G eo J SONGeoJSON is a format for encoding a variety of geographic data structures.

{ "type" : "Feature" , "geometry" : { "type" : "Point" , "coordinates" : [ 125.6 , 10.1 ] }, "properties" : { "name" : "Dinagat Islands" } }GeoJSON supports the following geometry types: Point , LineString , Polygon , MultiPoint , MultiLineString , and MultiPolygon .

Geometric objects with additional properties are Feature objects.

In 2015, the Internet Engineering Task Force (IETF), in conjunction with the original specification authors, formed a GeoJSON WG to standardize GeoJSON.

RFC 7946 was published in August 2016 and is the new standard specification of the GeoJSON format, replacing the 2008 GeoJSON sp…

I know what you're thinking... and I still can't believe it, but...

This morning, our database flagged a duplicate UUID (v4).

I checked, thinking it may have been a double-insert bug or something, but no.

We're literally only calling:import { v4 as uuidv4 } from "uuid";const document_id = uuidv4();... and then insert into the database, that's it.

Additionally, the database only has about 15.000 records, and now one collision.

Now that ClojureScript targets ECMAScript 2016 we can carefully choose new areas of enhanced interop.

Starting with this release, hinting a function as ^:async will make the ClojureScript compiler emit an JavaScript async function:(refer-global :only '[Promise]) (defn ^:async foo [n] (let [x (await (Promise/resolve 10)) y (let [y (await (Promise/resolve 20))] (inc y)) ;; not async f (fn [] 20)] (+ n x y (f))))This also works for tests:(deftest ^:async defn-test (try (let [v (await (foo 10))] (is (= 61 v))) (let [v (await (apply foo [10]))] (is (= 61 v))) (catch :default _ (is false))))In the last Clojure survey support for async functions dominated the list of desired ClojureScript enhancem…

QBE QBE compiler backendQBE is a compiler backend that aims to provide 70% of the performance of industrial optimizing compilers in 10% of the code.

QBE fosters language innovation by offering a compact user-friendly and performant backend.

Despite the small footprint, QBE provides a number of optimizations with good impact/weight ratio.

Uniform and simple SSA-based intermediate language (IL).

To learn more about the QBE intermediate language, go read the language documentation.

Nintendo Switch 2 Current Price Revised Price Nintendo Switch 2Japanese-Language System(Japan Only) ¥49,980 ¥59,980 *The price of the Nintendo Switch 2 Multi-Language System available from My Nintendo Store will remain unchanged.

*Price revisions for Nintendo Switch 2 and Nintendo Switch will be implemented in other regions.

Nintendo Switch Online Nintendo Switch Online is offered as a globally unified service, and pricing will be revised to support appropriate alignment among regions.

Nintendo Switch Online Current Price Revised Price Individualmembership 1 month Â¥306 Â¥400 3 months Â¥815 Â¥1,000 12 months Â¥2,400 Â¥3,000 Familymembership 12 months Â¥4,500 Â¥5,800 Nintendo Switch Online…

Official outbreak updates, case reports, and global health guidance on hantavirus.

What is the mortality rate for Andes hantavirus?

What is the mortality rate for Andes hantavirus?

Fewer than 300 documented cases of human-to-human transmission exist out of over 3,000+ total Andes cases since the 1990s.

Real-time global hantavirus surveillance and outbreak tracking.

The core architecture is still being finalised, so the project is not yet accepting code contributions.

Feedback on language design, syntax choices, and the future direction of Blaise is very welcome — please use the Discussions tab on GitHub.

Add AP News as your preferred source to see more of our stories on Google.

Add AP News on Google Add AP News as your preferred source to see more of our stories on Google.

ShareWASHINGTON (AP) — The U.S. State Department will begin revoking the U.S. passports of thousands of parents who owe a significant amount of unpaid child support.

That would apply to about 2,700 American passport holders, according to figures supplied to the State Department by the Department of Health and Human Services.

(AP Photo/Gene J. Puskar, File) Add AP News on Google Add AP News as your preferred source to see more of our stories on Google.

The Document Foundation (TDF) is the nonprofit entity behind the LibreOffice productivity suite.

TDF has revoked foundation membership status from about 30 people who work for or have contracting status with Collabora.

The trustees elect the membership committee and board of directors; the membership committee oversees membership applications and renewals, as well as the board of directors elections.

The board and membership committee elections are generally offset by a year; the most recent membership committee election was held in 2024.

Vecchi was initially a deputy on the board; he was seated as a full member after another board member resigned.

The Mojo standard library is fully open-source on GitHub and we welcome contributions!

We also plan to open-source the Mojo compiler in 2026.

We're committed to open-sourcing all of Mojo, but the language is still very young and we believe a tight-knit group of engineers with a common vision moves faster than a community-driven effort.

If you'd like to get involved, join our developer community!

We replicated the cost analysis we did on Opus on the new GPT-5.5 model.

GPT-5.5 launched with a 2x price increase over GPT-5.4: input tokens increased from $2.50/M to $5.00/M and output tokens from $15/M to $30/M.

The price increase is mitigated by the model generating 19-34% fewer completion tokens for longer prompts.

Longer prompts, over 10k tokens, saw costs offset by shorter completions.

Shorter prompts, under 10k, experience a higher cost increase where completions did not get shorter.

Introducing Komai: a fine Matrix chat app you can get to love 🦁May 6, 2026 by Slavi Pantaleev 7 min readAt etke.cc, we host Matrix servers for a living.

Today we’re introducing Komai — a desktop-first, native Matrix chat app we’ve been building to scratch that itch.

Not a swipe at anyone — building a Matrix client is genuinely hard.

🐱 Why we started with nheko¶We didn’t want to write a Matrix client from scratch, even with the proliferation of brand-new Matrix clients in 2026.

We started with nheko — a native Qt/QML Matrix client.

Take a look at cpu_demo.c :void print_cpu_info () __attribute__(( ifunc ( "resolve_cpu_info" ))); void print_avx2 () { printf ( "AVX2 is present."

Given that the usual justification for ifunc is performance-related, I wanted to see how much overhead ifunc itself causes.

On average, on my hardware, it takes about twice as long to call an ifunc function 2 billion times as it does to invoke a function pointer 2 billion times.

It is only interesting because GNU IFUNC claims to be a boon for performance, yet seems to incur more cost than function pointers.

It is only marginally slower than ifunc in the case where we have just a single CPU feature to check.

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Baylor College of Medicine researchers have found that the human brain is capable of sophisticated language processing while in an unconscious state from general anesthesia.

Patients undergoing this type of surgery were sought after because it allowed researchers access to this particular part of the brain.

Researchers then moved on to conduct a more complex experiment where they played short stories to patients while recording neural responses.

This project was funded in part by the National Institutes of Health (U01 NS121472), the McNair Foundation and the Gordon and Mary Cain Pediatric Neurology Research Foundation.

This project was supported by the Optical Imaging & Vital Microscopy Cor…

Comments

In recent decades, management consulting firms have become a fixture in the American healthcare system, wielding outsized influence compared to most other economic sectors.

Over 20% of all nonprofit hospitals engaged management consultants during the study period.

When other types of consultants such as HR and IT consultants are included, the total sum spent by nonprofit hospitals reached more than $25 billion in the study period.

As a health policy professor, he frequently fields questions from students considering healthcare management consulting as a career path.

I’m hopeful more research on consultants will help people make more informed decisions about careers in healthcare.”“Changes i…

TL;DR: OpenClaw had a rough week.

We are making core smaller, moving optional stuff to ClawHub, and announcing LTS separately later in May.

Some installs got stuck in plugin dependency repair loops.

That means less magic in core, fewer bundled dependencies, clearer plugin boundaries, better scanning, better release hygiene, better security posture.

OpenClaw did not directly depend on Axios; the relevant risk was the shape of the dependency graph: transitive packages, install-time behavior, postinstall scripts, packages pulling packages pulling packages.

Comments

Now, it appears hackers were able to compromise Instructure again — this time defacing several schools’ login pages to the company’s platform Canvas, which allows schools to manage coursework and assignments and communicate with students.

TechCrunch saw a message published by the cybercrime group ShinyHunters on the Canvas login pages of three separate schools.

This apparent new hack, along with the fact that hackers chose to notify TechCrunch about the defaced login pages, indicate that the hackers are trying to ramp up pressure on Instructure and its customers, hoping to force them to cave to the hackers’ demands.

It’s unclear how the hackers were able to compromise the login pages.

Follo…

ymawky serving a directory listingconstraintsi gave myself some constraints for this project:aarch64 assembly onlymacos/darwin, not linux.

first, ymawky determines the request type by comparing the first few bytes against every method it supports, then it extracts the path.

filesystem safetyfor GET and HEAD methods, ymawky opens the requested path and then calls fstat64() (syscall #339) on the file file descriptor, to get things like file type and filesize.

so ymawky rejects path segments that are exactly .. . this needs to be done after decoding percent-encoding, because %2E%2E becomes .. after decoding.

since ymawky has a configurable maximum number of connections, it needs to know how ma…

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!

Today we’re releasing hpke-ng, a clean-slate Rust implementation of HPKE (RFC 9180).

The three None s are the PSK, PSK ID, and sender static key — all required in the Auth or AuthPsk modes.

canonical seal · "encrypt one message" hpke-rs let mut hpke = Hpke:::: ( Mode::Base, KemAlgorithm::DhKem25519, KdfAlgorithm::HkdfSha256, AeadAlgorithm::ChaCha20Poly1305, ); let kp = hpke.

Ciphersuite RFC 9180 KAT Differential vs hpke-rs DHKEM(X25519, SHA-256) × ChaCha20-Poly1305 ✓ Base / Psk / Auth / AuthPsk ✓ Base + Psk DHKEM(X25519, SHA-256) × AES-128-GCM ✓ Base / Psk ✓ Base DHKEM(X25519, SHA-256) × AES-256-GCM ✓ Base / Psk ✓ Base DHKEM(X25519, SHA-256) × ExportOnly ✓ Base / Psk — no AEAD DHKEM(P-256, …

Here's why you should just fucking use React (or Vue, or Svelte, or Angular if you're a masochist - the point is a modern framework, you troglodyte):HTML'S "INTERACTIVITY" IS FOR FUCKING GUESTBOOKS AND CIRCUS SIDESHOWS, NOT ACTUAL APPLICATIONS, YOU DELUSIONAL TWIT.

It's about choosing the right fucking tool for the right fucking job, not stubbornly using a screwdriver when you need a goddamn sledgehammer.

SO, WHEN SHOULD I JUST FUCKING USE REACT (OR A SIMILAR FRAMEWORK), YOU SLOW LEARNER?

THE REAL FUCKING PROBLEM ISN'T REACT.

So, for your next complex, interactive, data-driven web application... for the love of all that is holy, JUST FUCKING USE REACT.

The core architecture is still being finalised, so the project is not yet accepting code contributions.

Feedback on language design, syntax choices, and the future direction of Blaise is very welcome — please use the Discussions tab on GitHub.

In 2023, I wrote about how Val Town moved away from Supabase and toward a more conventional database setup.

The core issueThe core issue is that Clerk tried to be your users table and your sessions table.

But we are no longer dependent on a third party staying online in order for sessions & user auth to work.

Like anything related to security, close reading, rewriting, and testing of all of the code was necessary to make sure we didn't self-own, and the eventual pure-Better Auth auth was handwritten entirely.

Better Auth also works pretty well with Vals: you can try out the Better Auth starter template to add authentication to your code on Val Town.

Comments

Comments

Mike Wheatley / SiliconANGLE:

Datadog closed up 31%+ after reporting Q1 revenue up 32% YoY to $1B and raising its FY revenue forecast, an outlier in the software industry amid the AI boom — Shares of Datadog Inc. popped after the application monitoring software firm crushed Wall Street's expectations …

Kai Nicol-Schwarz / CNBC:

Sony reports Q4 revenue of $19.4B, above ~$18.4B est., operating profit of ~$1.06B, below ~$1.7B est., and forecasts FY 2027 net profit to rise 13% to ~$7.4B — Japanese entertainment giant Sony on Friday said it expects annual profit to rise as revenue from some business segments …

Bloomberg:

Sony and TSMC announce a new JV to build next-gen image sensors for robots and cars, as Sony moves from in-house manufacturing to a more asset-light approach — Sony Group Corp. plans a new joint venture with Taiwan Semiconductor Manufacturing Co. as the first step toward what it called …

Wired:

Musk v. Altman docs: Microsoft execs had reservations about funding OpenAI in 2018 but worried that withholding support could push OpenAI into Amazon's arms — Leaders at the tech giant were skeptical of OpenAI—but wary of pushing it into the arms of Amazon, according to evidence revealed during the Musk v. Altman trial.

Bloomberg:

Sources: the US suspects OBON, a key company behind Thailand's national AI effort, of smuggling Super Micro servers with export-controlled Nvidia chips to China — A key company behind Thailand's national AI effort is suspected of helping to smuggle billions of dollars worth …

Bloomberg:

Nintendo says it will increase the price of the Switch 2 to $500, up from $450, globally from September 1, and offers a downbeat performance outlook for 2026 — Nintendo Co. said it will increase the price of its Switch 2 console to $500 from $450, acknowledging pressure on profitability …

Pew Research Center:

Surveys: half of US adults under 50 get health info from influencers or podcasts; 86% of the health influencers are on Instagram, 62% on TikTok, 45% on YouTube — Half of U.S. adults under 50 say they get health and wellness information from social media influencers or podcasts.

Financial Times:

Analysis: the combined free cash flow of Amazon, Alphabet, Microsoft, and Meta is expected to fall to ~$4B in Q3 and hit its lowest full-year level since 2014 — Silicon Valley giants have transformed from asset-light cash machines to huge infrastructure investors

Bloomberg:

Filings: Baidu's AI chip unit Kunlunxin is planning a dual IPO on Shanghai's STAR Board and in Hong Kong; Baidu holds a 58% stake in Kunlunxin — Baidu Inc.'s chip unit Kunlunxin is planning an initial public offering on Shanghai's Nasdaq-style bourse in addition to a separate listing plan …

Song Jung-a / Financial Times:

Fintech app Toss, used by ~66% of South Korea's 51M people, says its FacePay service, available at 330K retail outlets, has attracted 4.8M users since September — Toss aims to ‘eliminate physical credit cards’ in South Korea in three years — A South Korean fintech company is betting payment …

Reuters:

Sources: SK Hynix's big customers have been proposing a range of offers to secure memory chip supplies, including investing in dedicated chip production lines — SK Hynix (000660.KS) is being aggressively courted by big global tech firms with offers to invest in its new production lines …

Brian Krebs / Krebs on Security:

Instructure disables its Canvas edtech platform, used by thousands of schools and universities, amid a data extortion attack claimed by ShinyHunters — An ongoing data extortion attack targeting the widely-used education technology platform Canvas disrupted classes and coursework …

Sam Nussey / Reuters:

Sony reports 1.5M PS5 unit sales in Q4, down 46% YoY, and forecasts annual sales at its gaming business to fall 6% YoY to $1.69B, amid memory chip price surge — Sony (6758.T) forecast on Friday a higher annual operating profit but lower sales in its gaming business, with overall profit expected …

Financial Times:

Sources: Anthropic weighs raising as much as $50B at a ~$900B pre-money valuation, likely closing within two months; its annualized revenue is nearing $45B — Start-up behind Claude tool is fielding inbound investment offers that could lead to it surpassing rival OpenAI in value

Wall Street Journal:

Sources: White House unease over Mythos has left some administration officials fearful that the change represents a reversal of its hands-off AI policy — Administration's effort to be involved in rollout of new models marks shift — WASHINGTON—On a recent call with the heads …

Sam Sabin / Axios:

OpenAI is rolling out GPT-5.5-Cyber, a security-focused variant of the model, in a limited preview capacity to vetted cybersecurity teams — The capabilities of the new models have sparked an urgent debate in Silicon Valley and the White House about how to keep them out of the hands of bad actors.

Zoe Tillman / Bloomberg:

A US judge blocks DOGE's termination of $100M in National Endowment for the Humanities grants, saying ChatGPT prompts used to decide the cuts were ill-defined — A US judge blasted the Trump administration's Department of Government Efficiency project for relying on artificial intelligence tools …

Russell Brandom / TechCrunch:

Mozilla says Anthropic's Mythos Preview and other AI models helped it identify and ship 423 Firefox security bug fixes in April, compared to 31 a year earlier — When Anthropic unveiled its new Mythos model in April, it also delivered a stern warning to anyone developing software.

The Information:

Sources: AI model builder Core Automation, founded in March by Jerry Tworek, aims to raise $300M-$500M at a $4B valuation after raising $100M at a $1B valuation — Nvidia's investment spree in startups that use its AI chips has stoked traditional venture capital firms' interest in those companies.

Bloomberg:

MercadoLibre reports Q1 revenue up 49% YoY to $8.8B, vs. $8.4B est., and net income down 16% to $417M, vs. $433M est.; MELI drops 5%+ after hours — Shares in e-commerce and fintech giant MercadoLibre Inc. slipped after profits missed estimates for the fourth quarter in a row even as revenue grew …

Lora Kolodny / CNBC:

French prosecutors escalate an investigation into Elon Musk and X, focused on alleged algorithmic manipulation and sexual deepfakes, to a criminal probe — French cybercrime authorities have escalated an investigation of Elon Musk and his social network X to a criminal probe, the Paris prosecutor's office said Thursday.

Isabelle Lee / Bloomberg:

Block reports Q1 revenue up 5% YoY to $6.1B, vs. $5.9B est., and raises its 2026 gross profit forecast above estimates; XYZ jumps 7%+ after hours — Block Inc. offered a sunnier outlook for profits and growth on Thursday after orchestrating a severe round of job cuts related to artificial intelligence …

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

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

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Reload to refresh your session.

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DocuSealOpen source document filling and signingDocuSeal is an open source platform that provides secure and efficient digital document signing and processing.

Create PDF forms to have them filled and signed online on any device with an easy-to-use, mobile-optimized web tool.

FeaturesPDF form fields builder (WYSIWYG)12 field types available (Signature, Date, File, Checkbox etc.)

We specialize in working with various industries, including Banking, Healthcare, Transport, Real Estate, eCommerce, KYC, CRM, and other software products that require bulk document signing.

By leveraging DocuSeal, we can assist in reducing the overall cost of developing and processing electronic documents while ensu…

Supported built-in login flowsClaude ( jcode login --provider claude )( ) OpenAI / ChatGPT / Codex ( jcode login --provider openai )( ) Google Gemini ( jcode login --provider gemini )( ) GitHub Copilot ( jcode login --provider copilot )( ) Azure OpenAI ( jcode login --provider azure )( ) Alibaba Cloud Coding Plan ( jcode login --provider alibaba-coding-plan )( ) Fireworks ( jcode login --provider fireworks )( ) MiniMax ( jcode login --provider minimax )( ) LM Studio ( jcode login --provider lmstudio )( ) Ollama ( jcode login --provider ollama )( ) Custom OpenAI-compatible endpoint ( jcode login --provider openai-compatible )For custom OpenAI-compatible endpoints, jcode now prompts for the A…

It uses the Claude Agent SDK and the Pi SDK side by side—building on what we found great and improving areas where we've desired improvements.

Google OAuth Setup (Gmail, Calendar, Drive, YouTube, Search Console)Google integrations require you to create your own OAuth credentials.

ArchitectureCraft Agents uses two agent backends:Claude — powered by the Claude Agent SDK, which natively supports custom base URLs and provider routing.

Pi — powered by the Pi SDK, which handles Google AI Studio, ChatGPT Plus (Codex OAuth), GitHub Copilot OAuth, and OpenAI API key connections.

Third-Party LicensesThis project uses the Claude Agent SDK, which is subject to Anthropic's Commercial Terms of Service.

ZedWelcome to Zed, a high-performance, multiplayer code editor from the creators of Atom and Tree-sitter.

InstallationOn macOS, Linux, and Windows you can download Zed directly or install Zed via your local package manager (macOS/Linux/Windows).

Is the error failed to satisfy license requirements for a dependency?

If so, first determine what license the project has and whether this system is sufficient to comply with this license's requirements.

If so, first determine what license the project has and whether this system is sufficient to comply with this license's requirements.

Dexter 🤖Dexter is an autonomous financial research agent that thinks, plans, and learns as it works.

Think Claude Code, but built specifically for financial research.

Table of Contents👋 OverviewDexter takes complex financial questions and turns them into clear, step-by-step research plans.

It runs those tasks using live market data, checks its own work, and refines the results until it has a confident, data-backed answer.

📱 How to Use with WhatsAppChat with Dexter through WhatsApp by linking your phone to the gateway.

\end { center } \begin { figure }[!h] \centering \begin { subfigure }[b] \includegraphics [width=0.3 \linewidth ]{img1.png} \end { subfigure } \begin { subfigure }[b] \includegraphics [width=0.3 \linewidth ]{img2.png} \end { subfigure } \begin { subfigure }[b] \includegraphics [width=0.3 \linewidth ]{img3.png} \end { subfigure } \end { figure } .tableofcontents # Section ## Subsection 1 .

Requirements: Java 17 or higher(Only for PDF export) Node.js, npm, Puppeteer.

Alternatively, you may manually create a .qd source file and start from there.

If you would like to familiarize yourself with Quarkdown instead, quarkdown repl lets you play with an interactive REPL mode.

--pdf : produces a PDF f…

GhostTrackUseful tool to track location or mobile number, so this tool can be called osint or also information gatheringNew update : Version 2.2Instalation on Linux (deb)sudo apt-get install git sudo apt-get install python3Instalation on Termuxpkg install git pkg install python3Usage Toolgit clone https://github.com/HunxByts/GhostTrack.git cd GhostTrack pip3 install -r requirements.txt python3 GhostTR.pyDisplay on the menu IP Trackeron the IP Track menu, you can combo with the seeker tool to get the target IP⚡ Install Seeker : - Get SeekerDisplay on the menu Phone Trackeron this menu you can search for information from the target phone numberDisplay on the menu Username Tracker

Website · Code · Agents · Terminal · Drive · Docs · How Warp WorksNote OpenAI is the founding sponsor of the new, open-source Warp repository, and the new agentic management workflows are powered by GPT models.

Open Source & ContributingWarp's client codebase is open source and lives in this repository.

Join the Warp Slack community first, then jump into #oss-contributors .

Join our Slack Community to connect with other users and get help from the Warp team — contributors hang out in #oss-contributors .

Open Source DependenciesWe'd like to call out a few of the open source dependencies that have helped Warp to get off the ground:

💧 TolariaTolaria is a desktop app for macOS, Windows, and Linux for managing markdown knowledge bases.

WalkthroughsYou can find some Loom walkthroughs below — they are short and to the point:Principles📑 Files-first — Your notes are plain markdown files.

— Your notes are plain markdown files.

🔬 Open source — Tolaria is free and open source.

Open source and local setupTolaria is open source and built with Tauri, React, and TypeScript.

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The code matters, but it is the residue of the harder work, not the work itself.

Typing speed, language design, framework choice, IDE plugins, code review tooling were all about reducing the cost of the residue.

The bottleneck moves from the people writing the code to the people deciding what code should exist.

When code gets 10x cheaper to write, we don’t spend 10% of the effort on the same outcomes.

They are overestimated as a way to make individuals write code faster, and underestimated as a way to make organizations externalize what they know.

Wi-Fi, or WiFi, or Wifi, or wifi?

PHY speed: When any Wi-Fi device reports a PHY speed to you, take that value with a huge grain of salt.

PHY speed tables: If you don't find your PHY speed in the PHY tables in this paper below [§10], look up the speed in the full PHY speed tables (docs.google.com).

which assumes you have the Wi-Fi channel all to yourselfand your neighbor is using Wi-FiHow is Wi-Fi spectrum shared?

That one car will drastically slow down all other cars Wi-Fi devices wanting to use the highway Wi-Fi channel .

Get ConnectedConnect and control your Meshtastic devices through various platforms.

Choose the client that best fits your needs and device ecosystem.

Why Most Product Tours Get Skipped (and the One Pattern That Does Not)Most users dismiss the first step of a product tour within seconds.

Here is why that happens, what users do instead, and the one pattern that actually drives activation.

Getting Startedpip install bocpyWhat is BOC?

Behavior-oriented concurrency (BOC) is a new paradigm for parallel and concurrent programming which is particularly well-suited to PythonIn a BOC program, data is shared such that each behavior has unique temporal ownership of the data, removing the need for locks to coordinate access.

Behaviors are implemented as decorated functions, and from the programmer's perspective, those functions work like normal.

Importantly, the programmer's task shifts from solving concurrent data access problems to organizing data flow through functions.

BOC has been implemented in several languages, including as a foundational aspect of the research language Verona,…

Last week, a tweet went viral showing a guy claiming that a Cursor/Claude agent deleted his company's production database.

I have a question too: why do you have an API endpoint that deletes your entire production database?

The software architects used AI to spec the product from AI-generated descriptions provided by the product team.

The developers used AI to write the code.

The reviewers used AI to approve it.

My theme today is Knitting Bullshit and before I begin, I had better explain to you what I understand bullshit to be.

So, of course I went to listen to Inception Point AI’s “knitting” podcast.

Why should it matter that this AI animation isn’t grounded in actual knitting history when it celebrates knitting, and makes everyone feel so good about knitting?

But all of those inaccuracies, all of that weird, synthetic emotional grasping is not why I object so much to this kind of knitting bullshit.

No – knitting bullshit bothers me most of all because of the way it parasitises and degrades our industry and our community.

I’m pretty sure they sell these same Fishwife spicy tuna tins for half the price at Costco!

Embracing the Costco lifestyle means accepting the fact that I am, in many ways, becoming my father.

One encounters a thousand and one stories observing the swath of humanity at the Costco, amongst the realm of the Costco people, doing whatever Costco people do.

I will never purchase Costco clothing, flowers, or wine, even though I’m well aware there are some deals to be had ($219 for a bottle of Dom ain’t bad).

I wonder about everyone else in Costco, and if they’re having moments like this as they shop.

You don't know this.

You don't know this.

The cron job pays salaries.

You don't know this.

They can't come for her because they don't know she's there.

hunk diff # review current repo changes, including untracked files hunk diff --watch # auto-reload as the working tree changes hunk show # review the latest commit hunk show HEAD~1 # review an earlier commitWorking with raw files and patcheshunk diff before.ts after.ts # compare two files directly hunk diff before.ts after.ts --watch # auto-reload when either file changes git diff --no-color | hunk patch - # review a patch from stdinWorking with agentsOpen Hunk in another terminal with hunk diff or hunk show .

Load the Hunk review skill: skills/hunk-review/SKILL.md .

Git integrationSet Hunk as your Git pager so git diff and git show open in Hunk automatically:Note Untracked files are auto-i…

I used to see that retro multi-stroke text effect quite often and tried to replicate it using the CSS text-stroke property, but the results never quite matched.

One evening late last year, I was eager to give it another shot after seeing the text effect again in the book Graphic Japan : from woodblock and zen to manga and kawaii.

Text stroke effect from the bookI kept stacking several elements and accidentally varied the text-stroke-width for each layer.

@grid: 7x1/ 360px auto noclip; @content: '✱'; font: 50px/0 sans-serif; color: transparent; -webkit-text-stroke-color: #cc0d55; -webkit-text-stroke-width: @i(*1.8px);The next step is to use different colors and put them in order.

Chrome/Safa…

SomaFM runs on boring internet radio infrastructure: open streams, playlist files, direct URLs, Icecast servers.

OFF AIR ICECAST · MP3 · 128k now broadcasting Boring Internet Radio new music by the author, on a small computer in New York direct streamSpotify launched years after SomaFM.

Usenet is what the social internet looked like before the social internet had product managers tasked with growth and viral loops.

Small internet radio stations still broadcast from servers with ugly URLs.

You did not just read about the boring internet.

Vibe coding and agentic engineering are getting closer than I’d likeI recently talked with Joseph Ruscio about AI coding tools for Heavybit’s High Leverage podcast: Ep.

Here are some of my highlights, including my disturbing realization that vibe coding and agentic engineering have started to converge in my own work.

Vibe coding and agentic engineering are starting to overlapA few weeks after vibe coding was first coined I published Not all AI-assisted programming is vibe coding (but vibe coding rocks), where I firmly staked out my belief that “vibe coding” is a very different beast from responsible use of AI to write code, which I’ve since started to call agentic engineering.

And my take o…

I would contend that Pedometer++’s watchOS mapping support is the absolute best available on the App Store.

SwiftUI was the only choice because it’s all that watchOS supported, and proved to be helpful for putting maps into widgets, which also only support SwiftUI.

In 2021, I got this engine to a place where I could reliably and performantly render a map on watchOS.

App design on watchOS is a really fun — but frustrating — challenge.

I could make the interface configurable, but one of the fundamental rules of watchOS design is that you should avoid any interaction that takes more than a few seconds on the watch.

Why speculative decoding?

The processor spends the majority of its time moving billions of parameters from VRAM to the compute units just to generate a single token.

The target model then verifies all of these suggested tokens in parallel.

MTP mitigates this inefficiency through speculative decoding, a technique introduced by Google researchers in Fast Inference from Transformers via Speculative Decoding.

By pairing a Gemma 4 model with its corresponding drafter, developers can achieve:

Changelog News!

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

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

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

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

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

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

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

Changelog News!

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

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

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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.

If your Roku is lagging, with apps struggling to open, it might not be your Wi-Fi. Here's what I do to fix performance.

Eventually, it became obvious that Apple Maps was my backup maps app, the one I'd accidentally open instead of Google Maps.

Is Google Maps or Apple Maps better?

Navigation with intelligent routing Winner: Google Maps, for defaulting to the best, fastest route Apple Maps is genuinely good at turn-by-turn navigation now.

Also: I found a free Google Maps alternative that doesn't track me But Apple Maps now supports offline maps, too.

Google Maps is more like a Swiss Army knife packed with 47 different tools, while Apple Maps keeps things simple.

Clearing my Roku cache takes less than a minute. When I remember to do it, my system runs like new.

ReMarkable just announced its new digital paper tablet for note-taking and sketching, called the Paper Pure.

It comes to market at the same $399 starting price as one of its biggest competitors, Amazon's Kindle Scribe.

It's also the same starting price of $399 as the Paper Pure, and the closest in features.

Conversely, the Kindle Scribe gets bright -- up to 110 nits, one of the brightest digital paper tablets I've tested.

The ReMarkable Paper Pure, on the other hand, is a minimalist device with a distraction-free aesthetic and a focus on productivity.

You can still watch your favorite shows even if your Roku remote has disappeared. Here's how.

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.

Two standout examples that exemplify this trend are the Galaxy Book6 Ultra and the Dell XPS 16.

I thought those two would define the category as the best, but here comes a new challenger: the Lenovo Pro 9i Aura Edition.

Below is a table comparing the benchmark results of the Lenovo Pro 9i Aura Edition with those of the Dell XPS 16 and Samsung Galaxy Book6 Ultra.

The Lenovo Pro 9i lasted around 10.5 hours on a single charge (with battery saver disabled, mind you).

To me, it sits comfortably between the Galaxy Book6 Ultra and Dell XPS 16 in terms of value.

On Thursday, the tech giant announced its new screenless fitness band, the Fitbit Air, to its health tracker offerings.

Your first three months of Google Health Premium are free with a purchase of Fitbit Air.

You want a longer battery lifeWhoop's battery lasts 14 days, whereas the Fitbit Air lasts only seven.

The higher-end device will last you twice as long as the Fitbit Air, so you won't have to charge it as frequently.

I like that the Fitbit Air is finally taking on a cult favorite fitness band -- and at a lower price.

My pick for the best travel VPN overall is NordVPN due to its excellent security, speed, and fast and reliable connections.

Also: The best VPNs for streaming: Expert testedAt ZDNET, we have extensively tested the best travel VPNs to help you find the best option for keeping your connections safe and secure.

Also: The best free VPNs: Protect your privacy for free with my top picksChoosing the right travel VPN Choosing the best travel VPN involves hands-on testing.

If you need or want... NordVPN The best travel VPN of 2026.

Show moreFactors to consider when choosing a travel VPN While travel-friendly VPNs can be used anytime, specific features make them the strongest contenders on my list of …

Netflix codes make it easy to find buried genres and micro-categories. Here's how to use them - and my favorite ones.

Incognito mode can help boost your privacy, but not in the same way a VPN or VPN extension will.

Choosing the right VPN extension for Chrome Choose this VPN Chrome extension...

If you want... ExpressVPN The best Chrome VPN extension overall, with excellent user feedback.

FAQs on VPN extensions for Chrome Does a Chrome VPN extension protect my whole device or just the browser?

Show more Do I need a VPN subscription to use a VPN Chrome extension?

This is where smart adaptive chargers come into play.

What is adaptive charging?

Also: My new favorite Anker charger has a useful smart display (and won't break the bank)This is exactly what adaptive chargers do.

I was initially skeptical about adaptive chargers.

Full adaptive charging, like Anker's Care Mode, doesn't work with every phone.

If you're not satisfied with your soundbar's audio performance, these quick and simple tweaks made a big difference for me.

Quick shipping saves the day on these last-minute Mother's Day picks, but I'd recommend these items any time of year.

Like many AI companies automating work that humans currently do, Basata will eventually face a harder question about where the line is between augmenting workers and displacing them. For now, the founders say the administrative staff they work with aren't worried about that; they're more worried about drowning.

The company is reportedly in talks to raise another $750 million at a pre-money valuation of more than $40 billion. It last raised in November at $32 billion.

The new features could be handy for customer service systems, but OpenAI says they have applications that work across a variety of other fields, including education and creator platforms.

The company made a series of other announcements during earnings, including a new commercial contract, a pilot program in Canada, and a collaboratio

Disney CEO Josh D'Amaro, who took over for Bob Iger earlier this year, has emphasized his intent to streamline the Disney experience.

AI startup Pit is led by the cofounders of European scooter giant Voi and backed by a16z, which is leading the startup’s $16 million seed round.

The cybercrime group ShinyHunters claimed to have hacked Instructure again, defacing the login pages of several Instructure customer schools with an extortion message.

Gusto has shared an impressive milestone on its actual revenue, not an ARR number that estimates future income.

The company is expanding its efforts to protect ChatGPT users in cases where conversations may turn to self-harm.

Wired describes the recent Canvas breach as an unusually disruptive ransomware-style extortion incident because one attack on Instructure's learning platform temporarily paralyzed thousands of schools during finals and end-of-year assignments. The hackers using the "ShinyHunters" name claim more than 8,800 schools were affected, while Instructure says exposed data included names, email addresses, student ID numbers, and platform messages. From the report: Higher education has long been a target of ransomware gangs and data extortion attacks. But never before, perhaps, has a cyberattack against a single software platform so thoroughly disrupted the daily operations of thousands of schools ac…

An anonymous reader quotes a report from Business Insider: As the trial between Elon Musk and OpenAI ended its second week, the Tesla CEO started scoring points against Sam Altman. His witnesses landed three solid punches in testimony about how Altman runs OpenAI as CEO, raising concerns about his dedication to AI safety, the nonprofit's mission, and his honesty as a leader of the organization. [...] This week, Musk's legal team called a parade of witnesses who questioned whether Altman was acting in the interest of the nonprofit. On Thursday, that included a former OpenAI safety researcher, who described a slow erosion of the company's safety teams, which prompted her to leave the company.…

The IMF is warning that advanced AI-powered cyberattacks pose a serious threat to global financial stability. "IMF analysis suggests that extreme cyber-incident losses could trigger funding strains, raise solvency concerns, and disrupt broader markets," the lender warned in a new report. The report urged greater international cooperation and emphasized resilience, since breaches are "inevitable" -- particularly for emerging economies with weaker defenses. Agence France-Presse reports: The study's authors highlighted the risks posed by the highly interconnected nature of the global financial system, with advanced AI models able to "dramatically reduce" the time and cost of exploiting vulnera…

In honor of World Password Day, Kaspersky researchers revisited their study on the crackability of real-world passwords and found that 60% of MD5-hashed passwords could be cracked in under an hour with a single Nvidia RTX 5090, and 48% could be cracked in under a minute. "The bottom line is that passwords protected only by fast hashing algorithms such as MD5 are no longer safe if attackers obtain them in a data breach," reports The Register. From the report: Much of the reason password hashes have become so easy to crack is password predictability. Per Kaspersky, its analysis of more than 200 million exposed passwords revealed common patterns that attackers can use to optimize cracking algo…

Companies including Philips and Pandora say they plan to seek tariff reimbursements after the Supreme Court ruled Trump's sweeping duties illegal, with the U.S. potentially facing up to $175 billion in refunds. Many firms say tariffs hurt earnings, but CFO survey results suggest companies applying for refunds are unlikely to pass savings back to consumers through lower prices. CNBC reports: Companies across Europe are flagging disruption from tariffs as a factor contributing to a skewed earnings picture. "We will ask for a rebate of tariffs in line with the government policies," Roy Jakobs, CEO of healthtech firm Philips, told CNBC's "Squawk Box Europe" on Wednesday morning. "We have been s…

joshuark shares a report from Linux Magazine: Microsoft has issued a warning that a vulnerability with a CVSS score of 7.8 has been found in the Linux kernel. The vulnerability in question is tagged CVE-2026-31431 and, according to the Cybersecurity and Infrastructure Security Agency (CISA), "This Linux Kernel Incorrect Resource Transfer Between Spheres Vulnerability is a frequent attack vector for malicious cyber actors and poses significant risks to the federal enterprise." The distributions affected are Ubuntu, Red Hat, SUSE, Debian, Fedora, Arch Linux, and Amazon Linux. This could also affect any distribution based on those in the list, which means pretty much every Linux distro that is…

An anonymous reader quotes a report from Ars Technica: Wearables have really come full circle. The early Fitbits didn't have screens, but the move to smartwatches put a screen on everyone's wrist. Now, devices like Whoop and Hume are designed as data trackers first and foremost without so much as a clock. Google's newest wearable jumps on that trend: The Fitbit Air doesn't have a screen, but it does have a suite of health sensors that pipe data into the new Google Health app. And if you want, Google has a new AI-powered health coach in the app ready to tell you what that data means (maybe). The Fitbit Air itself is a small plastic puck about 1.4 inches long and 0.7 inches wide. It slots int…

A LinkedIn user in the EU is challenging Microsoft's refusal to provide a full list of profile visitors under GDPR Article 15, arguing that the data should be available for free because LinkedIn processes it and sells a more complete version to Premium users. Privacy group Noyb says the case could set a broader precedent over whether companies can monetize user-related data while denying access to the same data through GDPR requests. "Selling data to its own users is a popular practice among companies," Noyb data protection lawyer Martin Baumann said of the case. "In reality, however, people have the right to receive their own data free of charge." The Register reports: Take a look at the l…

Motherboard sales are sharply declining as AI demand drives shortages and price hikes for memory, storage, CPUs, and other PC components. "Because of this, users who don't have deep pockets are putting off upgrading their PCs and holding on to their current devices longer," reports Tom's Hardware. From the report: Asus, which sold 15 million motherboards in 2025, has only shipped a little more than 5 million in the first half of 2026. It's expected that the company will have to push hard for it to even move 10 million units by the end of the year, marking a 33% decrease in sales year-on-year. Gigabyte and MSI sold 11.5 million and 11 million motherboards last year, respectively. However, bo…

An anonymous reader quotes a report from Ars Technica: At its Code with Claude developer conference on Wednesday, Anthropic announced a deal with SpaceX to utilize the entire compute capacity of the latter's data center in Memphis, Tennessee. On stage at the conference, CEO Dario Amodei said the deal was intended to increase usage limits for Anthropic's Pro and Max plan subscribers. The announcement was accompanied by an increase in those usage limits; Anthropic doubled Claude Code's five-hour window limits for Pro and Max subscribers, removed the peak-hours limit reduction on Claude Code for those same accounts, and raised API limits for its Opus model. The table [here] outlining the Opus …

Mirnotoriety shares a report from The Telegraph: Richard Dawkins has said chatbots should be considered conscious (source paywalled; alternative source) after spending two days interacting with the Claude AI engine. The evolutionary biologist said he had the "overwhelming feeling" of talking to a human during conversations with Claude, and said it was hard not to treat the program as "a genuine friend." In an essay for Unherd, Prof Dawkins released transcripts that he said showed that the chatbot had mulled over its "inner life" and existence and seemed saddened by the knowledge it would soon "die." Prof Dawkins said he had let Claude read a draft of the novel he was writing and was astound…

NewtonsLaw writes: According to Realtor.com, a California startup called Span plans to partner with Nvidia, PulteGroup, and other homebuilders to equip new homes with mini-data centers, so as to relieve the need to build and power much larger traditional centers. The article states the company "can install 8,000 XFRA units about six times faster and at five times lower cost than the construction of a typical centralized 100 megawatt data center of the same size." Could this be the solution to at least some of the problems hindering the rollout of greater data-center capacity for AI systems? "One big reason the XFRA model works is that the average American home only uses about 40 percent of …

A small study found that a single 25mg dose of psilocybin produced measurable brain changes that were still visible a month later, along with reported improvements in psychological insight, wellbeing, and mental flexibility. The Guardian reports: Evidence for the changes came from specialized scans that measured the diffusion of water along nerve bundles in the brain. They suggested that some nerve tracts had become denser and more robust after the drug was taken. While the findings are preliminary, the scientists said the opposite was seen in ageing and dementia. "It's remarkable to see potential anatomical brain changes one month after a single dose of any drug," said Prof Robin Carhart-H…

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

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

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

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

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

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

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

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

grade.Outside of school, le…

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

Еще новинки самого лучшего в мире менеджера рецептов

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

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

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

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

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

Recipe …

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

I wrote a Sphinx extension to eliminate excessive links:

linklint. It started as a linter to check and modify

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

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

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

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

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

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

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

describing a function …

Рассказываю о новинках самого лучшего в мире менеджера рецептов

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

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

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

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

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

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

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

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

Я шарю скилл несколько раз, самое время кинуть в пост

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

Кидать референсы

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

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

Есть работа с текстом

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

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

Скилл и объяснение от опенаи

Human.json is a new

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

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

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

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

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

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

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

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

structured data to web pages:

tags are a…

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

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

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

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

Starting with pytest’s parametrize first).

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

data parameters.I’ve been working on a project

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

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

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

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

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

Игра, чтобы выучить свой район

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

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

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

I have a new small project: edtext provides text

selection and manipulation functions inspired by the classic ed

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

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

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

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

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

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

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

needed.The old function has 16 arg…

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

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

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

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

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

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

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

testing, and linked to pytest docs and a

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

pytest.raises as a context manager, and have

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

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

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

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

Промт

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

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

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

Тут я просил ш…

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

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

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

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

Согласитья на YOLO (You Only L…

На новогодние праздники вышли два больших апдейта recipe-scaler

Первый апдейт — публичный профиль и коллекции

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

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

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

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

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

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…

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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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Quinas Technology, a London-based DeepTech semiconductor startup developing memory technologies for AI, data centres, edge computing and advanced digital systems, has secured investment approval from Malta Government Venture Capital (MGVC).

The funding, the amount of which was not disclosed, is contingent on match financing and will support Quinas Technology’s expansion activities in Malta.

Quinas Technology was founded in 2023 as a spinout from Lancaster University’s Physics Department by James Ashforth‑Pook, Dr Peter Hodgson (CTO), and Prof. Manus Hayne.

Quinas Technology states that it is establishing a Maltese presence as part of a broader international growth strategy spanning the UK, …

Skeleton Technologies, a Tallinn-based AI infrastructure and grid power systems provider, today announced the first close of a larger funding round at €33 million.

Taavi Madiberk, CEO and co-founder of Skeleton Technologies, said, “As AI infrastructure continues to scale, reliable, high-performance power solutions have become critical.

We view Skeleton’s technology as a critical solution for enabling the next generation of AI infrastructure.

By backing Skeleton Technologies, we are connecting their breakthrough energy solutions with Taiwan’s robust AI data centre supply chain.

According to Skeleton, its solutions enable AI data centres to operate with higher reliability, improved energy eff…

CodeWords, a London-based AI agent platform that lets users run their business on autopilot, has raised a €7.6 million ($9 million) Seed round to fund the expansion of its go-to-market and engineering teams.

Founded by Aymeric Zhuo and Osman Ramadan, CodeWords builds Cody, an AI agent that learns about users’ businesses and acts before they ask.

According to the company, unlike most AI tools, CodeWords doesn’t wait to be told what to do.

At the core of the platform is Cody, CodeWords’ AI agent.

Cody learns continuously — so instead of starting from scratch every time, it’s already thinking about what you need next,” said Osman Ramadan, co-founder, CodeWords.

Pit, a Stockholm-based AI startup aiming to replace the patchwork of spreadsheets, inboxes, and rigid SaaS tools that run enterprise operations today, announced its public launch alongside €13.6 million ($16 million) in funding.

This enables teams to move faster, operate more efficiently, and scale without the constraints of legacy systems, says the company.

The company explains that its platform is built to transform a business need—covering operations, finance, and customer workflows—into fully deployed, governed software.

Explaining how it’s different from traditional low-code tools or AI copilots, Pit states that it outputs real software running real operations, not prototypes or experi…

OpsMill, a Paris-based infrastructure data management company, has raised €11.9 million ($14 million) in Series A funding to grow its engineering and product teams and continue developing data-centric AIOps solutions.

The company aims to transform fragmented IT data into a trusted foundation for AI and automation.

Julien-David Nitlech, Managing Partner, IRIS, said, “The race to adopt AI in enterprise infrastructure is real, but most organisations are trying to build on foundations that were never designed for it.

OpsMill is solving the problem that everyone else is working around: without clean, structured, trustworthy infrastructure data, AI-driven operations simply cannot function at scal…

Moonlight AI, a Swiss startup building image analysis software for clinical-grade diagnostics, has closed a €2.8 million ($3.3 million) Seed funding round.

Founded in 2022, Moonlight AI specialises in AI-driven diagnostics.

Moonlight AI claims to solve this by using computer vision to detect genomic biomarkers and complex disease signatures directly from routine imaging of blood and cytology smears.

Moonlight’s AI-based diagnostics software integrates with the diagnostic lab’s imaging hardware to complement and triage molecular testing.

Dr Stefan Habringer, Chief Medical Officer and co-founder of Moonlight AI, “The success of AI‑based diagnostics depends fundamentally on the quality and div…

With this acquisition, Laka aims to boost its presence in the UK bike dealer market.

Tobias Taupitz, CEO and co-founder of Laka, said, “This acquisition is a key milestone in our bike dealer strategy – and a clear signal that our M&A pipeline is now moving.

Laka’s main offering is collective-driven insurance, with its flagship product being bike, e-bike and e-cargo bike insurance, alongside other products such as personal liability, health and recovery, and solutions for commercial partners.

It follows the integration of three prior acquisitions: French e-bike insurance broker Cylantro (2023), CoverCloud’s UK bike insurance renewal rights (2024), and Luko’s e-scooter portfolio, acquired fro…

The company states that its software simulates 82 distinct waste materials through real separation equipment, compressing design cycles from roughly four months to a matter of days.

The company’s two main services are Humara Design and Humara Operate.

Humara Design focuses on physics-based plant design, providing features like mass balance, equipment sizing, scenario comparison, and deliverables that can be exported, all tailored for engineering teams.

We believe this team will set the operating standard for waste plants across Europe and beyond.”With the new funding, the company aims to expand Humara Design into more European and Latin American markets and waste streams.

It will also roll …

Davis, a Paris-based AI-native real estate company accelerating early-stage development and architectural design, today announced a €4.6 million ($5.5 million) pre-Seed round.

Alongside the funding, the company is also introducing Gaudi-1, its first model for generating architectural designs under real-world constraints.

“At the core of Davis’ technology is a new approach to generative modelling for the built environment.

The French startup is also introducing Gaudi-1, its first proprietary model for automated architectural generation under regulatory constraints.

It is also planning to expand research, accelerate hiring and continue to verticalise the real estate process.

QuantWare, a Delft-based industrial quantum processor company, today announced a €152 million ($178 million) Series B round following the announcement of VIO-40K, a quantum processor architecture for 10,000 qubits, 100x larger than the state of the art today.

This allegedly marks the largest private round raised by a dedicated quantum processor company to date.

“In superconducting quantum computing, scale is increasingly constrained by routing, packaging, and manufacturability – not just qubit design,” says Kike Miralles, Intel Capital.

Its proprietary VIO technology – a modular Quantum Processor Architecture – allows the creation of the world’s most powerful quantum processors that provide…

WaiV Robotics, a British maritime autonomous infrastructure developer, has raised €6.4 million ($7.5 million) in Seed funding as it emerges from stealth in order to introduce their fully automatic landing and takeoff platform designed to enable reliable VTOL (vertical take-off and landing) drone operations even in high sea states.

“For drones to become a reliable part of offshore operations, the missing piece isn’t the aircraft, it’s the infrastructure around it,” says Johnny Carni, Founder and CEO of WaiV Robotics.

WaiV Robotics’ Seed round sits within a 2026 dataset showing continued funding for European drone, robotics, autonomy and unmanned-systems companies, spanning maritime operation…

Lithosquare, a Paris-based startup that deploys Geology AI and geologist-led intelligence to amplify and accelerate the discovery of transition-critical minerals, has raised €21.3 million ($25 million) in fresh funding.

The company “radically” accelerates mineral exploration by combining foundational AI, geological expertise, and real-world data.

Mineral exploration today is still slow, highly manual, and has low success rates.

Unlike existing AI tools that apply pattern-recognition models to geological data, the platform leverages a deep understanding of metal deposit formation.

Lithosquare is not solving a niche geology problem: it’s removing a supply constraint that affects every sector …

DeepL, the German AI translation startup, is cutting around 250 staff, about a quarter of its headcount, saying it was moving to smaller teams so it is able to compete amid rapid AI advancements, its CEO said today.

Posting on LinkedIn, Jarek Kutylowksi, CEO and founder, said the cuts at DeepL, which employs over 1,000 people globally, were a “deliberate structural choice about how DeepL needs to operate to remain a global AI leader”.

Kutylowksi said he and his management team had been reviewing how DeepL could best operate as a global AI firm amid fast improvements in AI.

He added: "In practice, this means transforming how DeepL works from the inside out, with AI embedded into every layer …

Cultivated meat pioneer Meatly, Europe’s first company to sell cultivated meat, has today announced that it has raised £10.4 million in Series A funding.

Since launching in 2022, Meatly has solved the key technical cost challenges facing the cultivated meat industry, accelerating the path to scalable, affordable production.

In 2024, Meatly announced it had reduced the cost of its chemically defined protein-free medium to an industry-leading £0.22/l, and in 2025, announced it had reduced the cost of bioreactors by ~10x.

This new funding will enable Meatly to build a 20,000-litre bioreactor facility in London, which is the largest of its kind in Europe.

“Meatly has one focus: to make commerci…

French company Giskard is launching Giskard Guards, Europe's first independent sovereign guardrail platform for enterprise AI agents.

Well, simply put, AI agents are built on LLMs, and those models undergo training and reinforcement learning to make them helpful.

Further, many existing AI guardrails are ill-suited to the rise of chatbots and AI agents, as they were originally designed for social media moderation.

Even before today’s launch, the company's platform for testing enterprise AI agents was used by Mistral, Google DeepMind, BNP Paribas, AXA, Doctolib, among others.

“And depending on how the question is framed, the responses can become dangerous.”Further, conversational AI systems m…

In 2025, Europe’s healthtech ecosystem showed strong funding momentum, with capital concentrated in large rounds across biotech, medtech, digital health, and AI-enabled healthcare.

Switzerland also showed strong depth, particularly in biotech and medtech, while Germany, the Netherlands, France, Spain, and the Nordics remained important contributors.

By round type, the market was led by a mix of large growth rounds and strong Series A and Series B activity.

Overall, 2025 pointed to a maturing European healthtech market, where capital flowed to companies with clear clinical, technological, or commercial validation, while early-stage innovation remained active across a broad range of European …

The Series C funding round in Quantum Motion was co-led by US VC DCVC and Spanish deeptech investor Kembara with participation from British Business Bank and Firgun.

Quantum Motion, which has raised over $200m to date, said it’s now the UK’s best-funded quantum computing company.

The startup says that using silicon chips means it can build quantum computers more cheaply and more energy-efficiently than rivals.

A full-stack quantum computer includes all layers required to perform quantum computing, including a Quantum Processing Unit (QPU), a user interface, and a control stack compatible with standard quantum computing software.

Doctor James Palles-Dimmock, CEO of Quantum Motion, said: “Tod…

Invest Europe, the association representing Europe’s private equity, venture capital and infrastructure sectors, has released Investing in Europe: Private Equity Activity 2025, its annual report examining performance across the region.

Buyouts continued to drive activity, while venture investment showed signs of recovery, exceeding its longer-term average.

The report’s findings highlight a resilient private capital market, with both fundraising and investment reaching their second-highest levels on record.

Venture capital investment increased to €20 billion, 20 per cent above the five-year average.

Commenting on the findings, Eric de Montgolfier, CEO of Invest Europe, said:Private equity an…

Sweden Ballistics (SWEBAL), the Swedish defence manufacturing company driving domestic trinitrotoluene (TNT) production to strengthen NATO resilience, today announces a €30 million funding round to complete construction of its TNT manufacturing facility in Nora, Sweden.

SWEBAL is dedicated to strengthening NATO's resilience and enhancing European security through sustainable, large-scale ammunition production.

Founded in 2024, SWEBAL is committed to addressing supply chain challenges, including the limited production of critical materials like TNT.

Pär Svärdson, founder of Apotea, Sweden’s largest online pharmacy, and Adlibris, Sweden's largest online bookshop, is also an investor.

Accordin…

Ghent-based Tekst has closed an €11.5 million Series A led by US venture firm Elephant.

Tekst was founded in Ghent in 2022 by Wouter Janssen (CEO) and Tiebe Parmentier (CTO) and is taking aim at one of the biggest headaches in enterprise AI.

Where traditional tools optimise pieces of a process, Tekst goes after the whole thing — the messy, end-to-end work that runs the back office: quotes, orders, claims, customer service.

According to Wouter Janssen, CEO and co-founder of Tekst, the processes that actually run a business aren't written down anywhere.

Lead image: Tiebe Parmentier (left) and Wouter Janssen (right).

Sedivention, a Germany-based medtech startup, has raised €2.9 million in a seed funding round led by bmp Ventures alongside the IBG funds.

Additional investors include the strategic investment arm of a global medtech company, High-Tech Gründerfonds (HTGF), superangels, and Cambridge Ventures.

The company is developing a minimally invasive, one-time outpatient therapy for the treatment of obesity, a condition expected to affect more than one billion people globally in the coming years.

Existing treatment options, including bariatric surgery and drug therapies, remain limited due to their invasiveness, cost, or long-term dependency.

In the long term, Sedivention aims to replace highly invasiv…

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.