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Killing the ISP Appliance: An eBPF/XDP Approach to Distributed BNGI used to work for an ISP startup that was building next-generation infrastructure.

This post explains the architecture and why I think it’s the future of ISP edge infrastructure.

The Problem: Centralised BNG is a BottleneckTraditional ISP architecture looks like this:Customer → ONT → OLT → [BNG Appliance] → Internet ↑ Single point of failure Expensive proprietary hardware All subscriber traffic flows through hereEvery subscriber’s traffic - DHCP, authentication, NAT, QoS - flows through a central BNG appliance.

The ArchitectureHere’s what I built:┌─────────────────────────────────────────────────────────────┐ │ CENTRAL (Kube…

Nobody likes lag, especially not developers.

There are three main concerns with running a coding agent sandbox.

Latency: also bad (>200ms)We had two glaring issues on the latency front:Every request makes an extra network hop.

For the agent messages, an extra 150ms isn’t the end of the world because LLM calls make up the lion’s share of the gap between messages.

It was about a 200ms lag between hitting a key and seeing the character in the terminal.

The ALU control circuitry, highlighted in red at the bottom of the chip, is the focus of this article.

If the microcode specifies an XI ALU operation, the hardware replaces it with the ALU operation specified in the instruction.

As a result, along with the six lookup table (LUT) control signals, the ALU also requires numerous control signals to adjust its behavior for specific instructions.

ALU control circuitry on the dieThe diagram below shows the components of the ALU control logic as they appear on the die.

If it's too much detail for you, you might prefer my overview of the 8086 ALU.

Gas Town is entirely vibecoded, hastily designed with off-the-cuff solutions, and inefficiently burning through thousands of dollars a month in API costs.

Welcome to Gas Town Steve YeggeYou should at least skim through Yegge’s original article before continuing to read my reflections.

Yegge also warned me not to seriously use Gas Town multiple times, in increasingly threatening typography.

If you try to make an agent design a visual diagram for you, it’s going to struggle.

Those people aren’t going to let you widly run Gas Town over projects without serious guardrails in place.

Aggregate logs from multiple processes in a single view.

Browser, terminal, or AI agents via MCP.

WalkthroughLearn what teemux is and how to use it

Breaking ILIAS #2: Three paths towards RCEWe describe three previously unknown vulnerabilities enabling remote code execution (RCE) in versions 8, 9, and 10 of the widely used learning management system ILIAS.

First, we discuss an unauthenticated RCE exploiting the course certification import functionality, which is often found in public spaces of ILIAS instances.

object_type is a short identifier representing the ILIAS object type, determined using the ref_id in the URL.

Authenticated RCE (CVE-2025-11345)File uploads during import in ILIAS are handled by several adapters defined for different import models in class.ilImport.php.

2025-07-24 : Discovered RCE #1 and #2: Discovered RCE #1 and …

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Growing up in the 90s and early 2000s, tech was a foundational part of my childhood.

Best Buy and RadioShack felt like amusement parks we’d visit without intention, ready to be drawn in by something new.

In the early 2000s, tech began a decades-long consolidation.

Objectively, this was an improvement—old VCR interfaces were awful, early MP3 players were clunky, GPS lacked real-time traffic data, and nothing talked to each other.

Antitrust pressure has slowed consolidation, opened app distribution, killed the anti-competitive iMessage and AirDrop moats, and made big tech cautious about horizontal expansion.

Waypoint-1: Real-time Interactive Video Diffusion from OverworldPublished January 20, 2026 Update on GitHubTry Out The ModelOverworld Stream: https://overworld.streamWhat is Waypoint-1?

Waypoint-1 is Overworld’s real-time-interactive video diffusion model, controllable and prompted via text, mouse, and keyboard.

The standard among existing world models has become taking pre-trained video models and fine-tuning them with brief and simplified control inputs.

Waypoint-1 was pre-trained via diffusion forcing, a technique with which the model learns to denoise future frames given past frames.

WorldEngine is Overworld’s high‑performance inference library for interactive world model streaming.

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Tesla has been convicted at least 18 times and ordered to pay more than £20,000 for repeatedly failing to co-operate with UK police forces.

The British arm of Elon Musk's electric car giant has faced multiple criminal court proceedings over the past two years linked to alleged road traffic offences.

Tesla offers its vehicles on long-term leases, and in such a scenario the leasing company is typically the registered keeper of the car.

Drivers of rented or company cars caught speeding have to be named before they can face prosecution and companies which fail to return paperwork to police can be prosecuted instead.

Both MIDI / USB-MIDI and CV can be used to externally control the knob parameters.

phase8 can be tempo synchronized to other devices over MIDI / USB-MIDI and Sync.

External MIDI devices can be used to trigger notes in the Acoustic Synth, and the sequencer can trigger notes in external MIDI instruments over MIDI / USB-MIDI.

These connectivity options allow many possibilities for phase8 to integrate into any creative setup.

Radicle is a sovereign {code forge} built on Git.

Get startedTo install Radicle, simply run the command below from your shell, or go to the download page.

Modular by DesignThe Radicle Stack comes with a CLI, web interface and TUI, that are backed by the Radicle Node and HTTP Daemon.

┌─────────────────┐┌────────────────┐ │ Radicle CLI ││ Radicle Web │ └─────────────────┘└────────────────┘ ┌───────────────────────────────────┐ │ Radicle Repository │ │ ┌──…

tinyapps.org / blogTL;DR: Since at least February 2020, Microsoft's Autodiscover service has incorrectly routed the IANA-reserved example.com to Sumitomo Electric Industries' mail servers at sei.co.jp, potentially sending test credentials there.

ProblemWhile setting up [email protected] as a dummy account in Outlook (on both Windows and macOS), Outlook consistently auto-configured it to use imapgms.jnet.sei.co.jp (IMAP) and smtpgms.jnet.sei.co.jp (SMTP) despite example.com being an IANA-reserved domain that should not resolve to real services.

The same behavior appeared on different machines, profiles, networks, and DNS resolvers, including a newly provisioned Windows 365 Cloud PC:Your web …

Time tracking appsA time tracking app is an application that helps users track how much time was spent on which task or project.

How we tracked shadow fleet tankers passing through the English ChannelKayleen Devlin and Barbara MetzlerBBC VerifyBBC Verify has been investigating how many Russian “shadow fleet” oil tankers have passed through the English Channel this month after the UK government said it had identified a legal way to intercept them.

Estimates vary, but the shadow fleet refers to hundreds of tankers that use deceptive practices like concealing their origin or ownership to transport sanctioned oil from countries including Russia, Iran and Venezuela.

The UK has sanctioned more than 500 Russia-linked shadow fleet tankers.

Between 11 and 22 January, we tracked 42 UK-sanctioned vessels transiting the Engl…

The problem is that Docker the technology became so successful that Docker the company struggled to monetize it.

Docker Model Runner entered the scene, positioning Docker as a platform for running AI models.

The Hardened Images MoveSuddenly, Docker moved into the hardened images space.

In December 2025, Docker made over 1,000 Docker Hardened Images free and open source under Apache 2.0, reducing vulnerabilities by up to 95% compared to traditional images.

Docker containers will continue to work, and the open source nature of Docker means the technology will persist regardless of what happens to the company.

It’s possible for users to store those keys on a device they own, but Microsoft also recommends BitLocker users store their keys on its servers for convenience.

In the Guam case, it handed over the encryption keys to investigators.

Law enforcement regularly asks tech giants to provide encryption keys, implement backdoor access or weaken their security in other ways.

Neither are reported to have turned over encryption keys of any kind in the past.

Without the encryption keys from Microsoft, the FBI would’ve struggled to get any useful data from the computers.

While the non-decaying tukdam body signifies the presence of consciousness for Tibetans, this is not obvious from a biophysical scientific perspective.

The only first kindergarten step is really to say: Is there a difference between a gross mind and a subtle mind?

As is the case with science, it is not obvious to all Buddhist traditions that a non-decomposing body proves the presence of consciousness.

For Tibetans, final death occurs when the mind leaves the body, which could be weeks after clinical death in cases of tukdam,or hours to days for “normal” deaths.

But for Tibetan Buddhists, there is presence, or mind, in death.

You can keep your bank account after you deregister your address and leave Germany.

If you have a blocked account, you can close it after you leave Germany.

TaxesIncome taxUsually, when you leave Germany, you stop paying income tax in Germany.

or you leave Germany for non-temporary reasonsFor example, if you permanently move to Canada.

“Non-temporary reasons” usually means that you quit your job, move out of your apartment, deregister your address, and leave Germany.

MCP Server for AI Agentsteemux includes a built-in Model Context Protocol (MCP) server that enables AI agents to programmatically access logs in your development environment.

The MCP server runs on the same port as the HTTP server at /mcp and provides these tools:Tool Description Parameters get_logs Get recent logs from buffer limit?

clear_logs Clear the log buffer none get_process_names List all process names that have logged noneConfiguring your AI agentAdd teemux as an MCP server in your AI tool's configuration.

The name combines tee (the Unix command that duplicates output) and mux (multiplexer) – it multiplexes multiple log streams into one.

Leader Election: If the leader process exits…

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

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

Cartesian expansion, also known as brace expansion, is an incredibly powerful feature of most unixy shells, but despite being fundamentally simple and incredibly empowering, it’s been traditionally relegated to the dark and shadowy corners of command line hacking, employed only by greybeards looking to avoid repeating themselves at any cost.

And, boy, does it really cut down on repetition.

Alas, the one issue with Cartesian/brace expansion is that it isn’t formalized in the posix sh spec, meaning you can’t use it in truly portable shell scripts or with a #!/bin/sh shebang.

But fret not, because you can still accomplish the same thing with another feature: subshell output interpolation.

So k…

Achieving a 0-CVE OS for VMs: The End of Traditional PatchingPosted on January 21, 2026 • 5 minutes • 1058 wordsNote: When I talk about 0-CVE, I mean zero known CVEs.

While that solved our container security story, it left a glaring gap: our VM workloads.

Back in 2024, when I first learned about RHEL image mode (also known as RHEL bootable container) at Red Hat Summit, I knew this was the missing piece.

RHEL image mode checked all my boxesRHEL image mode checked all my boxes.

RHEL image mode is definitely worth exploringIf you’re wrestling with VM patching and security, RHEL image mode is definitely worth a look.

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HDR YouTube video clip I used for testingLast year brought a wealth of new features and fixes to Firefox on Linux.

Besides numerous improvements and bug fixes, I want to highlight some major achievements: HDR video playback support, reworked rendering for fractionally scaled displays, and asynchronous rendering implementation.

I also received valuable feedback from AMD engineers who suggested various improvements to HDR playback.

The basic HDR rendering implementation is complete, and we’re now in the testing and bug-fixing phase.

And there are even more challenges waiting for us Firefox Linux hackers:Wayland session restore (session-restore-v1) to restore Firefox windows to the correct wor…

Println ( "total =" , total ) }total = 11Go's interfaces are structural, which is similar to duck typing.

total += work ( z ) total += work ( z ) fmt .

Println ( "total =" , total ) }total = 16Traits in RustA trait in Rust is also a way to define a contract for certain behavior.

( "total = {} " , total ); }total = 16Either way, whether it's Go or Rust, the caller only cares about the contract (defined as an interface or trait), not the specific implementation.

Println ( "total =" , z . total ) }total = 16Let's see how we can do this in C!

While one could go and rewrite these libraries in Swift, usually there is no need, because Swift provides direct interoperability with C. With a little setup, you can directly use existing C libraries from your Swift code.

In this post, I’m going to use these annotations to improve how Swift interacts with the WebGPU C code.

You can create a module map for the WebGPU header by writing the following to a file module.modulemap :module WebGPU { header "webgpu.h" export * }The easiest thing to do is to put module.modulemap alongside the header itself.

The resulting API notes are in WebGPU.apinotes, and the generated Swift interface after these API notes are applied is here.

A better approach fo…

The problem is that Docker the technology became so successful that Docker the company struggled to monetize it.

Docker Model Runner entered the scene, positioning Docker as a platform for running AI models.

The Hardened Images MoveSuddenly, Docker moved into the hardened images space.

In December 2025, Docker made over 1,000 Docker Hardened Images free and open source under Apache 2.0, reducing vulnerabilities by up to 95% compared to traditional images.

Docker containers will continue to work, and the open source nature of Docker means the technology will persist regardless of what happens to the company.

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GNU Guix 1.5.0 releasedNoé Lopez — January 23, 2026We are pleased to announce the release of GNU Guix version 1.5.0!

They are also collaborating with the Free Silicon Foundation (F-Si) to push free software in the EDA space!

This “rootless” mode is now the default when installing Guix 1.5.0 on distros other than Guix System; on Guix System, it currently has to be explicitly enabled by setting (privileged?

Existing installation on distros other than Guix System can also be migrated to “rootless”.

AcknowledgmentsFor the release, thanks to all the release team members: Rutherther, Rodion Goritskov, Efraim Flashner, and Noé Lopez.

Ivan Mehta / TechCrunch:

Meta says it is pausing teens' access to its AI characters globally across all its apps as it develops a special version of an AI character for teens — Meta today said that it is pausing teens' access to its AI characters globally across all its apps. The company mentioned that it is not abandoning …

Tamara Djurickovic / Tech.eu:

Mews, which makes AI-powered hospitality management software, raised a $300M Series D led by EQT Growth at a $2.5B valuation — The $300M Series D round will support Mews in scaling its AI-driven hospitality platform, expanding fintech capabilities, and accelerating growth across North America, Europe, and new markets.

Allie Garfinkle / Fortune:

Cubby, which makes software for self-storage operators, raised a $63M Series A led by Growth Equity at Goldman Sachs Alternatives — Senior Finance Reporter And Author Of Term Sheet — Wild things happen in the self-storage business. — In 2023, Matt Engfer was at back-to-back lien auctions in Texas.

Maxwell Zeff / Wired:

Source: by the end of 2025, Claude Code's ARR had grown by at least another $100M from the $1B announced in November, making up 12% of Anthropic's total ARR — WIRED spoke with Boris Cherny, head of Claude Code, about how the viral coding tool is changing the way Anthropic works.

Financial Times:

Sources: Ledger is working with banks on a US IPO that could value the French cryptocurrency company at more than $4B; it was valued at $1.5B in 2023 — French group enjoys record year as more investors seek protection from hacking — Ledger has tapped bankers for an initial public offering …

Lucinda Shen / Axios:

Booz Allen Hamilton commits $400M to a16z's newest set of funds, for which a16z raised $15B+ in January; this is Booz Allen's first LP stake in any VC fund — Defense contractor Booz Allen Hamilton said Friday it is committing $400 million into Andreessen Horowitz's most recent set of funds.

Suvashree Ghosh / Bloomberg:

R&D firm Merkle, which sold Farcaster, says it plans to repay VCs the $180M they invested in the social media project, and says Farcaster is not shutting down — The software firm behind a crypto-oriented social-media platform plans to repay venture capitalists the $180 million …

Bloomberg:

Sources: China has told Alibaba, Tencent, and ByteDance that they can prepare orders for Nvidia's H200 chips, suggesting Beijing is close to approving imports — Chinese officials have told the country's largest tech firms including Alibaba Group Holding Ltd. they can prepare orders …

Meaghan Tobin / New York Times:

How Chinese tech companies navigate geopolitical tensions: TikTok and Manus adopted a “China shedding” strategy, while Shein and Meituan seek non-US growth — Chinese firms must contend with geopolitical tensions and mistrust to do business in the United States.

Bloomberg:

Sources: UBS plans to make cryptocurrency investing available for some private banking clients in Switzerland, starting with bitcoin and ether — UBS Group AG plans to make cryptocurrency investing available for some private banking clients, in what could become a significant move …

Min-Jeong Lee / Bloomberg:

Google invests an undisclosed sum in Sakana AI, valued at $2.6B in November 2025, to boost Gemini's presence in Japan; Sakana AI gains access to Google's LLMs — Google joined Japanese startup Sakana AI's roster of backers in a move that bolsters chatbot Gemini's presence in a country eager …

Anisah Shukry / Bloomberg:

Malaysia lifted its temporary ban on Elon Musk's Grok AI chatbot after xAI added safety measures; Grok remains subject to continuous monitoring by authorities — Malaysia lifted its temporary ban on Elon Musk's Grok artificial intelligence chatbot after the company behind it added safety measures …

Anthropic:

Anthropic details how it had to redesign its take-home test for hiring performance engineers as Claude kept defeating it, and releases the original test — What we learned from three iterations of a performance engineering take-home that Claude keeps beating.

Financial Times:

Sources: Revolut scrapped plans to buy a US lender and will instead apply for a US banking license, betting Trump's lighter touch on approvals will be faster — UK-headquartered fintech had hoped to secure a banking charter through buying an American lender — Stephen Morris in Davos and Laith Al-Khalaf in London

Isabelle Bousquette / Wall Street Journal:

How Anthropic, OpenAI, and Google are testing AI models by having them play Pokémon Blue on Twitch to track a model's ability to reason and make decisions — Nintendo's original Pokémon games are becoming a popular and strangely effective way to test and benchmark new artificial-intelligence models.

The Economic Times:

Bengaluru-based digital payments startup Juspay raised $50M, in a mix of primary and secondary investments, from WestBridge Capital at a $1.2B valuation — Founded in 2012, Bengaluru-based Juspay powers payment systems for major global brands such as Amazon, Flipkart, Google, IndiGo, and Swiggy.

Lee Chong Ming / Business Insider:

Sam Altman says OpenAI added more than $1B in annual recurring revenue in the past month “just from our API business” — - OpenAI has made more than $1 billion a month from something other than ChatGPT. — That revenue comes “just from our API business,” Sam Altman said.

Jim Secreto / Financial Times:

The US' TikTok deal is a win for ByteDance: it will keep and license the algorithm instead of selling it, and continue to run TikTok's commercial activities — Washington's compromise has stabilised one of Beijing's most important technology companies

Reuters:

Intel says it struggled to satisfy demand for its server chips used in AI data centers, and forecasts Q1 2026 revenue and profit below market estimates — Intel (INTC.O) said on Thursday it struggled to satisfy demand for its server chips used in AI data centers, and forecast quarterly revenue …

Financial Times:

Sources: China's review of Meta's Manus deal was spurred by what officials called “selling young crops”, a concern over cross-border transfer of emerging tech — Senior leadership ordered assessment of whether purchase risks losing cutting-edge technology

Financial Times:

Netflix co-CEO Greg Peters expects Netflix to win WBD, says Paramount's bid “doesn't pass the sniff test” and a “very small” number of WBD holders backed it — Co-chief Greg Peters says Netflix is winning Warner Bros shareholder support for a deal that would upend Hollywood

Bloomberg:

Sources: Fei-Fei Li's World Labs is in discussions with investors to raise hundreds of millions at a valuation of $5B; World Labs was last valued at $1B in 2024 — Artificial intelligence pioneer Fei-Fei Li has had discussions with investors to raise hundreds of millions in funding for her startup …

Kyle Baird / The Block:

BitGo closed up ~2.7% at $18.49 per share in its NYSE debut on Thursday which saw shares jump as much as 36% intraday, after raising $212.8M in its IPO — Partner offers — Quick Take — Investors briefly bid shares well above the IPO price before the market snapped back near the $18 offering level.

Financial Times:

TikTok's new majority US-owned JV includes investors Oracle, Silver Lake, and Abu Dhabi's MGX, each holding 15%, and Dell Family Office; ByteDance retains 19.9% — Video app launches US joint venture with American investors to enact deal criticised by China hawks

Jonathan Vanian / CNBC:

Adam Presser, previously TikTok's head of operations and trust and safety, will be the CEO of TikTok USDS Joint Venture; TikTok CEO Shou Chew will be a director — TikTok said Thursday that it formed a joint venture that will keep the video-sharing app operating in the United States.

Sara Fischer / Axios:

Source: the TikTok US deal values it at just around $14B; TikTok's US entity makes roughly $14B annually in advertising revenues alone, per analyst estimates — TikTok on Thursday closed a deal to divest its U.S. entity to a joint venture controlled by American investors …

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

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NeuTTSHuggingFace 🤗:NeuTTS-Nano-V4.mp4Created by Neuphonic - building faster, smaller, on-device voice AIState-of-the-art Voice AI has been locked behind web APIs for too long.

NeuTTS is a collection of open source, on-device, TTS speech language models with instant voice cloning.

\ --ref_audio samples/jo.wav \ --ref_text samples/jo.txtTo specify a particular model repo for the backbone or codec, add the --backbone argument.

One-Code Block Usagefrom neutts import NeuTTS import soundfile as sf tts = NeuTTS ( backbone_repo = "neuphonic/neutts-nano" , # or 'neutts-nano-q4-gguf' with llama-cpp-python installed backbone_device = "cpu" , codec_repo = "neuphonic/neucodec" , codec_device = "cpu" ) …

Ultralytics creates cutting-edge, state-of-the-art (SOTA) YOLO models built on years of foundational research in computer vision and AI.

Usage CLI You can use Ultralytics YOLO directly from the Command Line Interface (CLI) with the yolo command: # Predict using a pretrained YOLO model (e.g., YOLO26n) on an image yolo predict model=yolo26n.pt source= ' https://ultralytics.com/images/bus.jpg ' The yolo command supports various tasks and modes, accepting additional arguments like imgsz=640 .

Python Ultralytics YOLO can also be integrated directly into your Python projects.

It accepts the same configuration arguments as the CLI: from ultralytics import YOLO # Load a pretrained YOLO26n model mod…

HandyA free, open source, and extensible speech-to-text application that works completely offline.

Handy is a cross-platform desktop application built with Tauri (Rust + React/TypeScript) that provides simple, privacy-focused speech transcription.

Press a shortcut, speak, and have your words appear in any text field—all without sending your voice to the cloud.

Handy was created to fill the gap for a truly open source, extensible speech-to-text tool.

When the overlay is visible it can steal focus, which prevents Handy from pasting back into the application that triggered transcription.

Prowler is the Open Cloud Security platform trusted by thousands to automate security and compliance in any cloud environment.

DescriptionProwler is the world’s most widely used open-source cloud security platform that automates security and compliance across any cloud environment.

Provider Checks Services Compliance Frameworks Categories Support Interface AWS 584 85 40 17 Official UI, API, CLI GCP 89 17 14 5 Official UI, API, CLI Azure 169 22 15 8 Official UI, API, CLI Kubernetes 84 7 6 9 Official UI, API, CLI GitHub 20 2 1 2 Official UI, API, CLI M365 70 7 3 2 Official UI, API, CLI OCI 52 15 1 12 Official UI, API, CLI Alibaba Cloud 63 10 1 9 Official CLI IaC See trivy docs.

N/A N/A N/A Of…

Eigent: The Open Source Cowork Desktop to Unlock Your Exceptional ProductivityEigent is the open source cowork desktop application, empowering you to build, manage, and deploy a custom AI workforce that can turn your most complex workflows into automated tasks.

Generate Q2 Report from CSV Bank Data Replay ▶️Prompt: Please help me prepare a Q2 financial statement based on my bank ...

Identify Duplicate Files in Downloads Replay ▶️Prompt: I have a folder named mydocs inside my Documents directory ...

Add Signature to PDF Replay ▶️Prompt: Please add this signature image to the Signature Areas in the PDF ...

📄 Open Source LicenseThis repository is licensed under the Apache License 2.0.

bitchatA decentralized peer-to-peer messaging app with dual transport architecture: local Bluetooth mesh networks for offline communication and internet-based Nostr protocol for global reach.

No accounts, no phone numbers, no central servers.

bitchat.free📲 App StoreLicenseThis project is released into the public domain.

group.chat.bitchat.ABC123 )Option 2: Using justbrew install justWant to try this on macos: just run will set it up and run from source.

Run just clean afterwards to restore things to original state for mobile app building and development.

Awesome Claude SkillsA curated list of practical Claude Skills for enhancing productivity across Claude.ai, Claude Code, and the Claude API.

Claude Skills are customizable workflows that teach Claude how to perform specific tasks according to your unique requirements.

Using Skills in Claude CodePlace the skill in ~/.config/claude-code/skills/ : mkdir -p ~ /.config/claude-code/skills/ cp -r skill-name ~ /.config/claude-code/skills/ Verify skill metadata: head ~ /.config/claude-code/skills/skill-name/SKILL.md Start Claude Code: claude The skill loads automatically and activates when relevant.

Using Skills via APIUse the Claude Skills API to programmatically load and manage skills:import anthr…

📋 Senior Project Management ExpertStatus: ✅ Production Ready | Version: 1.0Strategic project management for software, SaaS, and digital applications.

🏗️ Senior Software ArchitectStatus: ✅ Production Ready | Version: 1.0System architecture design, technology stack decisions, and architecture documentation.

📋 Senior Regulatory Affairs Manager (Head of RA)Status: ✅ Production Ready | Version: 1.0Strategic regulatory leadership and cross-functional coordination for market access.

Optional dependencies:pip install pyyaml # For future featuresVerify Installation# Test marketing skills python marketing-skill/content-creator/scripts/brand_voice_analyzer.py --help python marketing-skill/content-crea…

What is Puck?

Puck is a modular, open-source visual editor for React.js.

You can use Puck to build custom drag-and-drop experiences with your own application and React components.

Because Puck is just a React component, it plays well with all React.js environments, including Next.js.

Puck is also licensed under MIT, making it suitable for both internal systems and commercial applications.

BlenderMCP - Blender Model Context Protocol IntegrationBlenderMCP connects Blender to Claude AI through the Model Context Protocol (MCP), allowing Claude to directly interact with and control Blender.

This integration enables prompt assisted 3D modeling, scene creation, and manipulation.

TroubleshootingConnection issues : Make sure the Blender addon server is running, and the MCP server is configured on Claude, DO NOT run the uvx command in the terminal.

: Make sure the Blender addon server is running, and the MCP server is configured on Claude, DO NOT run the uvx command in the terminal.

tool allows running arbitrary Python code in Blender, which can be powerful but potentially dangerous.

🚀 Cowork with Your AI, Gemini CLI, Claude Code, Codex, Qwen Code, Goose CLI, Auggie, and moreUser-friendly | Visual graphical interface | Multi-model support | Local data securityEnglish | 简体中文 | 繁體中文 | 日本語 | 한국어 | Español | Português | Official Website | Twitter💬 Community: Discord (English) | 微信 (中文群)📋 Quick Navigation✨ What Can AionUi Do?

Securely control local Gemini CLI, Claude Code, Codex, and other tools, data never leaves your device# Basic startup AionUi --webui # Remote access (accessible from other devices on the local network) AionUi --webui --remote💡 Need detailed configuration guide?

It's your best graphical choice for exploring office automation workflows and enhancing your e…

X's Recommendation AlgorithmX's Recommendation Algorithm is a set of services and jobs that are responsible for serving feeds of posts and other content across all X product surfaces (e.g.

real-graph Model to predict the likelihood of an X User interacting with another User.

tweepcred Page-Rank algorithm for calculating X User reputation.

representation-scorer Compute scores between pairs of entities (Users, Posts, etc.)

heavy-ranker Neural network for ranking candidate posts.

Data Engineering Zoomcamp: A Free 9-Week Course on Data Engineering FundamentalsMaster the fundamentals of data engineering by building an end-to-end data pipeline from scratch.

The Data Engineering Zoomcamp gave me skills that helped me land my first tech job.

— Siddhartha Gogoi (Source)Such a fun deep dive into data engineering, cloud automation, and orchestration.

— Wady Osama (Source)Community & SupportGetting Help on SlackJoin the #course-data-engineering channel on DataTalks.Club Slack for discussions, troubleshooting, and networking.

Website • Join Slack Community • Newsletter • Upcoming Events • YouTube • GitHub • LinkedIn • TwitterAll the activity at DataTalks.Club mainly happens o…

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

It performs analysis using task planning, self-reflection, and real-time market data.

Think Claude Code, but built specifically for financial research.

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.

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Over the past month and a half of occupation, volunteers in the Twin Cities have continuously updated their rapid response model, arriving at a dynamic and resilient system.

Since then, the Twin Cities have become cities under siege, unrecognizable to many residents.

The Twin Cities Model: Don’t Copy It, Learn from ItWhat sets apart the Twin Cities rapid response network and its surrounding ecosystem is not strict adherence to a particular structure.

They know how ICE agents deploy, where ICE agents stage, how ICE agents dress, drive, and react.

This report was submitted by visitors to the Twin Cities, who were kindly welcomed into the network for a few short days.

Prime Minister Mark Carney gave a forceful speech Tuesday at the World Economic Forum in Davos, Switzerland, on the “new world order” and how middle powers like Canada can benefit by working together.

Get breaking National news For news impacting Canada and around the world, sign up for breaking news alerts delivered directly to you when they happen.

They’ll buy insurance, increase options in order to rebuild sovereignty — sovereignty that was once grounded in rules but will increasingly be anchored in the ability to withstand pressure.

Story continues below advertisementThe question for middle powers like Canada is not whether to adapt to the new reality — we must.

Our view is the middle p…

Authority used to be the organizing principle of information, and thus the media.

The new and current organizing principle of information is velocity.

It decides what gets amplified, who gets to make a living, and what counts as “success.”Once velocity is the prize, quality becomes risky.

This goes back to my original premise that when velocity becomes the defining metric, authority is displaced.

The only difference is that network is like a hydra, and data is the fuel that adds velocity, the new metric of perceived reality.

You can find a collection with all the optical illusions in this article (and more!)

3 - Cornsweet IllusionThe next few optical illusions share a common idea: some colors are identical, but they do not look the same.

11 - Cafe WallThis is a classic optical illusion and an easy one to code in CSS.

ATTENTION: The following optical illusions are static, but they give the impression of movement.

24 - Rotating SnakesThis is one of only two optical illusions in this collection where I used HTML elements instead of relying exclusively on CSS.

Purpose-driven institutions built around transparency, cooperation, and accountability empower individuals to take intellectual risks and challenge the status quo.

In this essay, we make one simple point: AI systems are built to function in ways that degrade and are likely to destroy our crucial civic institutions.

The affordances of AI systems have the effect of eroding expertise, short-circuiting decision-making, and isolating people from each other.

In short, current AI systems are a death sentence for civic institutions, and we should treat them as such.

Authors:Woodrow HartzogBoston University School of Law; Stanford Law School Center for Internet and SocietyJessica M. SilbeyBoston Uni…

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The action you just performed triggered the security solution.

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X For You Feed AlgorithmThis repository contains the core recommendation system powering the "For You" feed on X.

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For other similar markup languages, things like BBCode I am classing as part of the the SGML family, and Scribe as part of the TeX family.

I’d also argue other languages like YAML or TOML are definitely not forms of Markup Languages (fun fact, YAML was originally named “Yet Another Markup Language”).

Lisp is not an Arbitrary Proper Markup LanguageUnfortunately, I do not class This section was not here originally but I wanted to clarify why I don’t think they could be the third family in the class of arbitrary proper markup languages.

I think the entire motivation behind the original markup languages too: marking up pre-existing plain text documents.

I am not saying you cannot have different…

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Electricity use of AI coding agentsMost of the discourse about the environmental impact of LLM use focuses on a ‘median query.’ What about a Claude Code session?

[ ] Well, there’s, and we’ve talked a lot about the building of a company and the building of software now.

And I think founders today have that, it is as important as the thing that they’re building, right?

And if you’re a developer building an agent, it could be your sales agent, it could be a developer of a coding agent.

And you connect up to the Layercode voice layer and put in our browser SDK and then you get a little voice agent microphone button and everything in the web app.

There’s a lot of trade-offs, right, in voice between latency, price, quality, so we let users explore that and find the right fit for their voice agent.

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.

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

Depot – 10x faster builds?

Build faster.

Accelerate Docker image builds, and GitHub Actions workflows.

Easily integrate with your existing CI provider and dev workflows to save hours of build time.

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

Notion – Notion is a place where any team can write, plan, organize, and rediscover the joy of play.

It’s a workspace designed not just for making progress, but getting inspired.

Notion is for everyone — whether you’re a Fortune 500 company or freelance designer, starting a new startup or a student juggling classes and clubs.

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

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.

Depot – 10x faster builds?

Build faster.

Easily integrate with your existing CI provider and dev workflows to save hours of build time.

Notion – Notion is a place where any team can write, plan, organize, and rediscover the joy of play.

Notion is for everyone — whether you’re a Fortune 500 company or freelance designer, starting a new startup or a student juggling classes and clubs.

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.

Depot – 10x faster builds?

Build faster.

Easily integrate with your existing CI provider and dev workflows to save hours of build time.

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.

Depot – 10x faster builds?

Build faster.

Easily integrate with your existing CI provider and dev workflows to save hours of build time.

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.

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.

Depot – 10x faster builds?

Build faster.

Easily integrate with your existing CI provider and dev workflows to save hours of build time.

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

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

Depot – 10x faster builds?

Build faster.

Easily integrate with your existing CI provider and dev workflows to save hours of build time.

Augment Code – Developer AI that uses deep understanding of your large codebase and how you build software to deliver personalized code suggestions and insights.

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.

Notion – Notion is a place where any team can write, plan, organize, and rediscover the joy of play.

It’s a workspace designed not just for making progress, but getting inspired.

Notion is for everyone — whether you’re a Fortune 500 company or freelance designer, starting a new startup or a student juggling classes and clubs.

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.

Notion – Notion is a place where any team can write, plan, organize, and rediscover the joy of play.

It’s a workspace designed not just for making progress, but getting inspired.

Notion is for everyone — whether you’re a Fortune 500 company or freelance designer, starting a new startup or a student juggling classes and clubs.

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

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

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

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

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

The Xtar L8 Box can power eight batteries simultaneously, is compatible with both AA and AAA types, and charges via USB-C.

There are even breakaway connectors with power meters.

Also: This $12 USB-C accessory solved the biggest issue I had with my laptop's chargerMy favorite, most highly recommended USB-C product is the magnetic breakaway connector.

Adrian Kingsley-Hughes/ZDNETThe idea is to allow you to have the convenience and safety of Apple's MagSafe MacBook breakaway connector on all your devices.

Also: This USB-C accessory gave my Android and iPhone an ingenious emergency toolYou can also get swivel breakaway connectors already attached to cables, which means one less thing to lose!

Also: Why your USB-C device won't charge - and what you can do insteadI love these, and they add a bit of techy glitz to som…

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

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

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

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

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

The EufyCam S3 Pro promises to capture evening footage as clearly as daytime footage, and it delivers on those promises.

Nikon Z50 II ZDNET's key takeaways The Nikon Z50 II is a fantastic camera for beginners and intermediate photographers, with a starting price of $906.

As spring months approach, many folks are planning time with family to build and capture great memories for years to come.

Vibrant colors from the Nikon Z50 II mirrorless camera Ant Pruitt/ZDNETThat said, the Nikon Z50 II camera body is a solid option for almost anyone looking to "upgrade" from a smartphone camera to a regular camera.

Nikon Z50 II EVF Ant Pruitt/ZDNETI will not be harsh here.

ZDNET's buying adviceThe Nikon Z50 II is a solid camera for anyone looking to step above their trusty smartphone.

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

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

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

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

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

According to tech analyst Gartner, AI data is rapidly becoming a classic Garbage In/Garbage Out (GIGO) problem for users.

That's because organizations' AI systems and large language models (LLMs) are flooded with unverified, AI‑generated content that cannot be trusted.

It's not a case of "can" -- with bad data, AI results "will" drift away from reality.

The analyst proposed the following steps:Appoint an AI governance leader : Establish a dedicated role responsible for AI governance, including zero-trust policies, AI risk management, and compliance operations.

: Establish a dedicated role responsible for AI governance, including zero-trust policies, AI risk management, and compliance operat…

If you're looking for a light and thin note-taking tablet, the Boox Note Air5 C should be on your radar.

Why we like it: The Boox Note Air5 C is a color e-ink tablet that is built for note-taking.

The screen has a 1240 x 930, or 150 pixels per inch (ppi), resolution in color.

When used in black and white, it has a 2480 x 1860 resolution, or 300 ppi -- the same as the Kindle Scribe.

Who should look elsewhere: If Android isn't your jam, you probably won't like the Boox Note Air5 C, since it's noticeably slower than a traditional tablet like the iPad.

WordPress is often described as the backbone of the modern web, and with good reason.

You start with a theme, set up your core pages, and shape layouts with the block editor.

The block editor makes designing quick, but once you explore WordPress's ecosystem, you see why so many people stay with it.

Why we like it: WordPress lets you build any kind of website, from a personal blog to a large publication.

Its block editor keeps page design simple, while plugins handle SEO, security, and analytics.

The new feature lets you insert yourself into a meme in Google Photos.

Meta will developed new versions of AI characters that will give age-appropriate responses

Started by an engineer who worked on the space shuttle program, and at Blue Origin, Space Beyond has a spot on a 2027 Falcon 9 flight.

The FBI served Microsoft a warrant requesting encryption recovery keys to decrypt the hard drives of people involved in an alleged fraud case in Guam.

The business model behind these apps replicates the same dark patterns as mobile games.

The deal ends a six-year long political saga that that started in 2020 when President Donald Trump tried to ban the app over national security concerns during his first term.

Sam Altman is set for his first India visit in nearly a year.

Register now to save up to $680 on your TechCrunch Disrupt 2026 pass and get a second ticket at 50% off. This offer ends next week on January 30, or once the first 500 tickets are claimed — whichever comes first.

The company is also currently facing a 30-day suspension of its manufacturing and dealer licenses in California for deceptive marketing about Autopilot's capabilities.

Blockit, an AI agent that communicates directly with other calendars, has raised $5 million in seed funding led by Sequoia.

Anduril on Thursday announced its plans to expand its Southern California presence with a major campus in Long Beach, the town where founder Palmer Luckey grew up.

OpenAI has reportedly appointed Barret Zoph to lead its push into enterprise just a week after Zoph rejoined the company.

An anonymous reader shares a report: The Apple supplier subject to a major cyberattack last month was China's Luxshare, it has now emerged. More than 1TB of confidential Apple information was reportedly stolen. It was reported in December that one of Apple's assemblers suffered a significant cyberattack that may have compromised sensitive production-line information and manufacturing data linked to Apple. The specific company targeted, the scope of the breach, and its operational impact were unclear until now. The attack was first revealed on RansomHub's dark web leak site on December 15, 2025, where the group claimed it had encrypted internal Luxshare systems and exfiltrated large volumes …

Marcel Bucher, a professor of plant sciences at the University of Cologne in Germany, lost two years of carefully structured academic work in an instant when he temporarily disabled ChatGPT's "data consent" option in August to test whether the AI tool's functions would still work without providing OpenAI his data. All his chats were permanently deleted and his project folders emptied without any warning or undo option, he wrote in a post on Nature. Bucher, a ChatGPT Plus subscriber paying $20 per month, had used the platform daily to draft grant applications, prepare teaching materials, revise publication drafts and create exams. He contacted OpenAI support, first receiving responses from a…

Anthropic has a problem that most companies would envy: its AI model keeps getting so good, the company wrote in a blog post, that it passes the company's own hiring test for performance engineers. The test, designed in late 2023 by optimization lead Tristan Hume, asks candidates to speed up code running on a simulated computer chip. Over 1,000 people have taken it, and dozens now work at Anthropic. But Claude Opus 4 outperformed most human applicants. Hume redesigned the test, making it harder. Then Claude Opus 4.5 matched even the best human scores within the two-hour time limit. For his third attempt, Hume abandoned realistic problems entirely and switched to abstract puzzles using a str…

Apple has accused the European Commission of using "political delay tactics" to postpone new app marketplace policies and create grounds for investigating and fining the iPhone maker, a preemptive response to reports that the commission plans to blame Apple for the announced closure of third-party app store Setapp. MacPaw, the developer behind Setapp, said it would shut down the marketplace next month because of "still-evolving and complex business terms that don't fit Setapp's current business model." The EC is preparing to say that Apple has not rolled out changes to address key issues concerning its business terms and their complexity, according to remarks seen by Bloomberg. Apple said i…

Vimeo is laying off employees around the world just months after Italian software company Bending Spoons completed its $1.38 billion acquisition of the video hosting platform. Dave Brown, Vimeo's former brand VP, described the cuts on LinkedIn as affecting "a large portion of the company." One video engineer claimed "almost everyone" was laid off, "including the entire video team," and another software engineer said he lost his job alongside "a gigantic amount of the company." This marks Vimeo's second round of layoffs in less than six months. The company cut 10% of its workforce in September, just one week before Bending Spoons announced its acquisition plans. Bending Spoons has a history …

The United States formally withdrew from the World Health Organization on Thursday, making good on an executive order that President Trump issued on his first day in office pledging to leave the international organization that coordinates global responses to public health threats. The New York Times: While the United States is walking away from the organization, a senior official with the Department of Health and Human Services told reporters on Thursday that the Trump administration was considering some type of narrow, limited engagement with W.H.O. global networks that track infectious diseases, including influenza. As a W.H.O. member, the United States long sent scientists from the Cente…

An anonymous reader quotes a report from NPR: TikTok has finalized a deal to create a new American entity, avoiding the looming threat of a ban in the United States that has been in discussion for years. The social video platform company signed agreements with major investors including Oracle, Silver Lake and MGX to form the new TikTok U.S. joint venture. The new version will operate under "defined safeguards that protect national security through comprehensive data protections, algorithm security, content moderation and software assurances for U.S. users," the company said in a statement Thursday. American TikTok users can continue using the same app. [...] Adam Presser, who previously wor…

alternative_right shares a report from ScienceAlert: A systematic review of 85 studies has now found good reason to differentiate between 'active' sitting, like playing cards or reading, and 'passive' sitting, like watching TV. [...] "Total sitting time has been shown to be related to brain health; however, sitting is often treated as a single entity, without considering the specific type of activity," explains public health researcher Paul Gardiner from the University of Queensland in Australia. "Most people spend many hours sitting each day, so the type of sitting really matters ... These findings show that small everyday choices -- like reading instead of watching television -- may help …

Ancient Slashdot reader erice shares the findings from a recent study showing that while AI helped researchers publish more often and boosted their careers, the resulting papers were, on average, less useful. "You have this conflict between individual incentives and science as a whole," says James Evans, a sociologist at the University of Chicago who led the study. From a recent IEEE Spectrum article: To quantify the effect, Evans and collaborators from the Beijing National Research Center for Information Science and Technology trained a natural language processing model to identify AI-augmented research across six natural science disciplines. Their dataset included 41.3 million English-lan…

An anonymous reader quotes a report from the Korea Herald: South Korea will begin enforcing its Artificial Intelligence Act on Thursday, becoming the first country to formally establish safety requirements for high-performance, or so-called frontier, AI systems -- a move that sets the country apart in the global regulatory landscape. According to the Ministry of Science and ICT, the new law is designed primarily to foster growth in the domestic AI sector, while also introducing baseline safeguards to address potential risks posed by increasingly powerful AI technologies. Officials described the inclusion of legal safety obligations for frontier AI as a world-first legislative step. The act …

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.

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

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

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

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

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

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

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

site on the host, but produced with

Django running locally. In 2021, it became a

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

the old-fashion…

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

Update: I found a solution which I describe in

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

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

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

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

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

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

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

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

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

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

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

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

Netflix is driving the Hollywood end game, likely confident it can increase the value of IP, and fend off YouTube.

OpenAI and Nvidia are both under threat from Google; I like OpenAI's chances best, but they need an advertising model to beat Google as an Aggregator.

Today is the publication of the third edition of Autism

Adulthood: Insights and Creative Strategies for a Fulfilling Life. It’s my

wife Susan’s book collecting stories and experiences from

people all along the autism spectrum, from the self-diagnosed to the

profound.The book includes dozens of interviews with autistic adults, their parents,

caregivers, researchers, and professionals. Everyone’s experience of autism is

different. Reading others’ stories and perspectives can give us a glimpse into

other possibilities for ourselves and our loved ones.If you have someone in your life on the spectrum, or are on it yourself, I

guarantee you will find new ways to understand the breadth of what aut…

Today is the publication of the third edition of Autism

Adulthood: Insights and Creative Strategies for a Fulfilling Life. It’s my

wife Susan’s book collecting stories and experiences from

people all along the autism spectrum, from the self-diagnosed to the

profound.The book includes dozens of interviews with autistic adults, their parents,

caregivers, researchers, and professionals. Everyone’s experience of autism is

different. Reading others’ stories and perspectives can give us a glimpse into

other possibilities for ourselves and our loved ones.If you have someone in your life on the spectrum, or are on it yourself, I

guarantee you will find new ways to understand the breadth of what aut…

Robotaxis are poised to further close the delta between suburbs and the city; the city (and Uber) might never recover.

In Why your mock doesn’t work I explained this rule of

mocking:Mock where the object is used, not where it’s

defined.That blog post explained why that rule was important: often a mock doesn’t

work at all if you do it wrong. But in some cases, the mock will work even if

you don’t follow this rule, and then it can break much later. Why?Let’s say you have code like this:# user.py def get_user_settings() -> str: with open(Path("~/settings.json").expanduser()) as f: return json.load(f) def add_two_settings() -> int: settings = get_user_settings() return settings["opt1"] + settings["opt2"] You write a simple test:def test_add_two_settings(): # NOTE: need to create ~/settings.json for this to work…

In Why your mock doesn’t work I explained this rule of

mocking:Mock where the object is used, not where it’s

defined.That blog post explained why that rule was important: often a mock doesn’t

work at all if you do it wrong. But in some cases, the mock will work even if

you don’t follow this rule, and then it can break much later. Why?Let’s say you have code like this:# user.py def get_user_settings(): with open(Path("~/settings.json").expanduser()) as f: return json.load(f) def add_two_settings(): settings = get_user_settings() return settings["opt1"] + settings["opt2"] You write a simple test:def test_add_two_settings(): # NOTE: need to create ~/settings.json for this to work: # {"opt1": 1…

Искатели кайфов, дрейф на рейв, парусить вокруг торнадо, высадка на необитаемый остров

It’s been a busy, bumpy week with coverage.py. Some things did not go

smoothly, and I didn’t handle everything as well as I could have.It started with trying to fix issue 2064 about

conflicts between the “sysmon” measurement core and a concurrency setting.To measure your code, coverage.py needs to know what code got executed. To

know that, it collects execution events from the Python interpreter. CPython now

has two mechanisms for this: trace functions and sys.monitoring. Coverage.py

has two implementations of a trace function (in C and in Python), and an

implementation of a sys.monitoring listener. These three components are the

measurement cores, known as “ctrace”, “pytrace”, and “sysmon”…

It’s been a busy, bumpy week with coverage.py. Some things did not go

smoothly, and I didn’t handle everything as well as I could have.It started with trying to fix issue 2064 about

conflicts between the “sysmon” measurement core and a concurrency setting.To measure your code, coverage.py needs to know what code got executed. To

know that, it collects execution events from the Python interpreter. CPython now

has two mechanisms for this: trace functions and sys.monitoring. Coverage.py

has two implementations of a trace function (in C and in Python), and an

implementation of a sys.monitoring listener. These three components are the

measurement cores, known as “ctrace”, “pytrace”, and “sysmon”…

We are in an AI Bubble: the big question is if this bubble will worth it for the physical infrastructure and coordinated innovation that result?

Last night was a Boston Python project night where I

had a good conversation with a few people that was mostly guided by questions

from a nice guy named Mark.How to write nice code in researchMark works in research and made the classic observation that research code is

often messy, and asked about how to make it nicer.I pointed out that for software engineers, the code is the product. For

research, the results are the product, so there’s a reason the code can be and

often is messier. It’s important to keep the goal in mind. I mentioned it might

not be worth it to add type annotations, detailed docstrings, or whatever else

would make the code “nice”.But the more you can make “nice” a habit, …

Last night was a Boston Python project night where I

had a good conversation with a few people that was mostly guided by questions

from a nice guy named Mark.How to write nice code in researchMark works in research and made the classic observation that research code is

often messy, and asked about how to make it nicer.I pointed out that for software engineers, the code is the product. For

research, the results are the product, so there’s a reason the code can be and

often is messier. It’s important to keep the goal in mind. I mentioned it might

not be worth it to add type annotations, detailed docstrings, or whatever else

would make the code “nice”.But the more you can make “nice” a habit, …

Decreasing transportation and communications costs increases resiliency in theory, but destroys it in practice. The only way to have resiliency is through less efficiency.

This post continues where Hobby Hilbert Simplex left

off. If you haven’t read it yet, start there. It explains the basics of Hobby

curves, Hilbert sorting and Simplex noise that I’m using.AnimationTo animate one of our drawings, instead of considering 40 lines, we’ll think

about 140 lines. The first frame of the animation will draw lines 1 through 40,

the second draws lines 2 through 41, and so on until the 100th frame is lines

100 through 140:I’ve used a single Hilbert sorter for all of the frames to remove some

jumping, but the Hobby curves still hop around. Also the animation doesn’t loop

smoothly, so there’s a giant jump from frame 100 back to frame 1.Natural cubicsHobby curves look nic…

This post continues where Hobby Hilbert Simplex left

off. If you haven’t read it yet, start there. It explains the basics of Hobby

curves, Hilbert sorting and Simplex noise that I’m using.AnimationTo animate one of our drawings, instead of considering 40 lines, we’ll think

about 140 lines. The first frame of the animation will draw lines 1 through 40,

the second draws lines 2 through 41, and so on until the 100th frame is lines

100 through 140:I’ve used a single Hilbert sorter for all of the frames to remove some

jumping, but the Hobby curves still hop around. Also the animation doesn’t loop

smoothly, so there’s a giant jump from frame 100 back to frame 1.Natural cubicsHobby curves look nic…

OpenAI is making a play to be the Windows of AI: the all-encompassing platform that controls both hardware supplier and software developers.

Sora is going viral, suggesting there is a big opportunity in unlocking creativity. If that's true, that's good for humanity — and bad for Meta.

I saw a generative art piece I liked and wanted to learn how it was made.

Starting with the artist’s Kotlin code, I dug into three new algorithms, hacked

together some Python code, experimented with alternatives, and learned a lot.

Now I can explain it to you.It all started with this post by

aBe on Mastodon:

I love how these lines separate and reunite. And the fact that I can express this idea in 3 or 4 lines of code.For me they’re lives represented by closed paths that end where they started, spending part of the journey together, separating while we go in different directions and maybe reconnecting again in the future.#CreativeCoding #algorithmicart #proceduralArt #OPENRNDR #Kotlin — aBe …

I saw a generative art piece I liked and wanted to learn how it was made.

Starting with the artist’s Kotlin code, I dug into three new algorithms, hacked

together some Python code, experimented with alternatives, and learned a lot.

Now I can explain it to you.It all started with this post by

aBe on Mastodon:

I love how these lines separate and reunite. And the fact that I can express this idea in 3 or 4 lines of code.For me they’re lives represented by closed paths that end where they started, spending part of the journey together, separating while we go in different directions and maybe reconnecting again in the future.#CreativeCoding #algorithmicart #proceduralArt #OPENRNDR #Kotlin — aBe …

I've come to appreciate Google's amorphous nature; what makes me bullish is the clarity of YouTube's AI opportunity.

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Swarm Agents That Turn Slow PyTorch Into Fast GPU Kernels Discussion | Link

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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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«Магнит» договорился о покупке контрольного пакета в сети «Азбука вкуса». В сделку вошли магазины «Азбука вкуса» в Москве и Петербурге, пять фабрик-кухонь и три распределительных центра. Условия сделки не раскрываются. По оценке опрошенных РБК экспертов, стоимость контрольного пакета «Азбуки вкуса» может составлять 35—40 млрд рублей.

Совет директоров ВТБ рекомендовал направить на годовые дивиденды 25,58 ₽ на акцию. Такая выплата дает доходность больше 20%. Но сможет ли компания позволить себе это? Оцениваем риски накануне собрания акционеров.

Taxation is one of the key factors investors consider when deciding where to establish a business. In this context, Europe stands out for offering a range of jurisdictions with competitive corporate tax rates. At the same time, tax rates are only part of the equation. Investors also look closely at regulatory stability, compliance requirements, transparency, […]

The post A closer look at Europe’s low corporate tax jurisdictions (Sponsored) appeared first on EU-Startups.

Comper, a Dutch software intelligence platform helping teams understand, navigate, and collaborate inside complex code landscapes, today announced the close of its pre-Seed round led by Productfirst. While the round remains undisclosed, co-founder Juan Uijtewaal shared with EU-Startups that “It’s still early for Comper, so we chose not to disclose the amount or set a valuation […]

The post Utrecht’s Comper raises pre-Seed round for its software intelligence platform – described as “Figma for codebases” appeared first on EU-Startups.

The ClearScore Group, a British financial marketplace, today announced the acquisition of Acre Platforms Limited, a fellow British technology solutions provider to the mortgage industry. The acquisition is set to accelerate ClearScore’s entry into the mortgage industry, adding to its position in unsecured credit broking. It follows their successful acquisition of Aro Finance in early […]

The post ClearScore strengthens mortgage strategy with acquisition of fellow London-based Acre Platforms appeared first on EU-Startups.

“Uncertainty is the new normal.” That was the starting point for a recent conversation between economist Dr Rebecca Harding and Chris Roe, Managing Director of Amazon Freight, as they explored how freight is changing and what comes next. For European startups building products, brands and marketplaces, that uncertainty is not abstract. Economic headwinds, evolving regulations […]

The post What European startups can learn from the next chapter of freight (Sponsored) appeared first on EU-Startups.

Agileday, an Espoo-based technology company building an AI operating platform for professional services, today announced that it has raised €6.4 million in Series A funding for international expansion and to modernise how professional services firms plan, deliver, and scale their work. The round was led by Newion, with participation from Specialist VC, Vendep Capital, and […]

The post Espoo-based Agileday raises €6.4 million to build an AI operating platform for professional services appeared first on EU-Startups.

Rijswijk-based Helin, an AI data platform and provider of industrial edge computing and analytics technology, has secured €10 million growth investment to boost its international sales capacity and further develop its platform. The round was led by Amsterdam-based investment firm FORWARD.one and followed the securing of a loan from Rabobank. “We already run in critical […]

The post Dutch-based Helin secures €10 million to scale its industrial edge intelligence platform appeared first on EU-Startups.

Amsterdam-based Mews, an OS for hospitality, today announced it has raised €255 million ($300 million) in a Series D funding round in order to further invest in AI, embed agent-driven systems to automate complex workflows, reduce cognitive load for staff, improve the guest experience, and accelerate how products are built and deployed The round was led by […]

The post With €255 million in funding, Dutch company Mews doubles down on automation and payments in hospitality appeared first on EU-Startups.

Following our series of country articles, today we turn our focus to Estonia’s growing innovation landscape, exploring the forces shaping its startup ecosystem and the momentum behind a new generation of tech-driven companies. Estonia, a small Nordic-Baltic nation with a strong digital-first mindset, has built a global reputation as one of Europe’s most startup-friendly environments. […]

The post 10 Estonian startups to keep an eye on in 2026 and beyond! appeared first on EU-Startups.

Octarine Bio, a Danish BioTech company developing a new generation of sustainable pigments through precision fermentation, has successfully secured €5 million to accelerate the industrial-scale validation and commercial rollout of PurePalette, their natural pigment platform. The round was supported by existing investors and joined by new partners, including The Footprint Firm, Edaphon, Unconventional Ventures, DSM-Firmenich […]

The post Copenhagen’s Octarine Bio adds €5 million to Series A to advance sustainable colour platform appeared first on EU-Startups.

We are pleased to announce that Diliara Lupenko, Co-founder and COO of Impress, will join the speaker line-up at the EU-Startups Summit 2026 on May-7-8 in sunny Malta! Founded in 2019 and headquartered in Barcelona, Impress has become Europe’s leading provider of modern orthodontics. The company operates across nine countries and serves more than 250,000 […]

The post Impress Co-founder and COO Diliara Lupenko will speak at the EU-Startups Summit 2026 on May 7-8 in Malta appeared first on EU-Startups.

ABZ Innovation, a manufacturer of heavy-duty agricultural and industrial drones out of Budapest, today announced it has closed a €7 million funding round in order to scale production, speed up product development, and expand in key global markets – as it challenges Chinese grip on the drone market. The round was led by Vsquared Ventures, […]

The post With China leading global drone manufacturing, Hungary’s ABZ Innovation raises €7 million to expand heavy-duty drones appeared first on EU-Startups.

For more than a decade, Europe has relied on US Big Tech for the core layers of its digital economy — from cloud infrastructure and productivity software to search, social platforms, and, more recentl...

ClearScore, the London-based fintech that provides credit score services, has acquired UK mortgage platform Acre Platforms, as it looks to diversify its offering. The move marks ClearScore’s first mov...

The CEO of Danish payment unicorn Flatpay is not a "yes" man. Sander Janca-Jensen says: “We say "no" a lot. We pride ourselves on saying ‘no’ internally.” Examples of Flatpay’s thumbs down mentality i...

In 2025, European tech companies raised more than €2.4 billion in seed funding, representing 3.3 per cent of the total €72 billionraised across the sector. While seed rounds accounted for a relatively...

Agileday, a Finland-basedtechnology company developing an operating platform for professional services,has closed a €6.4 million Series A funding round led by Newion, withparticipation from Specialist...

A hospitality managementsoftware provider, Mews, has raised $300 million in a Series D funding roundled by EQT Growth, with new investors Atomico and HarbourVest Partners, andparticipation from existi...

Tonight marks the annual Estonian Startup Awards, where Triin Hertmann stepped into her new role as President of the Estonian Founders Society — and as the co-founder of a new local tech media platfo...

Shield Space, a defence technology startup developing systems to protect satellitesfrom signal jamming and other threats, has raised £2 million to support itsfirst orbital test flight. The round was l...

This week, Metavallon VC launched a new €5 million Pre-Seed brain gain fund. It aims to invest early in deep-tech startups founded outside Greece or in Greek university spin-outs, provided they commi...

Vi Partners this week announced the first close of its latest venture capital fund, targeting €161 million (CHF 150 million). It coincides with Vi Partners' 25th anniversary, marking a quarter-century...

Zurich-based Sparkli, an AI-based learningplatform for children, has raised a $5 million pre-seed round to bring itsmultimodal learning engine to families and schools globally.While children today hav...

Leeds-based photoniccomputing company Optalysys has raised £23 million in a Series A extensionround led by Northern Gritstone, with participation from imec.xpand, LingottoHorizon, and the UK governmen...

Drone manufacturer ABZ Innovation has closed a €7million funding round led by Vsquared Ventures, with participation from Day One Capital and Assembly Ventures.The Europe-based company develops heavy-d...

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

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

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

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

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

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

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

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

The confirmation of two hacked victims further deepens an ongoing spyware scandal that, for now, appears largely focused on the Italian government.

The Italian government claims that accepting Paragon’s help would have compromised national security and classified information.

All Thibault Launay and his wife Simi wanted nearly five years ago was to build a dream home in Portugal, where they both now live. But what they encountered instead was a broken system. “Fourteen months of delays, 20% budget overruns, and endless stress managing over 10 subcontractors,” Thibault recalled. They bought the land in […]

This week on StrictlyVC Download, Strictly VC’s Alex Gove speaks with Eric Slesinger from 201 Ventures, a firm focused on seed-stage defense tech startups in Europe. They discuss Slesinger’s journey from CIA to investor and how he recognized the untapped potential in European defense tech while others were dismissive. They also chat about how he’s […]