This document extends the MOQT Streaming Format (MSF) by registering the "m2ts" packaging value for carrying MPEG-2 Transport Stream and M2TS source packets over Media Over QUIC Transport.

It defines catalog fields for transport-stream track description and specifies receiver and relay behavior for joining, switching, and validating packetized streams.

¶This note is to be removed before publishing as an RFC.¶The latest revision of this draft can be found at https://mondain.github.io/msfts/draft-gregoire-moq-msfts.html.

Status information for this document may be found at https://datatracker.ietf.org/doc/draft-gregoire-moq-msfts/.¶Discussion of this document takes place on the Media Over QUI…

Then I was surprised by service asking to charge my card for the subscription instead of applying the credit card perk.

I logged into the bank's website and toggled the streaming subscription perk back and forth.

It sure feels like "set up the subscription" and "tear down the subscription" were not happening with the same timing guarantees, doesn't it?

However, the act of entering a new credit card appears to have erroneously triggered the "make a payment" flow, instead of applying the subscription perk.

The fact that the card on file was not the same card providing the subscription perk may have been a contributing factor.

This is Black Rock City, home to the infamous Burning Man event.

At the end, they're left with a remarkable accounting of what 70,000 people left behind: The MOOP Map.

The Burning Man 2025 MOOP MapIndicates effort and time spent on MOOP cleanup across Black Rock City.

"The MOOP Map is about shared responsibility in our use of the land," said DA.

The "MOOP Map shame thread" on Reddit calls out individual camps that perform poorly.

Thank you for visiting nature.com.

You are using a browser version with limited support for CSS.

To obtain the best experience, we recommend you use a more up to date browser (or turn off compatibility mode in Internet Explorer).

In the meantime, to ensure continued support, we are displaying the site without styles and JavaScript.

8 min readOn April 29, 2026, a Linux kernel local privilege escalation vulnerability was publicly disclosed under the name "Copy Fail" ( CVE-2026-31431 ).

Read on to learn how our preparedness paid off.ÂBackgroundOur Linux kernel release processCloudflare operates a global Linux server infrastructure at an immense scale, with datacenters located across 330 cities .

We maintain a custom Linux kernel build based on the community's Long-Term Support (LTS) versions to manage updates effectively at this volume.

Engineering a mitigation: Kernel engineers began building a runtime mitigation that would protect the fleet without breaking production services.

This will include looking into faster dep…

About the RoleOur users rely on reasoning systems enabled in large part by a metadata-enriched database and scalable backend, to trust the decisions AI makes to automate real work.

Of the 3 pillars we prioritize in our technical org for realizing agents (reasoning, database, and interface), you will work directly with the CTO to own the database.

In this role, you will:Architect backend services for scalable and reliable pre-processing of documents to be consumed by reasoning systems for more stochastic outputs.

Be responsible for the reliability of services in production and work directly via our PaaS layer on Kubernetes to manage zero downtime deployments.

Work directly with a team of cro…

This is what I call the upper middle class trap.

However, it has an unintended consequence–it makes the upper middle class trap even more solidified.

Escaping the TrapThe issue with the upper middle class trap is that it’s a collective action problem.

This is why the best way to escape the upper middle class trap is to stop participating in it altogether.

But there’s one part of the upper middle class trap that will be difficult to opt out of—AI.

Comments

By 7:00 AM ET, oil prices had fallen over -12% with these crude oil shorts gaining approximately +$125 million.

First, ask yourself what purpose is served by the oil futures market.

Unlike the prediction markets Polymarket and Kalshi, the oil futures market is not intended to be mainly a vehicle for gambling.

Thus the futures market lets both sellers and buyers of oil eliminate a major source of risk – fluctuations in the price of oil.

Now, insider trading of oil futures probably isn’t big enough to do critical damage to those markets.

Take a look at your LinkedIn profile, if you have one, and you'll see a space where you can look at profile viewers.

What a premium LinkedIn user sees when they look at their profile viewersNon-premium LinkedIn users, on the other hand, don't get nearly the same level of visibility on their profiles.

Clicking anything on the free user list redirects you to a LinkedIn premium signup page or search results for employees at one of the aforementioned companies.

"Selling data to its own users is a popular practice among companies," Noyb data protection lawyer Martin Baumann said of the case.

Were LinkedIn to argue that it had to protect the identities of people who visited a data subject's profi…

Comments

This one runs on less than 1 billion active parameters.

Less than 1B active parameters.

At 760M active parameters it’s running inference at a cost closer to a sub-1B dense model while drawing on the knowledge stored across 8.4B total parameters.

Those aren’t close races for a model running at 760M active parameters against one running at 6B active.

That’s a 760M active parameter model outperforming models with tens of billions of active parameters given enough thinking budget.

Comments

How to Make LLM Training Faster with Unsloth and NVIDIA May 6, 2026 May 6, 2026Authors: Daniel, Michael, Mathew and Datta, with help from NVIDIAFine-tuning is one of today's most computationally intensive workloads, and it continues to push hardware to its limits.

Unsloth works across the breadth of NVIDIA GPUs, from local RTX laptops to DGX Spark personal AI supercomputers.

To help developers get the most out of their GPUs, Unsloth has teamed up with NVIDIA to eliminate hidden bottlenecks that slow down training.

The forward pass benefits the most because that is where the same packed metadata is consumed repeatedly across many layers.

Let T_copy be the activation reload time and T_compute…

It's the test framework for the Agent Skills ecosystem, separated from any specific agent runtime so it works wherever your skills do.

Quickstartnpx agent-skills-eval ./skills \ --target gpt-4o-mini \ --judge gpt-4o-mini \ --baseline \ --strictThat's it.

Point it at a folder of skills, give it a target model and a judge model, and it produces a workspace with full artifacts and a static HTML report.

, model : "gpt-4o-mini" , providerName : "openai" , } ) ; const result = await evaluateSkills ( { root : "./skills" , workspace : "./agent-skills-workspace" , baseline : true , concurrency : 4 , workspaceLayout : "iteration" , strict : true , target : { model : provider .

model , provider } , ju…

File > New asks for a filename and creates it in the current project pane directory.

asks for a filename and creates it in the current project pane directory.

Project > New project opens the Cargo project dialog with parent directory, project name, and bin / lib selector.

opens the Cargo project dialog with parent directory, project name, and / selector.

Scroll inside the project, editor, or message pane to move through content.

The TD4 is a famous 4-bit CPU featured in the book How to Build a CPU by Kaoru Tonami.

Assembled TD4 CPU.

Functional TD4 CPU.

The TD4 is a hard-wired logic CPU, meaning it doesn't use a microprogram; every instruction is executed by direct electrical paths through the logic gates.

74HC161: Another 4-bit counter used for the Program Counter (PC).

Comments

Now we fix up some netboot templates so we can boot our installer & iSCSI.

#!ipxe set iscsi-server 192.168.50.167 set iscsi-target iqn.2026-05.xyz.716697.pve-vt:tank-debian-disk-12700k set initiator-iqn iqn.2026-05.xyz.716697.pve-vt:12700k set username myuser set password mypassword set reverse-username targetuser set reverse-password targetpassword sanboot iscsi: ${ iscsi -server } :::: ${ iscsi -target } || goto installer :installer imgfree kernel http:// ${ iscsi -server } /assets/debian13/linux initrd http:// ${ iscsi -server } /assets/debian13/initrd.gz imgargs linux root = /dev/ram0 initrd = initrd.gz vga = normal bootCreate the custom netboot.xyz entry.

/backstores/block> cd /iscsi /…

These ethics serve as a guiding compass for its design principles, co-creating a holistic framework for regenerative living.

Similarly, permacomputing is built upon 10 principles that encourage and raise awareness about more sustainable digital practices.

The following section explores the permacomputing principles, showing how and where to start.

These design principles are meant to not to be just technical guidelines but rather represent strategies for positive changes.

And just like we learn and expand concepts of permacomputing further, these principles will also continually be developed and refined.

🎉 FlowG v0.55.0 has been released, and with it a new shiny feature: VRL Log Splitting.

Until now, a transformer would take one log record as input and return one log record as output.

Sometimes one incoming log line actually contains several events (like in OpenTelemetry when batching multiple logs).

On the technical side of things, this feature introduce some foundational changes to how VRL programs are called by FlowG.

because I did not think it through) wrapped in a vrl::value::Value (the input for a VRL program)to a (why the intermediate step?

In its early days, the PHP project changed its licensing with some frequency: between 1995 and 2006, PHP changed licenses or modified the terms of its custom licenses seven times.

Then PHP 3, released in 1998, was shipped under a dual-license scheme; it was available under the GPLv2 and a new PHP License based on the Apache License 1.0.

Thus, the PHP project picked up the Zend license for code in the Zend directory of its source tree.

PHP 4.0 also dropped the GPLv2 altogether in favor of the PHP License version 2.02.

One might wonder about all of the individual contributors who had submitted code to PHP over the years: don't they also have to approve a license change?

IntroductionAt small scale, using Postgres as a job queue is totally fine, and I’d even say it’s the right call.

With SELECT ... FOR UPDATE SKIP LOCKED , users might think MultiXacts aren’t involved – after all, SKIP LOCKED is supposed to avoid contention.

I’ve seen systems where disabling autovacuum on the job queue table improved throughput in the short term.

But for teams already running Kafka for other reasons, adding a job queue topic is practically free.

Using it as a job queue is a perfectly valid choice when your scale is modest.

Comments

Step 2: Chuck a project up onto GitHub (if it’s actually up ).

Step 3: Have AI write a breathless blog post about your vibe-coded project.

Share blog post and repo to any subreddit and Slack group that you can find.

Think really hard about what you’ve created, and why you want to share it.

Has it got really good documentation?

Best score: 59%facebook/zstdZstandard - Fast real-time compression algorithmBest score: 69%facebookresearch/fastTextLibrary for fast text representation and classification.

Best score: 70%ast-grep/ast-grep⚡A CLI tool for code structural search, lint and rewriting.

Written in RustBest score: 12%cheat/cheatcheat allows you to create and view interactive cheatsheets on the command-line.

Best score: 86%TheZoraiz/ascii-image-converterA cross-platform command-line tool to convert images into ascii art and print them on the console.

Best score: 56%rvben/rumdlFast Markdown linter and formatter written in RustBest score: 41%sclevine/yjCLI - Convert between YAML, TOML, JSON, and HCL.

Comments

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.

May 5, 2026 23:28 CESTMay 5, 2026 21:28 UTCFrankfurt am Main, 5 May 2026 – DENIC eG is currently experiencing a disruption in its DNS service for .de domains.

As a result, all DNSSEC-signed .de domains are currently affected in their reachability.

DENIC’s technical teams are working intensively on analysis and on restoring stable operations as quickly as possible.

DENIC asks all affected parties for their understanding.

For further enquiries, DENIC can be contacted via the usual channels.

Generative AI can produce work that looks expert without being expert, and the failure arrives in two shapes.

The first is when novices in a field are able to produce work that resembles what their seniors produce, faster or more advanced than their judgment.

An NBER study of support agents [2] found generative AI boosted novice productivity by about a third while barely helping experts.

Generative AI and the market for creative content (Zou, Shi, & Wu, 2026).

Ten simple rules for optimal and careful use of generative AI in science (Helmy, Jin, et al., 2025).

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

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

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

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

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

Making your own programming language is easier than you think (but also harder)In mid-December last year I started making my own programming language.

I've analyzed a ton of options, and it just so happens that making a custom programming language is actually one of the simplest solutions.

ScopingAs you can see, the language uses indentation-based scoping, mostly so that the language feels somewhat like a scripting language and thus looks more friendly to newcomers.

Control flowThere are typical if-else statements likeif x < 10: x += 15 else if x > 20: x -= 5 else: x = 0and while loops:while x > 0: r *= x x -= 1There are no for loops, which I'll talk about a bit later.

Future plansThat's pr…

Terrence O'Brien / The Verge:

Spotify launches Save to Spotify, a command-line tool that allows AI agents to upload generated audio summaries and personal podcasts to a user's account — A new command-line tool lets AI agents save audio alongside your other podcasts. … Save to Spotify is a new command-line tool designed specifically …

Adamya Sharma / Android Authority:

Google rebrands Fitbit Premium as Google Health Premium, adding Gemini-powered coaching and other features, and raises its annual price from $79.99 to $99.99 — The rebranded service includes Gemini-powered coaching, adaptive fitness plans, deeper sleep insights, and more. — • — TL;DR

Cherlynn Low / Engadget:

Google launches the $100 Fitbit Air, a Whoop-like screenless wearable, with Gemini-powered features like Google Health Coach, available May 26 — The Whoop-like wearable that Google teased in March has just been unveiled. Called the Google Fitbit Air, it's a screenless device that you can put …

Amy Thomson / Bloomberg:

Cologne-based AI translation startup DeepL plans to cut ~25% of its workforce, or ~250 staff, saying adapting to AI “means fewer layers” and “faster decisions” — DeepL, the German startup building translation tools, announced plans to cut approximately 25% of its workforce …

Anna Heim / TechCrunch:

Khosla-backed robotics startup Genesis AI unveils GENE-26.5, its first model, which can control robotic hands that it designed in-house to do tasks like cooking — Genesis AI, a startup that raised a $105 million seed round to build foundational AI for robotics, has unveiled its first model …

Crystal Tse / Bloomberg:

Kraken parent Payward agrees to buy Hong Kong-based Reap, which connects financial systems with digital assets, for $600M, and issues stock at a $20B valuation — The owner of crypto exchange Kraken has agreed to pay $600 million for Reap Technologies, a stablecoin-oriented provider of cross-border and business payments services.

Michael J. de la Merced / New York Times:

Kalshi raised $1B led by Coatue at a $22B valuation, its third round in seven months after raising $1B and $300M+, and hits $178B in annualized trading volume — The platform for betting on sports, politics, the weather and more has raised $1 billion and sees big financial firms as a key source of growth.

Andy Greenberg / Wired:

Researchers: 5K+ web apps built using AI coding tools like Lovable, Base44, and Replit had little to no authentication, and ~40% of them exposed sensitive data — Companies like Lovable, Base44, Replit, and Netlify use AI to let anyone build a web app in seconds—and in thousands of cases …

Cheng Ting-Fang / Nikkei Asia:

MediaTek launches the first phase of its Taiwan data center, aimed at R&D, powered by Nvidia's B200 platform, and built on Nvidia's DGX SuperPOD infrastructure — MIAOLI, Taiwan — MediaTek, the world's leading mobile chip developer, is building Taiwan's most advanced AI data center …

Axios:

Anthropic's SpaceX deal helps it address a severe compute deficit and comes amid Elon Musk's OpenAI lawsuit; Grok never grew to utilize xAI's Colossus 1 — Elon Musk's surprise Anthropic deal allows him to accomplish two things at once: turn unused compute into revenue before an expected …

John R. Quain / New York Times:

How lidar and other tech developed for autonomous vehicles is now used in smart city systems, in-home elder care services, and major shipyards like Rotterdam — After a crush of promises in 2016 that autonomous cars would soon rule the road, companies whose tech underpinned them have shifted …

Kwanwoo Jun / Wall Street Journal:

Samsung says it is ceasing sales of TVs and appliances in China amid fierce competition from local brands; Samsung's TV and appliance unit lost ~$138M in 2025 — The company will continue to sell smartphones and computer chips in China — Samsung Electronics is ceasing sales of televisions …

Bloomberg:

UK-based Quantum Motion, which builds quantum computers on silicon chips, raised a $160M Series C; EU-backed growth fund Kembara made its first investment — Kembara, a technology growth fund backed by the European Union, made its first investment, supporting a British startup that builds quantum computers running on silicon chips.

Natallie Rocha / New York Times:

At Anthropic's developer conference, Dario Amodei says the company could grow by 80x in 2026, and its growth rate is “crazy” and “too hard to handle” — The chief executive, Dario Amodei, said the rapid growth had exponentially increased the start-up's need for more computing power.

Lauren Goode / Wired:

Elon Musk says he spent time with Anthropic “to understand what they do to ensure Claude is good for humanity”; Musk called Anthropic “evil” and “misanthropic” — In an unexpected turn, the two companies signed a deal for Anthropic to use computing resources from Elon Musk's xAI.

Brian Halligan / @bhalligan:

As founders race to make their companies “legible” to AI, they must keep the things that make them hard to copy “illegible”, or risk commoditizing their moat — The Case for Strategic Illegibilty

Adrià Calatayud / Wall Street Journal:

Swiss pharmaceutical group Roche agrees to acquire US-based PathAI, which makes AI diagnostic tools, for up to $1.05B, with $750M upfront, closing in H2 2026 — The pharma giant has agreed to pay $750 million upfront, with up to $300 million in additional payments subject to targets

Bloomberg:

Specialist chipmaker Silex raised ~$220M in a Stockholm IPO and jumps nearly 160% in trading, the strongest open for a sizable European IPO in almost five years — Silex Microsystems AB surged in its first day of trading on Nasdaq Stockholm after an initial public offering that raised …

Kate O'Keeffe / Bloomberg:

The Pentagon's mishandled blacklisting of Alibaba and Baidu in February shows how the Trump administration is often at odds with itself on how to approach China — A mishandled blacklisting of tech giants Alibaba and Baidu gives a rare window into an administration often at odds with itself on how to approach Beijing

Daniel Tudor / Financial Times:

Source: Samsung offered to allocate ~13% of operating profit to chip division staff; unions threaten an 18-day walkout, seeking a 15% share and a 7% wage hike — South Korean unions threaten strike action in battle for big bonuses and higher wages — Samsung Electronics is locked in a feud …

Naman Ramachandran / Variety:

Amazon plans to merge MX Player into Prime Video in India, combining free and paid streaming catalogs on a single platform over the next few months — Amazon MX Player is being absorbed into Prime Video, combining India's free and paid streaming catalogs under a single platform.

Sangmi Cha / Bloomberg:

Analysis: South Korea's equity market overtakes Canada's as the world's seventh largest, driven by Samsung and SK Hynix, whose stocks have more than doubled YTD — South Korea's equity market has overtaken Canada's as the world's seventh largest, propelled by insatiable demand for chips powering artificial intelligence.

Simon Sharwood / The Register:

Arm expects the AGI CPU, its own AI chip for data centers, to drive $2B in sales in FY2027 and FY2028, doubling its March 2026 sales guidance for the period — Someone other than Meta is buying $1bn of its new AGI chips — Chip design company Arm says the datacenter will soon be its biggest source of revenue.

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.

Awesome Codex SkillsA curated list of practical Codex skills for automating workflows across the Codex CLI and API.

ContentsWhat Are Codex Skills?

Codex skills are modular instruction bundles that tell Codex how to execute a task the way you want it done.

unslop - External repo: CLI and MCP server that removes AI writing patterns from text: tricolons, em-dash overuse, hedging stacks, and sycophancy openers.

Join the CommunityJoin our Discord - Chat with other developers building Codex skills.

pip install maigret maigret YOUR_USERNAMENo install?

Cloud ShellsRun Maigret in the browser via cloud shells or Jupyter notebooks:Local installation (pip)# install from pypi pip3 install maigret # usage maigret usernameFrom source# or clone and install manually git clone https://github.com/soxoj/maigret && cd maigret # build and install pip3 install .

UsageExamples# make HTML, PDF, and Xmind8 reports maigret user --html maigret user --pdf maigret user --xmind # Output not compatible with xmind 2022+ # machine-readable exports maigret user --json ndjson # newline-delimited JSON (also: --json simple) maigret user --csv maigret user --txt maigret user --graph # interactive D3 graph (HTML) # se…

pip install cua# Requires Python 3.11 or later from cua import Sandbox , Image # Same API regardless of OS or runtime async with Sandbox .

linux ()) as sb : # or .macos() .windows() .android() result = await sb .

screenshot () await sb .

click ( 100 , 200 ) await sb .

) await sb .

ML InternAn ML intern that autonomously researches, writes, and ships good quality ML related code using the Hugging Face ecosystem — with deep access to docs, papers, datasets, and cloud compute.

Quick StartInstallationgit clone [email protected]:huggingface/ml-intern.git cd ml-intern uv sync uv tool install -e .That's it.

UsageInteractive mode (start a chat session):ml-internHeadless mode (single prompt, auto-approve):ml-intern " fine-tune llama on my dataset "Options:ml-intern --model anthropic/claude-opus-4-6 " your prompt " ml-intern --model openai/gpt-5.5 " your prompt " ml-intern --max-iterations 100 " your prompt " ml-intern --no-stream " your prompt "Supported GatewaysML Intern curren…

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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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:

Humanities & Social Sciences Communications, a major journal in the Nature Portfolio, has retracted a paper that claimed AI had a positive impact on student learning.

The original paper, titled “ The effect of ChatGPT on students’ learning performance, learning perception, and higher-order thinking: insights from a meta-analysis ,” was originally published in May of last year by Jin Wang and Wenxiang Fan of the Hangzhou Normal University in China.

It is a meta-analysis, meaning it combines data from 51 research studies published between November 2022 and February 2025 on the effectiveness of ChatGPT in education.

The paper claimed it found that ChatGPT had a large or moderately positive imp…

Generative AI can produce work that looks expert without being expert, and the failure arrives in two shapes.

The first is when novices in a field are able to produce work that resembles what their seniors produce, faster or more advanced than their judgment.

An NBER study of support agents [2] found generative AI boosted novice productivity by about a third while barely helping experts.

Generative AI and the market for creative content (Zou, Shi, & Wu, 2026).

Ten simple rules for optimal and careful use of generative AI in science (Helmy, Jin, et al., 2025).

Lately, this blog has featured a lot of writing about agentic coding.

I’ve been keeping a running list of tips for agentic coding: guidelines or rules one might give to someone just getting started with Codex, Claude Code, Pi, or any other agent.

Below is my current list: 10 Lessons for Agentic Coding.

Of course, you want to iterate and compound your efforts, but cheap code means you can reconnoiter and reinvent in ways you never could.

Agentic code is “free as in puppies.” Support isn’t cheap and neither is security.

Short answer: yes—plain Docker Compose can still run real production workloads in 2026, but only if you handle the operational gaps it leaves yourself.

Docker Compose Orphan Containers and --remove-orphansRemove a service from docker-compose.yaml , run docker compose up -d , and the container you removed keeps running.

docker compose ps will not show it, because Compose only lists what is in the current file.

The fix is one flag:Terminal window docker compose up -d --remove-orphans docker compose down --remove-orphansThe flag tells Compose: any container that was once part of this project but is no longer in the file should be removed.

Updating Docker Compose Deployments Across Customer H…

Google Chrome is reaching into users' machines and writing a 4 GB on-device AI model file to disk without asking.

There is no checkbox in Chrome Settings labelled "download a 4 GB AI model".

The temp directory is com.google.Chrome.chrome_chrome_Unpacker_BeginUnzipping.5xzqPo - that prefix com.google.Chrome.chrome_chrome_* is the bundle ID and subprocess naming convention Google Chrome itself uses.

Google installs Chrome, then writes a 4 GB AI model under the user's profile directory without authorisation.

"Chrome would like to download a 4 GB AI model file to your device to power the following features.

Agent Skills is my attempt to make them not optional.

Review ( /review ) catches what slipped through.

Google’s testing philosophy is explicit that test code should read like a specification even at the cost of some duplication.

Google’s testing philosophy is explicit that test code should read like a specification even at the cost of some duplication.

This applies as much to onboarding guides and runbooks as it does to agent skills.

Cognitive Debt Hurts Developers, Not Just the SoftwareTechnical debt lives in the code.

Cognitive debt lives in people.

Cognitive Debt, Like Technical Debt, Must Be RepaidMartin Fowler notes that, like technical debt, cognitive debt must eventually be repaid.

“This Is Just Engineering”, But Incentives Are ChangingSeveral commenters, including Michael Würsch, argue that cognitive debt reflects a failure of good engineering discipline.

As AI is adopted by startups and large companies, the question becomes how teams will manage cognitive debt.

Hand‑drawn QR codes Seth Larson @ 2025-07-01I really like QR codes.

The smallest QR code (besides micro QR codes) is "version 1" which uses 21x21 pixels.

Version 1 QR codes can hold URLs up to 17 bytes long using the lowest data quality setting.

TIL that the "alphanumeric" character set for QR codes actually contains symbols for URLs like : and / .

Scanning the QR code was quite finicky because the paper was curling up off the flat surface.

Are people using AI, or is the organization learning from it?

In Making AI Work: Leadership, Lab, and Crowd, he makes the point that individual productivity gains from AI do not automatically become organizational gains.

The “messy middle” of AI adoption starts when AI use is everywhere, uneven, partially hidden, difficult to compare, and not yet connected to organizational learning.

But the interesting AI work does not wait for the next community meeting.

The useful question can’t be “who uses AI enough?” but: where did AI change the work in a way the organization can learn from?

Three Inverse Laws of AIBy Susam Pal on 12 Jan 2026IntroductionSince the launch of ChatGPT in November 2022, generative artificial intelligence (AI) chatbot services have become increasingly sophisticated and popular.

I will call them the Inverse Laws of Robotics.

But the particular ways in which they fail for fictional robots do not necessarily carry over to these inverse laws for humans.

However, these inverse laws are meant to guide the judgement and conduct of humans.

Inverse Laws of RoboticsHere are the three inverse laws of robotics:Humans must not anthropomorphise AI systems.

Color IntelligenceColor Harmony ExplorerDrag the wheel to any color and discover which hues master painters paired with it — drawn from thousands of real artworks.

What You'll BuildA working GPT model trained from scratch on your MacBook, capable of generating Shakespeare-like text.

By the end, you'll have a working model.py , train.py , and generate.py that you wrote yourself.

Tokenization: Characters vs BPEThis workshop uses character-level tokenization on Shakespeare.

BPE tokenization (GPT-2's 50k vocab) doesn't work on small datasets — most token bigrams are too rare for the model to learn patterns from.

Tokenizer Vocab Size Dataset Size Needed Character-level ~65 Small (Shakespeare, ~1MB) BPE (tiktoken) 50,257 Large (TinyStories+, 100MB+)Part 5 covers switching to BPE for larger datasets.

One issue I run into a lot in my frontend JS projects is that I don’t know how to write tests for them.

So a way to do frontend testing that I like has been on my wishlist for a long time.

I loved this post at the time, but it only talked about unit testing and I wanted to write end-to-end integration tests for my Vue components, and I didn’t know how to do that.

The first thing I needed to do was get my Vue components set up in the test environment.

So I wrote ~25 lines of SQL to set up some test data in my database, and added an endpoint to my dev server to run the SQL to reset the test data to a known state.

Changelog News!

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

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

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

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

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

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

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

Changelog News!

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

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

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Changelog News!

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

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

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

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

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

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

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

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

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

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

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

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

Changelog News!

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

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

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.

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.

Many users are reporting that Roku TVs get stuck in boot loops, show black screens, or are otherwise unusable.

Sony and Samsung both offer excellent home theater products, but consider these factors first.

The file is harmless and is used for the Gemini Nano on-device LLM.

Named weights.bin, the file is being downloaded deep within the user data folder of many Chrome users.

The file itself is related to Gemini Nano, which Google is using as the on-device AI model for Chrome users.

Since the file is downloaded again if you simply delete it, you'll have to take an extra step to get rid of it permanently.

Just forget about it, especially if you're keen to try on-device AI, and we'll see what the future holds for Gemini Nano.

Do you use Microsoft Edge to save and manage your website passwords?

A security researcher found that Edge stores your plaintext passwords in memory when you use the browser to manage them.

Dubbed EdgeSavedPasswordsDumper, the code demonstrates that any credentials stored by someone using the Microsoft Password Manager in Edge are saved in plaintext in the Edge process memory.

So far, this weakness appears to be specific to the Microsoft Password Manager used in Edge.

"Despite Edge being Chromium-based, none of the other Chromium-based browsers I have tested are using Microsoft Password Manager to store passwords and autofill data," said Rønning.

Toronto police said this is the "first known instance" of an SMS blaster being used in Canada.

If startup visibility, traction, and real deals matter, you should be on the TechCrunch Disrupt 2026 exhibit floor. Get your 6' exhibit table before your competitor does.

Skyroot's valuation has more than doubled since 2023 as the Indian rocket startup prepares for the country's first private orbital launch.

Two days left to save up to $410 on your pass, and get a second one at 50% off to TechCrunch Disrupt 2026. Offer ends May 8, 11:59 p.m. PT. Register now.

Moonshot's annualized recurring revenue topped $200 million in April, driven by rapid growth in paid subscriptions and API usage.

Users will be able to create a podcast from Codex or Claude Code and import it to Spotify

Spotify's AI DJ feature now supports French, German, Italian, and Brazilian Portuguese.

Earlier this week, five people who touch every layer of the AI supply chain sat down at the Milken Global Conference in Beverly Hills, where they talked with TechCrunch about everything from chip shortages to orbital data centers to the possibility that the whole architecture that undergirds the tech is wrong.

The investment comes as Pronto scales to 26,000 daily bookings and the market heads toward a potential $18 billion size.

Barry Diller defended OpenAI CEO Sam Altman, while warning that AGI remains an unpredictable force needing guardrails.

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…

Sam Altman's management style came under scrutiny on the seventh day of Elon Musk's high-stakes OpenAI trial, as former OpenAI figures Mira Murati, Shivon Zilis, and Helen Toner took the stand to testify about their experiences working with him. Their testimony resurfaced many of the criticisms that first emerged during Altman's brief ouster as CEO in 2023. An anonymous reader quotes a report from Business Insider: The first witness was Mira Murati, OpenAI's former chief technology officer and now founder of her own AI shop, Thinking Machines Lab. Jurors watched a recorded video deposition of Murati, who was also OpenAI's interim CEO after the board briefly ousted Sam Altman. Murati's testi…

Longtime Slashdot reader UnknowingFool writes: Security researcher Tom Joran Sonstebyseter Ronning has found that Microsoft Edge stores passwords in plaintext in RAM. After creating a password and storing it using Edge's password manager, Ronning found that he could dump the RAM and recover his password which was stored in plaintext. Part of the issue is Edge loads all passwords to all sites upon a single verification check, even if the user was not visiting a specific site. This is very different from Chrome, which only loads passwords for specific websites when challenged for the site's password. Also, Chrome will delete the password from memory once the password has been filled. Edge doe…

Google is updating AI Overviews and AI Mode to more prominently surface "Expert Advice" from public discussions, social platforms, forums, blogs, and Reddit. Engadget reports: Via a new "Expert Advice" section that can appear in AI responses, Google will display "a preview of perspectives from public online discussions, social media and other firsthand sources." In the sample screenshot the company provided, quotes from forums, WordPress blogs and Reddit were arranged above links to their respective sources. Google plans to add more context to these links, too, showing "a creator's name, handle or community name," so you can judge what you might want to click through and read from a glance.…

Valve has released CAD files for the new Steam Controller and its Puck under a Creative Commons license. "The idea is to let enterprising modders create their own Steam Controller add-ons, like skins, charging stands, grip extenders or smartphone mounts," reports Digital Foundry. From the report: The Valve release includes files for the external shell ("surface topology") of the Controller and Puck, with a .STP, .STL and engineering diagram of each device, with the latter showing areas that must remain uncovered to let the device maintain its signal strength and otherwise function as designed. Valve has previously released CAD files for its Steam Deck handheld, Valve Index VR suite and even…

Morgan Stanley is adding crypto trading to E*Trade, with a pilot now underway and a broader rollout planned for the platform's 8.6 million customers later this year. The bank is reportedly undercutting rivals with a 50-basis-point trading fee as it bets traditional finance and DeFi will converge. "By contrast, Robinhood Markets' (HOOD) fees start at 95 bps, Coinbase Global's (COIN) begins at 60 bps, and Charles Schwab (SCHW) will charge 75 bps," notes Seeking Alpha. Morgan Stanley's head of wealth management, Jed Finn, told Bloomberg: "This is much bigger than trading crypto at a cheaper rate. In a way, the strategy is disintermediating the disintermediators." Read more of this story at Sla…

An anonymous reader quotes a report from Ars Technica: At its Code with Claude developers' conference, Anthropic has introduced what it calls "dreaming" to Claude Managed Agents. Dreaming, in this case, is a process of going over recent events and identifying specific things that are worth storing in "memory" to inform future tasks and interactions. Dreaming is a feature that is currently in research preview and limited to Managed Agents on the Claude Platform. Managed Agents are a higher-level alternative to building directly on the Messages API that Anthropic describes as a "pre-built, configurable agent harness that runs in managed infrastructure." It's intended for situations where you …

jeditobe writes: Developers of ReactOS told Phoronix that the project has introduced a unified BootCD, replacing its previously separate installation media and LiveCD images. The new image combines the traditional text-mode installer with a LiveCD mode in a single medium. Within this unified BootCD, the updated LiveCD mode now includes an option to launch a first-stage GUI installer. The graphical interface is intended to make installation more approachable for new users compared to the long-standing text-based setup process. In a separate development, the project has also merged a new ATA storage driver that has been in progress since early 2024. The plug-and-play aware storage stack suppo…

Five major publishers and author Scott Turow have sued Meta and Mark Zuckerberg, alleging that Zuckerberg "personally authorized and actively encouraged" massive copyright infringement by using pirated books, journal articles, and web-scraped material to train Meta's Llama AI systems. Meta denies wrongdoing and says it will fight the case, arguing that courts have recognized AI training on copyrighted material as potentially fair use. Variety reports: "In their effort to win the AI 'arms race' and build a functional generative AI model, Defendants Meta and Zuckerberg followed their well-known motto: 'move fast and break things,'" the plaintiffs say in their lawsuit. "They first illegally to…

An anonymous reader quotes a report from Ars Technica: Silicon Valley investors such as Palantir co-founder Peter Thiel have bet hundreds of millions of dollars on deploying AI data centers powered by waves in the middle of the world's oceans -- a move that coincides with tech companies facing mounting challenges in building AI data center projects on land. The latest investment round of $140 million is intended to help the company Panthalassa complete a pilot manufacturing facility near Portland, Oregon, and speed up deployments of wave-riding "nodes" designed to generate electrical power, according to a May 4 press release. Instead of sending renewable energy to a land-based data center, …

Microsoft is winding down Xbox Copilot on mobile and ending development of Copilot on console, reversing plans to bring the gaming-focused AI assistant to current-generation Xbox consoles this year. "The move follows [new Xbox CEO Asha Sharma's] reorganization of the Xbox platform team earlier on Tuesday, which added executives from Microsoft's CoreAI team -- where Sharma worked before taking over Xbox -- to the Xbox side of the company," reports The Verge. Sharma said in a post on X: Xbox needs to move faster, deepen our connection with the community, and address friction for both players and developers. Today, we promoted leaders who helped build Xbox, while also bringing in new voices to…

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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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 …

profitize, a South Tyrolean startup offering an AI-powered financial planning and analysis platform for the hospitality industry, has closed a €1.4 million Seed funding round to expand its technology and enter new European markets.

“The hospitality industry works with enormous volumes of data, but often without the means to turn that data into informed decisions.

Headquartered in Bolzano, South Tyrol (Italy), profitize was founded in 2024 by Simon Falkensteiner and Michael Gorfer.

The platform integrates financial data from PMS, POS, accounting, HR, banking, and energy providers into a single interface.

Labour costs are rising, energy prices remain elevated, and there is less room for furth…

“Quantum computing is transitioning from a research-driven technology to an industrially usable infrastructure.

According to the company, for more than 20 years, researchers have been trying to develop scalable quantum computers that take advantage of quantum effects.

Thereby providing a path toward scalable quantum computers.

“Quantum computing is entering a crucial phase of industrialisation.

It employs more than 100 people and partners with leading European research and computing centres to advance the industrial use of quantum computing.

Elastics, a Warsaw-based startup building AI agents for prediction markets, has raised €1.7 million (€2 million) in oversubscribed pre-Seed funding to hire AI and quantitative talent in Poland. The funding round was led by French VC Frst, with participation from angels including Mati Staniszewski (co-founder and CEO of ElevenLabs), Piotr Dabkowski co-founder and CTO of […]

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Barocal, a Cambridge University spin-out commercialising efficient, refrigerant-gas-free cooling and heating technology, has raised a €8.5 million ($10 million) Seed round to accelerate development and scale its engineering team ahead of commercial deployment. Investors in the round included World Fund, Breakthrough Energy Discovery, Cambridge Enterprise Ventures and IP Group. The team will use the new […]

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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…

Stockholm-based Pit, an AI-native platform that replaces the patchwork of spreadsheets, inboxes, and rigid SaaS tools used in enterprise operations, has announced its public launch.

Pit positions itself as an “AI product team as a service,” enabling enterprises to build and run custom software tailored to their internal operations.

Unlike traditional low-code platforms or AI copilots, Pit delivers fully operational software systems rather than prototypes.

AI now enables companies to run on systems designed around their own workflows,said Adam Jafer, CEO and co-founder of Pit.

With the new funding, Pit plans to scale its platform and expand adoption among large enterprises seeking more flexi…

OpsMill, a Paris-based infrastructure data management company, has raised $14 million in a Series A funding round led by IRIS, with participation from BGV and existing investors Serena and Partech.

OpsMill addresses a core challenge in enterprise IT: fragmented and unreliable infrastructure data.

Its flagship product, Infrahub, is an open-source infrastructure data management platform built on a graph database with native version control.

OpsMill aims to provide a unified and trusted data layer to support safe, scalable automation across complex infrastructure environments.

With the new funding, OpsMill plans to further scale its platform and meet growing demand for AI-ready infrastructure …

London-based CodeWords, an AI automation platform, has raised $9 million in a seed round led by Visionaries, with participation from firstminute capital, Sequel, and Illusian.

CodeWords is built around Cody, an AI agent designed to learn how a business operates and proactively build and run automations across tools and workflows.

The company originally started as an AI research lab under the name Agemo, focusing on neurosymbolic reasoning.

Following early research recognition, the founders pivoted toward building a practical product aimed at simplifying automation for everyday business users.

With the new funding, CodeWords plans to scale its platform and further develop its AI agent, aimin…

ACRIOS Systems, a Czech technology company known for its large-scale smart metering deployments, built its custom development practice specifically to offer end-to-end solutions.

Commonly, hardware, firmware, and cloud layers are split among separate teams.

Hardware, firmware, antenna, or protocol issues often arise from split development.

That distinction shapes every architectural decision we make from day one," says Marek Novák, Chief Technology Officer at ACRIOS Systems.

About ACRIOS SystemsACRIOS Systems is a Czech technology company specialising in hardware and software development for smart metering, IoT, and energy management.

An AI consulting-cum-recruitment startup co-founded by a Google DeepMind scientist and a SoftBank executive has raised $22.75m, led by new investor Andreessen Horowitz.

The Series A founding round in Ethos also features participation from General Catalyst, Matt Miller's Evantic and trading firm XTX.

Ethos, based in London, leverages AI to help foundational AI labs, investment funds and corporates with recruiting experts in specific fields, for consulting and full-time roles.

The funding will be used to develop Ethos’s AI agent and expand its global network, while scaling partnerships with AI labs and enterprise clients, it said.

“AI is reshaping the labour market faster than our tools for v…

OpenTrade, a stablecoin yield infrastructure platform used by fintechs and exchanges, has raised $17 million in a strategic funding round led by Mercury Fund and Notion Capital, with participation from a16z Crypto, AlbionVC, and CMCC Global.

The raise comes as the global stablecoin market surpasses $300 billion in supply, driving demand for infrastructure that enables secure and scalable yield generation.

These capabilities enable asset issuers, non-custodial platforms, and treasuries to access diversified yield strategies without managing underlying operational complexity.

In parallel, Curation+ formalises its investment strategy services, combining regulated asset management oversight wit…

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.