I have deliberately tried not to write too much about AI, because the signal gets swamped by the noise.

Late-cycle investment theory suggests AI is the efficiency breakthrough of the computing and networks era, not the start of a new one.

What a new technology surge looks likeBut it’s worth summarising some of the observations.

First, that at the start of a new technology surge, you don’t know it’s happening.

At the early stage of a surge, investment tends to be patchy and not fully understood—the sector exists but it is not completely legible yet.

This site requires JavaScript to run correctly.

Please turn on JavaScript or unblock scripts

Comments

Today the Servo team has released v0.1.0 of the servo crate.

This is our first crates.io release of the servo crate that allows Servo to be used as a library.

As you can see from the version number, this release is not a 1.0 release.

Nevertheless, the increased version number reflects our growing confidence in Servo’s embedding API and its ability to meet some users’ needs.

For more details on the LTS release, see the respective section in the Servo book.

451: Unavailable due to legal reasonsWe recognize you are attempting to access this website from a country belonging to the European Economic Area (EEA) including the EU which enforces the General Data Protection Regulation (GDPR) and therefore access cannot be granted at this time.

For any issues, contact [email protected] or call (847) 497-5230.

Most modern phones embed a geolocation within the photo's metadata, so we use that information to put the photos on a map.

This had the unfortunate side-effect of allowing the user to upload any file, rather than just photos.

There's a worry that users don't know they're taking photos with geolocation enabled.

Perhaps a pop up saying "This website wants to see the location of your photos.

If anyone has a working way to let Android web-browsers access the full geolocation EXIF metadata of photos uploaded on the web, please drop a comment in the box.

Comments

On of the things that Sweden is known for is its allemansrätten law, which gives people access to the land - what we'd call the "right to roam" in the UK.

I've shared a couple of little views on my weeknotes (here and here) of the Swedish lidar data from Lantmäteriet, both limited to around 200,000 data points.

This year's Great Moose Migration should begin on the 22nd of April, and was in part the inspiration for this work.

To achieve the significant increase in data volume I switched from using Point Cloud Data format and moved to Cloud Optimised Point Cloud.

Just this change alone did most of the work, after that it's been trying to tweak how much data to load when.

Plan, compose, schedule, approve, publish, and monitor content across Facebook, Instagram, LinkedIn, TikTok, YouTube, Pinterest, Threads, Bluesky, Google Business Profile, and Mastodon from a single multi-workspace dashboard.

To update:git pull docker compose -f docker-compose.yml -f docker-compose.prod.yml up -d --build docker compose exec app python manage.py migrateOther PlatformsPlatform Config file Notes Heroku Procfile + app.json Deploy-button ready.

This supports personal, creator, and business Instagram accounts without requiring a linked Facebook Page.

For Docker: docker compose ps should show postgres as "healthy".

In Docker: check docker compose logs worker .

Please contact our support team for more information and provide the details below.

Reference number: 9eb99f208f763a439eb99f208f763a43 IP Address: 23.88.109.523.88.109.5::CLOUDFLARE_ERROR_1000S_BOX::

He didn’t work as a software developer, so he insisted on using the technology he used and understood: QBasic.

The Free Software movement was the driving force behind turning the tide.

It wasn’t thanks to programs or services with free trials – I needed to be able to keep learning after a month has passed.

It wasn’t thanks to free plans – I was already limited by status and knowledge gaps, and further restrictions would only exacerbate the issue.

The difference between $0 and $1 wasn’t “free” vs “cheap”.

Comments

The Economics of Software Teams: Why Most Organizations Are Flying BlindThis post works through the financial logic of software teams, from what a team of eight engineers actually costs per month to what it needs to generate to be economically viable.

The Customer-Facing Team: Multiple Levers, Same MathA customer-facing product team of eight carries the same €87,000 monthly cost.

It emerged from a specific environment that made financial discipline in product teams economically unnecessary.

Product organizations during this period still operated with some residual financial discipline inherited from the dot-com reckoning.

But it does mean that the assumption underlying large engineering org…

Your request has been blocked due to a network policy.

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

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

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

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

Comments

On of the things that Sweden is known for is its allemansrätten law, which gives people access to the land - what we'd call the "right to roam" in the UK.

I've shared a couple of little views on my weeknotes (here and here) of the Swedish lidar data from Lantmäteriet, both limited to around 200,000 data points.

This year's Great Moose Migration should begin on the 22nd of April, and was in part the inspiration for this work.

To achieve the significant increase in data volume I switched from using Point Cloud Data format and moved to Cloud Optimised Point Cloud.

Just this change alone did most of the work, after that it's been trying to tweak how much data to load when.

/digest — Tech Digest for Claude CodeA Claude Code skill that aggregates top developer RSS feeds and produces a structured daily digest — sorted by day, deduplicated, filtered by vote count.

What it doesType /digest in Claude Code and get a structured recap of the best tech articles from the last 3 days — sourced from Hacker News Daily and Lobste.rs.

# Tech Digest -- April 7 to April 13, 2026 > 12 articles from 3 sources over the last 7 days ## Sunday, April 13, 2026 - **The peril of laziness lost** -- `engineering` -- *Lobste.rs* On the hidden costs of over-engineering and how simplicity compounds... ## Saturday, April 12, 2026 - ...

The Python script fetches RSS feeds in parallel, parses …

Using C# reflection to deserialze JSON into a C# objectIn 99% of cases, you'll either be using Newtonsoft.Json or System.Text.Json to work with JSON.

public class Person { public int Id { get ; set ; } public string Name { get ; set ; } public IList DocumentIds { get ; set ; } public bool IsManager { get ; set ; } public Address Address { get ; set ; } } public class Address { public string Street { get ; set ; } public string Number { get ; set ; } public string City { get ; set ; } }With the most simple way to deserializing that JSON looking something like this:using System.Text.Json ; public async Task GetPerson ( int id ) { var http = new HttpClient ( ) ; var json = await http .

A set o…

What are you doing this week?

Feel free to share!

Keep in mind it’s OK to do nothing at all, too.

Comments

Comments

xtrace ./my_app --benchmark # Pipe to a flamegraph xtrace ./my_app | trace-speedscope - # Build → profile → interactive analysis cmake --build .

Profile TRACE= $( xtrace -d 10 ./build/my_app --benchmark ) # 3.

Identify the hotspot trace-analyze.py summary " $TRACE " --top 10 # → "computeHash() at 24% self time" # 4.

Compare trace-analyze.py summary " $TRACE " --json > /tmp/before.json trace-analyze.py summary " $TRACE_AFTER " --json > /tmp/after.json trace-analyze.py diff /tmp/before.json /tmp/after.json # 7.

Visual diff trace-diff-flamegraph.sh " $TRACE " " $TRACE_AFTER " -o diff.svgDrill Into a SpikeTRACE= $( xtrace -d 10 ./my_app ) # See the timeline — where does it spike?

Ashley Capoot / CNBC:

Internal memo: OpenAI Chief Revenue Officer Denise Dresser says the Microsoft deal “limited our ability” to reach clients on Bedrock and touts its Amazon deal — OpenAI's newly appointed revenue chief, Denise Dresser, sent a memo to staffers on Sunday, touting the company's alliance …

Jay Peters / The Verge:

Roblox unveils Kids accounts for ages 5-8 and Select accounts for ages 9-15, with age verification, coming in June; games for both must pass a three-step review — People who don't do an age check can only access family-friendly games. … Roblox is about to make a big change …

Kate Knibbs / Wired:

Originality AI: 23 major news websites and Reddit block the Internet Archive's crawler; journalists and advocacy groups sign a letter supporting the Archive — As major news outlets cut off the Wayback Machine, journalists and advocacy groups are rallying to protect the Internet Archive's vast collection of web pages.

Sean McLain / Wall Street Journal:

Amazon quietly expands Amazon Autos to offer cars from Kia, Mazda, Subaru, Chevrolet, and Jeep, after launching with Hyundai; the service is in 130+ US cities — The e-commerce giant's new-car buying program expands to Jeep, Chevrolet and other brands — Now you can buy a brand-new Corvette on Amazon.com .

Zack Zwiezen / Kotaku:

Rockstar confirms “a limited amount of non-material company information was accessed in connection with a third-party data breach”; ShinyHunters demand a ransom — Well known hacking group ShinyHunters claims to have breached the GTA 6 developers cloud servers — More bad news for Rockstar Games.

Ryan Mac / New York Times:

A verified @elonmusk TikTok account posted its first video, promoting SpaceX and Tesla and hitting 2M+ views; a verified Instagram account is yet to post — A verified account with the @elonmusk handle also recently showed up on Instagram, as the billionaire prepares to take his rocket company SpaceX public.

Kai Nicol-Schwarz / CNBC:

OpenAI plans to open its first permanent London office with a 500+ staff capacity; in February, OpenAI said it would make London its largest non-US research hub — OpenAI has announced it's opening its first permanent London office with a capacity of over 500 team members …

Olga Kharif / Bloomberg:

The Trump family's World Liberty Financial faces an investor revolt; Justin Sun accuses WLFI of building a “backdoor” that could be used to blacklist investors — World Liberty Financial Inc., a Trump family crypto venture, is facing an investor revolt that includes billionaire backer Justin Sun …

Andy Kemp / Gallup:

For the first time, 50% of employed US adults say they use AI at work a few times per year or more; leaders are more likely to see AI's impact as positive — Employees report productivity gains with AI but not fundamental shifts in how work gets done. — For the first time in Gallup's measurement …

Nat Rubio-Licht / The Deep View:

A profile of the Biological Computing Company, which uses living neurons to build AI chips and algorithms, and emerged from stealth in February with a $25M seed — Tucked into an unassuming office building in San Francisco, one startup is betting on an unconventional way of alleviating the AI energy crisis: living human cells.

Elizabeth Bratton / Financial Times:

Law firms say lawyers are spending more time responding to swaths of AI-generated client documents, potentially leading firms to raise fixed-fee contract prices — Firms may raise prices for fixed-fee contracts if clients keep sending flurries of emails and letters

Natsuki Yamamoto / Nikkei Asia:

Sources: SoftBank, Sony, Honda, and six other Japanese companies launch a new AI company to develop a 1T-parameter foundation model for “physical AI” by 2030 — TOKYO — SoftBank has established a company to develop artificial intelligence in Japan, with NEC and Honda Motor among eight peers …

Financial Times:

Sources: Meta is building photorealistic, AI-powered 3D characters; Zuckerberg helped train and test an AI version of himself that offers feedback to employees — Meta is building an artificial intelligence version of Mark Zuckerberg that can engage with employees in his stead …

Ellen Thomas / Business Insider:

Analysis: US state lawmakers introduced 12 data center moratorium bills in 2026, 11 stalled or voted out, with a Maine bill set for a final vote on April 15 — Follow Ellen Thomas … - Maine is set to pass a bill pausing new data centers until late 2027.

Wall Street Journal:

Ornn Compute Price Index: Nvidia Blackwell GPU hourly rent hit $4.08, up 48% from $2.75 two months ago, driven by agentic AI demand — AI companies are rationing offerings and products, rankling users—a warning sign for a boom that depends on rapid adoption

Bloomberg:

Shenzhen-listed server PCB maker Victory Giant plans an April 21 Hong Kong listing, aiming to raise as much as $2.2B; the company was valued at $37B on April 10 — Victory Giant Technology Huizhou Co. began taking investor orders for a listing in Hong Kong that may raise as much as HK$17.5 billion …

Suzanne Vranica / Wall Street Journal:

Sources: the US FTC is in settlement talks with ad companies to end an antitrust probe into their alleged coordinated boycotts against sites like Elon Musk's X — The government began an inquiry last year into whether ad firms were funneling client dollars away from certain media platforms

Maggie Eastland / Bloomberg:

Sources: the US' AI chip export push risks being undermined by licensing bottlenecks, staff attrition, and unclear policy at the Bureau of Industry and Security — President Donald Trump's goal of significantly boosting global sales of American AI chips risks being undermined by licensing bottlenecks …

Tristan Anthony / Business Insider:

Anthropic debuts Claude for Word in beta, which adds AI editing tools and clickable citations, targeting document-heavy workflows, for Team and Enterprise users — - Anthropic launched a beta version of Claude for Word. — It follows February's release of Claude add-ins for Excel and PowerPoint.

Jonah Owen Lamb / The San Francisco Standard:

Police report: Sam Altman's home appears to have been targeted in a second attack after a gun appeared to have been fired at his home from a car early Sunday — OpenAI CEO Sam Altman's home appears to have been the target of a second attack Sunday morning, a mere two days …

New York Times:

A look at the escalating global AI arms race, as the US, China, Russia, and others rush to build AI-backed autonomous weapons and defense systems — China, the U.S., Russia and others have ramped up their contest over artificial-intelligence-backed weapons and military systems.

Zvi Mowshowitz / Don't Worry About the Vase:

A deep dive into the debate about Claude Mythos Preview, the model's capabilities, attempts to refute Anthropic's claims, and what it means for the future of AI — Anthropic is not going to release its new most capable model, Claude Mythos, to the public any time soon.

Bloomberg:

As weather betting grows on prediction markets, climate experts are debating whether it improves forecasts by aggregating knowledge or is simply a zero-sum game — From Kalshi and Polymarket to niche scientific platforms, traders are predicting the weather — and climate experts are debating the results.

This project has moved from block/goose to the Agentic AI Foundation (AAIF) at the Linux Foundation.

goose your native open source AI agent — desktop app, CLI, and API — for code, workflows, and everything in betweengoose is a general-purpose AI agent that runs on your machine.

A native desktop app for macOS, Linux, and Windows.

goose is part of the Agentic AI Foundation (AAIF) at the Linux Foundation.

a little goose humor 🪿Why did the developer choose goose as their AI agent?

Turn coding agents into real teammates — assign tasks, track progress, compound skills.

Agents as Teammates — assign to an agent like you'd assign to a colleague.

CLIThe multica CLI connects your local machine to Multica — authenticate, manage workspaces, and run the agent daemon.

Log in and start the daemonmultica login # Authenticate with your Multica account multica daemon start # Start the local agent runtimeThe daemon runs in the background and keeps your machine connected to Multica.

Assign your first taskCreate an issue from the board (or via multica issue create ), then assign it to your new agent.

Karpathy-Inspired Claude Code GuidelinesA single CLAUDE.md file to improve Claude Code behavior, derived from Andrej Karpathy's observations on LLM coding pitfalls.

They don't manage their confusion, don't seek clarifications, don't surface inconsistencies, don't present tradeoffs, don't push back when they should."

"They really like to overcomplicate code and APIs, bloat abstractions, don't clean up dead code... implement a bloated construction over 1000 lines when 100 would do."

"They still sometimes change/remove comments and code they don't sufficiently understand as side effects, even if orthogonal to the task."

InstallOption A: Claude Code Plugin (recommended)From within Claude Code, …

PersonaPlex ArchitectureUsagePrerequisitesInstall the Opus audio codec development library:# Ubuntu/Debian sudo apt install libopus-dev # Fedora/RHEL sudo dnf install opus-develInstallationDownload this repository and install with:pip install moshi/.

You enjoy having a good conversation.

You enjoy having a good conversation.

You enjoy having a good conversation.

As an inspiration we feature the following astronaut prompt in the WebUI:You enjoy having a good conversation.

Agent-Native CLI — Every capability, knowledge base, session, and TutorBot is one command away.

Install dependenciesgit clone https://github.com/HKUDS/DeepTutor.git cd DeepTutor conda create -n deeptutor python=3.11 && conda activate deeptutor pip install -e " .

[cli] " deeptutor chat # Interactive REPL deeptutor run chat " Explain Fourier transform " # One-shot capability deeptutor run deep_solve " Solve x^2 = 4 " # Multi-agent problem solving deeptutor kb create my-kb --doc textbook.pdf # Build a knowledge baseSee DeepTutor CLI for the full feature guide and command reference.

📖 Explore DeepTutor💬 Chat — Unified Intelligent WorkspaceFive distinct modes coexist in a single workspace, bound…

This is the complete source code and the build instructions for the official Telegram messenger desktop client, based on the Telegram API and the MTProto secure protocol.

The source code is published under GPLv3 with OpenSSL exception, the license is available here.

Supported systemsThe latest version is available forOld system versionsVersion 4.9.9 was the last that supports older systemsVersion 2.4.4 was the last that supports older systemsVersion 1.8.15 was the last that supports older systems

Alternatively, you can configure providers beforehand:# Configure your provider credentials interactively forge provider login # Then start Forge forgeThat's it!

Forge will analyze the error, suggest potential causes based on your code, and propose different solutions to fix the issue.

Forge is designed for developers who want to enhance their workflow with AI assistance while maintaining full control over their development environment.

Please use forge provider login instead.

Max Requests Per Turn Limit the maximum number of requests an agent can make in a single conversation turn.

🔗 Product Website🔥 What's New: Gemma 4 support with LiteRT-LMDeploy Gemma 4 across a broad range of hardware with stellar performance (blog).

📚 Broad Model Support: Gemma, Llama, Phi-4, Qwen, and more.

⚡ Quick Try (No Code)Try LiteRT-LM immediately from your terminal without writing a single line of code using uv :uv tool install litert-lm litert-lm run \ --from-huggingface-repo=google/gemma-3n-E2B-it-litert-lm \ gemma-3n-E2B-it-int4 \ --prompt= " What is the capital of France? "

v0.8.0 : Desktop GPU support and Multi-Modality.

: Desktop GPU support and Multi-Modality.

The nvim-treesitter plugin providesfunctions for installing, updating, and removing tree-sitter parsers; a collection of queries for enabling tree-sitter features built into Neovim for these languages; a staging ground for treesitter-based features considered for upstreaming to Neovim.

InstallationYou can install nvim-treesitter with your favorite package manager (or using the native package feature of vim, see :h packages ).

This plugin is only guaranteed to work with specific versions of language parsers** (as specified in the parser.lua table).

When upgrading the plugin, you must make sure that all installed parsers are updated to the latest version via :TSUpdate .

setup { -- Directory t…

Google AI Edge Gallery ✨Explore, Experience, and Evaluate the Future of On-Device Generative AI with Google AI Edge.

AI Edge Gallery is the premier destination for running the world's most powerful open-source Large Language Models (LLMs) on your mobile device.

As the centerpiece of this release, Gemma 4 allows you to test the cutting edge of on-device AI.

Install the app today from Google Play Install the app today from App StoreFor users without Google Play access, install the apk from the latest releaseApp Preview✨ Core FeaturesAgent Skills : Transform your LLM from a conversationalist into a proactive assistant.

Download the App: Install the app from Google Play or App Store.

import supervision as sv from PIL import Image from rfdetr import RFDETRSmall image = Image .

open (...) model = RFDETRSmall () detections = model .

import supervision as sv from PIL import Image from inference import get_model image = Image .

import cv2 import supervision as sv image = cv2 .

copy (), detections = detections )supervision-0.16.0-annotators.mp4datasetsSupervision provides a set of utils that allow you to load, split, merge, and save datasets in one of the supported formats.

Hunt down social media accounts by username across 400+ social networksInstallation • Usage • ContributingInstallationWarning Packages for ParrotOS and Ubuntu 24.04, maintained by a third party, appear to be broken.

$ sherlock --help usage: sherlock [-h] [--version] [--verbose] [--folderoutput FOLDEROUTPUT] [--output OUTPUT] [--tor] [--unique-tor] [--csv] [--xlsx] [--site SITE_NAME] [--proxy PROXY_URL] [--json JSON_FILE] [--timeout TIMEOUT] [--print-all] [--print-found] [--no-color] [--browse] [--local] [--nsfw] USERNAMES [USERNAMES ...] Sherlock: Find Usernames Across Social Networks (Version 0.14.3) positional arguments: USERNAMES One or more usernames to check with social networks.

--fol…

You can even create custom fields with your own AI prompts to extract any specific information you need.

With built-in filtering, multi-project support, import/export capabilities, and custom categories, TaxHacker simplifies reporting and makes tax filing a bit easier.

TaxHacker works with a wide variety of documents, including store receipts, restaurant bills, invoices, bank statements, letters, even handwritten receipts.

TaxHacker automatically detects currencies in your documents and converts them to your base currency using historical exchange rates.

Write custom AI prompts for fields, categories, and projects, or modify the built-in ones to match your specific needs.

Onyx enables LLMs through advanced capabilities like RAG, web search, code execution, file creation, deep research and more.

🤖 Custom Agents: Build AI Agents with unique instructions, knowledge, and actions.

Build AI Agents with unique instructions, knowledge, and actions.

🌍 Web Search: Browse the web to get up to date information.

💻 Custom code: Run custom code to remove PII, reject sensitive queries, or to run custom analysis.

submitted by /u/AdSpecialist6598 [link] [comments]

submitted by /u/rohanad1986 [link] [comments]

submitted by /u/sr_local [link] [comments]

submitted by /u/AnonymousTimewaster [link] [comments]

submitted by /u/Abject-Pick-6472 [link] [comments]

submitted by /u/Wagamaga [link] [comments]

submitted by /u/QuagGer197 [link] [comments]

submitted by /u/ControlCAD [link] [comments]

submitted by /u/thinkB4WeSpeak [link] [comments]

Laziness drives us to make the system as simple as possible (but no simpler!

That is, our laziness serves to make software easier to write, and systems easier to compose — to allow more people to write more of it.

Pejoratively, this was the rise of the brogrammer, with the virtue of ironic laziness and hammock-driven development displaced by hustle porn about crushing code.

If laziness is a virtue of a programmer, thinking about software this way is clearly a vice.

The problem is that LLMs inherently lack the virtue of laziness.

TLDR: A complete guide to juggling, from zero to siteswap notation, by someone who juggles in nightclubs. …

I believe to have found the best solution to instant space switching!

Install the yabai tiling window manager and use its instant space switcher.

Use a third-party virtual space manager facade, hiding and showing windows as needed when switching spaces.

Enable “Move Right Space (Without Animation)” and “Move Left Space (Without Animation)”.

It is a simple menu bar application that achieves instant space switching while offering none of the aforementioned drawbacks.

The lessons from Gaza reinforce that underground systems can also preserve forces and enable maneuver.

We need to rethink the nature of force protection as well as military and civilian infrastructure protection.

Air Defense SystemsFor decades the U.S. has built air defense systems designed for shooting down aircraft and missiles.

Instead, their plan – the Agile Combat Employment (ACE) program – was to disperse small teams to remote austere locations (with minimal air defense systems) in time of war.

The Air Force doctrine barely addresses physical hardening at all, having spent 30 years assuming air superiority would substitute for it.

Keeping a Postgres queue healthyBy Simeon Griggs | April 10, 2026A healthy digestive system is one that efficiently eliminates waste.

The "just use Postgres" meme lends credence to the notion that every workload belongs in a Postgres database.

Your application may use a job queue to track asynchronous actions like sending an email, creating an invoice, or generating a report.

This means in our job queue a row in a Postgres database targeted by a DELETE operation is not immediately removed.

Dead tuples are cleaned up by a "vacuum" operation, which can be performed manually or occurs regularly in a healthy Postgres database.

Both camps avoid the actual question: how fast is aggregate AI demand growing, what will power it, and what will it enable?

Feeling guilty over a 0.3 Wh query is about as useful as holding your breath to fight climate change.

Someone who quits ChatGPT to "help the planet" while still eating beef and driving a combustion car is doing climate theater, not climate action.

And unlike streaming, where humans have finite viewing hours, AI demand has no obvious ceiling because agents can generate queries continuously.

"AI will save the climate" is as lazy as "AI will destroy it."

The United States is being murdered, and it’s an inside job.

Every department, every branch, every bureau and function of the federal government is being fatally corrupted or altogether dismantled or disabled.

Hegseth has reportedly stood in the way of promotions for more than a dozen Black and female officers.

The Iran war is creating a fertilizer crisis in Europe, Africa and Asia that may also result in widespread famine.

But not to return to the way things were.

Typographic gold in this collection of thirty 1950s Milwaukee bus tickets.

The print textures & surprisingly wild palettes did not get unnoticed either.

These have been kindly sent by Transit Tickets, a growing Instagram archive of transport tickets from around the world.

A must follow.

Most people set up a Zettelkasten Obsidian system, but abandon it by month three.

This matches the core mechanic of Zettelkasten: ideas reference other ideas, and those relationships are visible from either side.

Zettelkasten in Obsidian: What to take with youA Zettelkasten Obsidian system works when you keep it simple and consistent.

They’re not part of Niklas Luhmann’s original method, but they’re a practical framework for applying the Zettelkasten method to Obsidian workflows today.

They’re not part of Niklas Luhmann’s original method, but they’re a practical framework for applying the Zettelkasten method to Obsidian workflows today.

It turns out there’s only 84 thousand Firefox extensions.

log ( `PAGE ${ page ++ }: ${ data .

log ( `PAGE ${ page ++ }: ${ data .

Biggest extensionsThe biggest Firefox extension is dmitlichess at 196.3 MB, which contains 2000+ audio files.

Because I scraped every Firefox extension twice, I can see what got removed in between the runs.

And when I talk about “ LLM coding”, I mean use of an LLM to generate code in some programming language.

Many people are currently promoting LLMs as a revolutionary step forward for software development, but are doing so based almost exclusively on claims about LLMs’ ability to generate code at high speed.

And initially it certainly seems like it’s declaring the effects of LLMs are settled, in favor of the LLMs.

So even if I were an advocate of LLM coding, I’d be very wary of pushing it to non-programmers.

Correspondingly, I think there is not a huge downside, right now, to slow or delayed adoption of LLM coding.

Total cost: ~$29 ($20 in CPU VMs, $9 in API calls) over ~3 hours with 4 VMs.

In our previous post, we scaled that to 16 GPUs and watched the agent run ~910 experiments in 8 hours, driving val_bpb down 2.87%.

in the domain knowledge a senior engineer would bring), an agent working from code alone will generate shallow hypotheses.

The original autoresearch loop is: edit code -> run experiment -> check metric -> keep or discard.

What this means for coding agents#The standard autoresearch loop (brainstorm from code, run experiments, check metrics) works when the optimization surface is visible in the source.

The Garage collection is the origin story you can feel.

Before Apple was a company, it was a small team with a bold idea: make computing personal, friendly, and accessible.

In this space, you see the mindset that shaped everything that followed, obsessive simplicity, fast iteration, and a belief that “good enough” is never good enough.

The garage is not a myth here.

It is a blueprint for how Apple turned curiosity into products that changed how people work, learn, and create.

Changelog News!

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

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

Server ErrorOops!

Looks like the server had a hiccup.

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

In the meantime, enjoy some clips!

Changelog News!

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

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

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

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

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

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

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

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

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

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

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

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

Changelog News!

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

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

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

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

Changelog News!

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

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

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

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

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

Push-button deployments that scale to thousands of instances.

Check out the speedrun to get started in minutes.

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

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

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

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

Check out the speedrun to get started in minutes.

Changelog News!

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

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

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

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

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

At an unbeatable price.

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

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

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

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

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

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.

At an unbeatable price.

Squarespace – A website makes it real!

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

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.

Is your inbox overflowing with ads, newsletters, and social media updates? This one feature that's built into most email solutions will fix that for you.

Walmart's next streaming device might be exactly what Chromecast fans have been longing for. Here's what's expected.

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.

Tackle small home repairs, DIY projects, and crafts with the Fanttik S1 Pro electric screwdriver.

Prep your lawn and garden with this Ryobi string trimmer and leaf blower bundle, plus choose an extra tool for absolutely free.

But Jabra wants to challenge that stereotype with the Evolve3 75.

The Evolve3 75 headset is also very portable.

Business featuresKyle Kucharski/ZDNETDespite their hybrid appeal, these cans ultimately are business headphones designed for the office first.

If you want a more affordable business headset, check out the Logitech Zone Wireless 2 ES.

Why the Jabra Evolve3 75 gets an Editor's Choice awardWe awarded the Evolve3 75 headset an Editors' Choice award for its successful execution of a hybrid business headset that works well outside the office.

Many backup systems keep essentials online, but the EcoFlow Delta Pro Ulta X can run your house like normal without interruption.

Users aged five to nine will be assigned to a "Roblox Kids" account, and users aged nine to 15 to will be put in a "Roblox Select" account.

Kepler Communications is flying 40 GPUs in Earth orbit. And its latest customer is Sophia Space.

The report is particularly surprising since the Department of Defense recently declared Anthropic a supply-chain risk.

These glasses are a step back from an ambitious plan that once called for Apple to launch a variety of mixed and augmented reality devices.

X is cutting back on payments to accounts that are “flooding the timeline” with clickbait and rapid-fire news aggregation, according to its head of product Nikita Bier

Welcome back to TechCrunch Mobility, your hub for the future of transportation and now, more than ever, how AI is playing a part.

The rise of AI has brought an avalanche of new terms and slang. Here is a glossary with definitions of some of the most important words and phrases you might encounter.

Anthropic was the star of the show at San Francisco's AI-centric conference.

Slate auto burst onto the scene in April 2025. Here is a timeline that covers its origins, backers, product, and other new details.

Flipkart's ongoing expansion beyond major cities and heavy discounting is raising risks for India's quick commerce startups, analysts say.

The Commodity Futures Trading Commission announced Friday that it has won a temporary restraining order preventing Arizona from pursuing its criminal case against Kalshi.

Is this a smart way to build buzz, or just an odd attempt to recreate Quibi?

Anthropic recently "hosted about 15 Christian leaders from Catholic and Protestant churches, academia, and the business world" for a two-day summit , reports the Washington Post: Anthropic staff sought advice on how to steer Claude's moral and spiritual development as the chatbot reacts to complex and unpredictable ethical queries, participants said. The wide-ranging discussions also covered how the chatbot should respond to users who are grieving loved ones and whether Claude could be considered a "child of God." "They're growing something that they don't fully know what it's going to turn out as," said Brendan McGuire, a Catholic priest based in Silicon Valley who has written about faith …

"Early Sunday morning, a car stopped and appears to have fired a gun at the Russian Hill home of OpenAI's CEO," reportsThe San Francisco Standard, citing reports from the local police department: The San Francisco Police Department announced the arrest of two suspects, Amanda Tom, 25, and Muhamad Tarik Hussein, 23, who were booked for negligent discharge... [The person in the passenger seat] put their hand out the window and appeared to fire a round on the Lombard side of the property, according to a police report on the incident, which cited surveillance footage and the compound's security personnel, who reported hearing a gunshot. The car then fled, and a camera captured its license plate…

"Robotic bird decoys are being deployed at Grand Teton National Park," reports Interesting Engineering, "to influence the behavior of real sage grouse and help restore a declining population.". Robotics mentor Gary Duquette describes the machines as "kind of a Frankenbird." (SFGate shows one of the robot birds charging up with a solar panel... "Recorded breeding calls are played at the scene, with clucking and cooing beginning at 5 a.m. each day.") Duquette builds the birds with a team of high school students, telling WyoFile that at school they "don't really get to experience real-world problems" where failures lurk. So while their robot birds may cost $150 in parts, the practical experien…

"Rust's rise shows signs of slowing," argues the CEO of TIOBE. Back in 2020 Rust first entered the top 20 of his "TIOBE Index," which ranks programming language popularity using search engine results. Rust "was widely expected to break into the top 10," he remembers today. But it never happened, and "That was nearly six years ago...." Since then, Rust has steadily improved its ranking, even reaching its highest position ever (#13) at the beginning of this year. However, just three months later, it has dropped back to position #16. This suggests that Rust's adoption rate may be plateauing. One possible explanation is that, despite its ability to produce highly efficient and safe code, Rust r…

A new powerful chipset has arrived to take on x86 CPUs and Apple's M5, writes Wccftech. The blog Windows Central writes that "Qualcomm's Snapdragon X2 processors are here" — and they run Windows: Microsoft has done a massive amount of work to improve compatibility and has also convinced developers to embrace Windows 11 on Arm. Users of Windows 11 on Arm PCs spend 90% of their time on Arm-based apps that run natively. Additionally, apps that do not run natively can often run through Prism emulation, which has improved dramatically since launch... [A]pp compatibility issues are overblown by many, and unfortunately those sharing false information are the same folks people rely on to make purch…

The Super Mario Galaxy Movie "is officially the year's highest-grossing film to date with $629 million at the global box office," reports Variety — and it will likely earn over $1 billion. Project Hail Mary now becomes the year's second highest-grossing movie, with four-week ticket sales over $510, notes The Hollywood Reporter: The two films have helped propel year-to-date revenue to $2.113 billion — the best showing for the first part of the year since before the pandemic in 2019 ($2.619 billion), according to Comscore. And revenue is running 25% ahead of the same corridor last year. Some context from ScreenRant: Even though The Super Mario Galaxy Movie reviews were largely negative, earni…

"RGB LED TVs have been the talk of the TV world this year," argues The Verge, with models coming from all the manufacturers."

And the first one of 2026 is here — the UR9 from China's Hisense — "the first look at the viability of the new backlight technology outside of demo rooms." They call it "a step above the traditional mini-LED TVs of years past." and "a great first shot against OLED's bow."

HDR is colorful and accurate, it has great brightness, and it is capable of showing colors beyond the P3 color space for movies and TV shows that have wider color. But at $3,500, the 65-inch model I reviewed is priced comparably to high-end OLEDs from LG and Samsung, which is tough competition... On…

Mississippi has one warehouse — run by a contractor — that sells all the liquor for the entire state of 2.9 million people. "If a restaurant or store anywhere in Mississippi wanted a bottle of Jim Beam, they had to order it from the wholesale warehouse," reports the Washington Post. But then Mississippi's warehouse-managing contractor implemented a new computer system that wasn't compatible with the state's delivery system (like they'd promised it would be back in 2023). And then things got even worse... "The problem, business owners allege, is that the company tore out the conveyor belts but didn't hire humans to replace them." In February a state Revenue Department commissioner told lawma…

Bloomberg describes him as a "former Harvard Medical School professor whose research has focused on the intersection of AI and neuroscience." "For the past 20 years, I studied how the human brain stores and retrieves memories," Kreiman writes on LinkedIn. And now "My co-founder Spandan Madan and I built a new algorithm to endow humans with perfect and infinite memory." Engramme connects to your **memorome**, i.e., entire digital life. Large Memory Models work in the same way that your brain encodes and retrieves information. Then memories are recalled automatically — no searching, no prompting, no hallucinations. [The startup's web site promises "omniscient AI to augment human cognition."] …

Bloomberg describes him as a "former Harvard Medical School professor whose research has focused on the intersection of AI and neuroscience." "For the past 20 years, I studied how the human brain stores and retrieves memories," Kreiman writes on LinkedIn. And now "My co-founder Spandan Madan and I built a new algorithm to endow humans with perfect and infinite memory." Engramme connects to your **memorome**, i.e., entire digital life. Large Memory Models work in the same way that your brain encodes and retrieves information. Then memories are recalled automatically — no searching, no prompting, no hallucinations. [The startup's web site promises "omniscient AI to augment human cognition."] …

The biotech industry's engineered cells could become an $8 trillion market by 2035, notes Phys.org. But how do you keep them from being stolen? Their article notes "an uptick in the theft and smuggling of high-value biological materials, including specially engineered cells." In Science Advances, a team of U.S. researchers present a new approach to genetically securing precious biological material. They created a genetic combination lock in which the locking or encryption process scrambled the DNA of a cell so that its important instructions were non-functional and couldn't be easily read or used. The unlocking, or decryption, process involves adding a series of chemicals in a precise order…

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…

The most popular and most important posts on Stratechery in 2025.

Update: I found a solution which I describe in

Generating data shapes with Hypothesis.In coverage.py, I have a class for computing the fingerprint of a data

structure. It’s used to avoid doing duplicate work when re-processing the same

data won’t add to the outcome. It’s designed to work for nested data, and to

canonicalize things like set ordering. The slightly simplified code looks like

this:class Hasher: """Hashes Python data for fingerprinting.""" def __init__(self) -> None: self.hash = hashlib.new("sha3_256") def update(self, v: Any) -> None: """Add `v` to the hash, recursively if needed.""" self.hash.update(str(type(v)).encode("utf-8")) match v: case None: pass case str(): self.hash.u…

In coverage.py, I have a class for computing the fingerprint of a data

structure. It’s used to avoid doing duplicate work when re-processing the same

data won’t add to the outcome. It’s designed to work for nested data, and to

canonicalize things like set ordering. The slightly simplified code looks like

this:class Hasher: """Hashes Python data for fingerprinting.""" def __init__(self) -> None: self.hash = hashlib.new("sha3_256") def update(self, v: Any) -> None: """Add `v` to the hash, recursively if needed.""" self.hash.update(str(type(v)).encode("utf-8")) match v: case None: pass case str(): self.hash.update(v.encode("utf-8")) case bytes(): self.hash.update(v) case int() | float(): self.…

2024, 2023, 2022, 2021, 2020, 2019, 2018, 2017, 2016, 2015, 2014, 2013, 2012, 2011, 2010, 2009, 2008 Нет, Дядя Вострек, не умеешь ты хайпить. Надо было больше пиздеть и меньше делать, а ты наоборот начал — много делаешь и мало пиздишь. А это прямой путь к выгоранию и забвению одновременно...

Необычный год вышел, мда. Я потерял работу и так и не смог найти новую ? или не смог найти сил опять танцевать бинарные деревья на интервью? . Навайбкодил несколько проектов, на некоторые из которых потр…

Thank you for using RSS.app You are being redirected to the article now Opening article in 0 0 : 0 8The #1 Source of RSS FeedsConnect with Information You Care About Get RSS Feed From Almost Any Website

Thank you for using RSS.app You are being redirected to the article now Opening article in 0 0 : 0 8The #1 Source of RSS FeedsConnect with Information You Care About Get RSS Feed From Almost Any Website

Thank you for using RSS.app You are being redirected to the article now Opening article in 0 0 : 0 8The #1 Source of RSS FeedsConnect with Information You Care About Get RSS Feed From Almost Any Website

Thank you for using RSS.app You are being redirected to the article now Opening article in 0 0 : 0 8The #1 Source of RSS FeedsConnect with Information You Care About Get RSS Feed From Almost Any Website

Thank you for using RSS.app You are being redirected to the article now Opening article in 0 0 : 0 8The #1 Source of RSS FeedsConnect with Information You Care About Get RSS Feed From Almost Any Website

Thank you for using RSS.app You are being redirected to the article now Opening article in 0 0 : 0 8The #1 Source of RSS FeedsConnect with Information You Care About Get RSS Feed From Almost Any Website

Thank you for using RSS.app You are being redirected to the article now Opening article in 0 0 : 0 8The #1 Source of RSS FeedsConnect with Information You Care About Get RSS Feed From Almost Any Website

Thank you for using RSS.app You are being redirected to the article now Opening article in 0 0 : 0 8The #1 Source of RSS FeedsConnect with Information You Care About Get RSS Feed From Almost Any Website

Thank you for using RSS.app You are being redirected to the article now Opening article in 0 0 : 0 8The #1 Source of RSS FeedsConnect with Information You Care About Get RSS Feed From Almost Any Website

Thank you for using RSS.app You are being redirected to the article now Opening article in 0 0 : 0 8The #1 Source of RSS FeedsConnect with Information You Care About Get RSS Feed From Almost Any Website

Thank you for using RSS.app You are being redirected to the article now Opening article in 0 0 : 0 8The #1 Source of RSS FeedsConnect with Information You Care About Get RSS Feed From Almost Any Website

Thank you for using RSS.app You are being redirected to the article now Opening article in 0 0 : 0 8The #1 Source of RSS FeedsConnect with Information You Care About Get RSS Feed From Almost Any Website

Thank you for using RSS.app You are being redirected to the article now Opening article in 0 0 : 0 8The #1 Source of RSS FeedsConnect with Information You Care About Get RSS Feed From Almost Any Website

Thank you for using RSS.app You are being redirected to the article now Opening article in 0 0 : 0 8The #1 Source of RSS FeedsConnect with Information You Care About Get RSS Feed From Almost Any Website

Thank you for using RSS.app You are being redirected to the article now Opening article in 0 0 : 0 8The #1 Source of RSS FeedsConnect with Information You Care About Get RSS Feed From Almost Any Website

Plan your WiFi and see through walls Discussion | Link

Open-source 48kHz TTS with voice design and cloning Discussion | Link

Run AI coding agents in real microVM sandboxes Discussion | Link

Connect your Mac's Mail, Calendar, and more to AI Discussion | Link

The autonomous AI browser agent for deep research & tasks Discussion | Link

AI inbound layer to capture, qualify, and route leads Discussion | Link

Access and analyze global news data in real time Discussion | Link

Persistent memory for AI coding agents Discussion | Link

Turn any document into an interactive video Discussion | Link

Markdown was never meant to be previewed plain text Discussion | Link

30-second video ads for local services Discussion | Link

Benefits payment infrastructure for SME workers Discussion | Link

The operating system for African importers Discussion | Link

AI-native ERP for construction companies Discussion | Link

Compete with other centralized exchange (CEX) traders Discussion | Link

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

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

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

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

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

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

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

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

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

The action you just performed triggered the security solution.

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

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

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

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

The action you just performed triggered the security solution.

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

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

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

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

The action you just performed triggered the security solution.

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

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

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

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

The action you just performed triggered the security solution.

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

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

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

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

The action you just performed triggered the security solution.

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

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

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

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

The action you just performed triggered the security solution.

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

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

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

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

The action you just performed triggered the security solution.

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

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

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

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

The action you just performed triggered the security solution.

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

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

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

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

The action you just performed triggered the security solution.

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

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

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

Ilyas Kurklu, co-founder and CEO of Replenit, said, “Retailers can no longer rely on prediction alone.

Replenit improves the quality of every commercial decision, helping retailers move from static rules to real-time, AI-driven actions that directly drive revenue.

It then picks the most appropriate actions on a large scale, using analysis that mirrors human thinking more closely than typical retail AI models.

iBOOD, one of Europe’s best-known flash-deal retailers, now attributes 6.3% of total company revenue to Replenit-driven decisions.

Replenit is building the AI layer that closes that gap, helping brands act at the exact moment a customer is ready to buy again.

Something as simple as tracking the bitcoin price live, for example, is less about curiosity and more about noticing shifts in wider market behaviour.

Why startups are paying closer attention to real-time market signalsNot long ago, most startup decisions leaned heavily on forecasts.

Real-time signals fill that gap.

By paying attention to live signals, startups can adjust expectations earlier and prepare for changes rather than reacting too late.

Real-time signals, whether they come from financial markets, user behaviour, or emerging technologies, are becoming part of how startups interpret the environment around them.

Round Treasury, a London-based startup developing an AI-driven finance automation platform for modern finance teams, has secured €5.1 million ($6 million) in Seed funding and introduced two new products: an Agentic Workflow Builder and Autonomous Payroll.

According to the company, despite billions invested in finance software, most finance teams remain the link between disconnected systems.

AI tools are rapidly being deployed across the industry and finance teams do not need to be left behind,” said Hayyaan Ahmad, co-founder of Round.

It notes that all transactions are logged with complete audit trails within the dashboard, giving finance teams full visibility and control across every movem…

Eka Ventures, a London-based VC fund investing in founders building technologies across life, health and sustainability, has announced the close of its €91.5 million ($107 million) Fund II.

According to Eka, this raise establishes it as the UK’s largest early-stage impact VC, investing in companies that deliver both commercial and societal benefits in health, wellbeing, and sustainability.

Jon Coker, co-founding Partner at Eka Ventures, commented, “No society can succeed without a healthy population, a sustainable climate, and communities that have access to essential services.

Eka, which has an average cheque size of €1.7 million ($2 million), either leads or co-leads 90% of its deals.

“We…

This article is visible for CLUB members only.

If you are already a member but don’t see the content of this article, please login here.

If you’re not a CLUB member yet, but you’d like to read members-only content like this one, have unrestricted access to the site and benefit from many additional perks, you can sign up here.

Barcelona-based Sateliot, a 5G satellite connectivity operator, has announced the launch of a new Series C financing round for €100 million to deploy its 5G constellation of 16 satellites.

This follows its €70 million Series B in March 2025 – as covered by EU-Startups.

We trust in the support of industrial, financial, and institutional investors to consolidate a European 5G satellite connectivity infrastructure.”In the context of recent European SpaceTech and adjacent infrastructure funding, Sateliot’s new €100 million Series C would rank among the larger rounds reported in 2025–2026, particularly in satellite connectivity and orbital infrastructure.

Taken together, those comparable rounds …

As conversations around wellbeing become more central to sustainable company building, mental health is no longer something startups can afford to ignore.

In our panel “Mental Health Tips for Entrepreneurs and Startup Teams Under Pressure”, we will explore how founders and teams can better recognise stress, build healthier habits, and create more supportive working environments.

Karen Tierney: Former Co-founder and CPO of SilverCloud Health, Karen has played a key role in building one of the best-known digital mental health platforms in Europe.

Based in Ireland, she has helped shape the company’s product, content, and design strategy since its early days, contributing to the development of …

For CEO Nicolai Walter, the funding marks a turning point: “This financing is a major milestone for Pixel Photonics.

Together, those rounds amount to over €176 million, or roughly €190 million including Pixel Photonics.

The closest same-country comparison is Q.ANT, which shows that Germany is also producing larger later-stage photonics rounds alongside earlier-stage component and infrastructure companies such as Pixel Photonics.

EU-Startups has also covered Pixel Photonics before, reporting in February 2025 on its €1 million SPRIND grant for multi-mode single-photon detection in a separate article on Pixel Photonics.

CTO Dr Wladick Hartmann adds: “Pixel Photonics is transforming superconduc…

Staynex, a Singapore-based AI-powered Web3 travel platform chaired by Priceline and Booking Holdings founder Jeff Hoffman, today announced the full acquisition of Sleap.io, a Zug-based hotel booking technology company, in a transaction valued at €12.8 million ($15 million).

The deal integrates Sleap’s booking platform, operational capabilities, and core team into Staynex.

We’re not just combining two businesses, we’re helping define a new category of travel platform,” said Michael Ros, founder, Sleap.io.

Staynex has been building an AI-powered Web3 travel ecosystem around the STAY token, social membership, and community-led travel experiences.

It aims for European expansion and increased ma…

We still have to make decisions, but how do you do that when the data is messy, and the numbers don’t add up?

You’ve set targets based on last year’s performance, carefully allocated every cent of your annual budget, and defined a clear roadmap.

Then the unexpected happens, you’re forced to spend elsewhere, and growth doesn’t look so certain.

It’s far more productive to anchor your decision-making in principles, rather than predicting which trends will actually pay off.

Keep a steady hand in a shaky marketWhen market signals start flashing red, panic sets in.

As an energy group, Ad Terra is divided into three entities: the first (Ad Terra Energy) regroups operating companies, the second (Ad Terra Synergy) is an investment and R&D platform, and the third is Ad Terra Consultancy.

This strategic alliance is designed to strengthen regional sovereignty and secure access to critical subsurface resources, including helium, natural hydrogen, lithium and geothermal energy.

Nicolas PELISSIER, Chairman, 45-8 ENERGY, said, “We welcome Ad Terra’s majority entry into our capital.

Ad Terra and 45-8 ENERGY are collaboratively developing a diversified portfolio that includes helium, natural hydrogen, lithium, geothermal energy, CO2, and other key subsurface reso…

With only a few days left until the Tech.eu Summit London 2026, it is time to reveal the agenda for what promises to be one of the most substantive gatherings in the European tech calendar this year.

The topics we will explore at the Tech.eu Summit London 2026Artificial intelligence, fintech, deeptech and climate tech will be the central pillars of this year's agenda, explored through the lens of execution, market realities and the strategic decisions shaping European technology in 2026.

The full agenda for the Tech.eu Summit London 2026 is now available.

Networking and the Tech.eu Events AppThe Tech.eu Summit London 2026 is designed to facilitate meaningful connections across both days.

Ge…

In Q1 2026, the venture market reflects a shift toward greater discipline rather than contraction.

The number of deals declined to 855 from 912 in Q1 2025 (down 6.3 per cent), while total funding increased to €20.2 billion from €18.4 billion (up 9.8 per cent), indicating a more focused investment approach, with capital concentrated into fewer deals and average deal sizes rising by around 17 per cent.

OpenAI says it’s moving into its first permanent London office, which has the capacity to more than double its current 200-strong headcount, days after pausing its flagship data centre project in the UK.

The ChatGPT developer is moving into an 88,500-square-foot space in London’s King’s Cross, which is a key tech hub in the capital.

The San Francisco-headquartered OpenAI says its new office will have capacity for up to 544 team members and is expected to open in 2027.

OpenAI, whose European headquarters are in Dublin, has already committed to making London its largest research hub outside of its San Francisco headquarters.

London is already a key hub for our research and teams, and this new…

Today, Accenture, in partnership with Google Cloud, is launching a new Accenture and Google Cloud Sovereign Centre in Brussels, with a dedicated training facility.

Through the Accenture Google Business Group, centre resources will combine Accenture’s industry, data and AI expertise with Google Cloud’s distributed cloud technologies.

This facility showcases Google Distributed Cloud air-gapped, which is designed to support organisations with strict sovereignty, resilience, and regulatory requirements.

By combining hands-on experience, technical validation, and industry expertise, Accenture and Google Cloud aim to help organisations responsibly adopt cloud and AI technologies while maintaining…

Last week, we tracked more than 40 tech funding deals worth over €720 million, and over 5 exits, M&A transactions, rumours, and related news stories across Europe.

📊 European tech activity in March 2026 showed a slight cooling compared to February, while overall market conditions remained stable.

The ecosystem recorded 292 funding deals and €7.5 billion in capital raised, down marginally from 296 deals and €7.8 billion the previous month.

A more notable shift occurred at the country level, with 🇬🇧 the UK funding declining to €2.6 billion from €3.8 billion, indicating reduced capital concentration.

Sector dynamics also evolved, as 🤖 AI led with €1.8 billion in funding, overtaking transportat…

London-based Round, an AI-powered finance automation platform, has raised $6 million in seed funding to accelerate the development of its financial infrastructure and expand its product offering.

Despite significant investment in finance software, many finance teams continue to operate across fragmented systems, manually managing tasks such as invoice approvals, payment execution, and payroll funding.

AI tools are rapidly being deployed across the industry, and finance teams do not need to be left behind,added Hayyaan Ahmad, co-founder of Round.

The newly launched Agentic Workflow Builder enables finance teams to describe workflows in natural language, which the platform converts into autom…

This week, we tracked more than 40 tech funding deals worth over €720 million and over 5 exits, M&A transactions, rumours, and related news stories across Europe.

We also took a deep dive into the critical news and funding for March in our monthly report and shorter free roundup.

UK government launches £50m safety tech scheme🇵🇹.

Verne launches Europe’s first commercial robotaxi service in Zagreb🤖 European Tech.eu Pulse: key trends and investment in March (free report)March 2026's top 10 European tech deals you need to know about⚛️.

“All of us live in the dark, we don’t have anything better to do than build,” says Baltic hacker house organiser🇱🇹.

Across Europe, education systems are under pressure to keep pace with rapid technological change.

At the centre of this shift is MVP (Moksleivių vienaragių paieška, or “Student Unicorn Hunt”), a prime-time national TV show where students aged 14–19 build and pitch real startups.

Unlike traditional classroom exercises, participants work under real startup conditions, testing ideas, refining products, and presenting them to experienced founders in front of a live audience.

Melita Tornau, Head of Marketing at Turing College, argues that existing education systems are not equipped to keep up with the pace of change.

When education systems create that kind of environment, initiatives like these …

It will bring together innovators working at the intersection of artificial intelligence and women’s health.

Early-stage startups in women’s health that do not yet have a product or MVP are also invited to apply.

According to Elena Lipilina, co-founder and CMO of Embryonet AI, women's health has long been underfunded and under-researched.

The program will culminate in a Live Pitch Day in May 2026, where finalists will present their solutions to a panel of investors and experts in women’s health, AI, and biotech.

The winner will also gain direct access to investors active in women’s health and AI-driven biotech, as well as enhanced public credibility through investor-ready materials, includi…

Edmund, a Czech startup developing an AI-powered debugging platform for industrial maintenance, has raised €2.5 million in funding led by FORWARD.one, with participation from University2Ventures and Tensor Ventures.

Edmund addresses this gap by deploying AI agents that connect technical documentation, PLC projects, maintenance logs, and real-time machine data into a single system.

In practice, this approach significantly reduces the time required to diagnose issues, cutting troubleshooting from hours or days to minutes.

Edmund cuts this analysis phase by up to 90 per cent, dramatically reducing overall downtime and accelerating recovery.

“Our corporate network spans exactly the industrial p…

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, […]