launch the robotaxi services in Germany and the U.K. first, pending regulatory approval.

Europe’s fintech darling Revolut is looking to raise a new funding round that would give it a $65 billion valuation, the Financial Times reports. The UK-based company is reportedly in talks to raise around $1 billion by issuing new shares and selling existing ones. The US-based firm Greenoaks is said to be leading the round, […]