I've built several websites with HTML, CSS, and JavaScript, but I never really understood how the browser executing this code actually works.

C++ was entirely new to me, and I struggled with countless bugs, but I eventually completed a small browser that can parse HTML, apply CSS, and render images.

Core Classes:NODE (include/html/node.h, src/html/node.cpp) NODE_TYPE : ELEMENT, TEXT Properties: m_tag_name : element's tag name (e.g., "div", "p") m_text : text node content m_children : child nodes m_attributes : attribute map (id, class, src, etc.)

Parse CSS rules → store as CSS_RULE 2.

src/ ├── html/ # HTML parsing implementation ├── css/ # CSS & layout implementation └── gui/ # Rendering im…

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Cloudflare Ray ID: 9c50acc9aa03d2f3Back to The Atlantic

Luke Taylor Rio de JaneiroUS immigration agents are using an app developed by Palantir that draws on the health records of millions of Americans to find and detain illegal immigrants.

According to the 404 investigation, Elite pulls names, addresses, and photos from health records.

It reportedly works like Google Maps, showing ICE agents which areas have higher densities of people who could be detained.

An HHS spokesperson contacted by The BMJ did not clarify what information was given to ICE but said the information sharing was permitted under national law.

The act places limits on the disclosure of health information but does not cover all data held by health agencies and does not apply eq…

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TL;DR A Google bug report has given us a good look at Aluminium OS, which is meant to replace Chrome OS.

The bug report contains two screen recordings showing off the system UI and split-screen multitasking.

We’ve known for a while now that Google plans to replace Chrome OS with Aluminium OS, which merges Chrome OS and Android into a single computer-focused platform.

This might be a significant improvement over Chrome OS, which simply closes the browser without warning and re-opens it after the update.

In any event, I’m glad to see Aluminium OS taking shape at this juncture.

Comments

Computer coding captured Neth Dharmasiri's 11-year-old imagination when his father handed him a beginner's guide to Python — one of the world's most popular coding languages.

Neth has developed a computer app aimed at giving users a basic understanding of coding concepts.

"I can look around and there are tonnes of monitors around me, whereas [in rural Sri Lanka] a lot of them come from farming backgrounds.

Fast forward to 2026 and the computer app — purposely built to run offline in areas with patchy internet connection — has now been released to market.

Philanthropist Kushil Gunasekera says it is spectacular that Neth and Chinmay wanted to give back to children in Sri Lanka.

Welcome to DevuanDevuan GNU+Linux is a fork of Debian without systemd that allows users to reclaim control over their system by avoiding unnecessary entanglements and ensuring Init Freedom.

Devuan ReleasesLearn more: Excalibur Overview and Devuan Releases.

DownloadDevuan has http, https, ftp and rsync iso mirrors available as well as torrent and magnet link options.

Devuan Excalibur can be installed as an upgrade from Devuan Daedalus or migrated from Debian Trixie.

In order to focus Devuan's available resources on our primary purpose regarding systemd, Devuan developers have decided it is in the project's best interests to follow the usrmerge implementation.

Neu means new, and gierig means greedy.

Many things are happening in the world, but they rarely change anything in my day-to-day routine.

That made me question why I was following them so closely.

I am just not interested in following daily updates that do not add much value to my life.

At the beginning of this year, I decided to stop following the news.

Intelligent Systems Video Boy VUEThe Video Boy plays Nintendo Virtual Boy games on a TV or monitor.

A cartridge goes in with the label facing down; it plugs directly into a Virtual Boy main board.

"Video Boy" appears nowhere on this device, but it is found in the instructions as "VIDEO-BOY (VUE)" and on the Intelligent Systems site as ビデオボーイ or videoboy.html.

Virtual Boy main boardThe main board is the heart of a Virtual Boy.

Board bottom, patchesThere are three jumpers on the bottom, and one that goes to (and through) the Virtual Boy board, strategically glued.

Earlier today, as referenced in our FY 2025 results release, the ASML Board of Management shared the following internal message with employees.

Dear ASML colleagues --Today we shared our full-year financial results for 2025, as well as our outlook for the year ahead.

We can attribute our success to our customer dedication, engineering talent and collaborative approach to the ecosystem.

In addition to the Technology changes, we will also look at the setup of the IT & Data organization, similarly seeking ways to streamline its structure to optimize its delivery capabilities.

Improving our processes and systems will allow us to innovate more and innovate better, generating further responsible …

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How Thinking Like an Octopus Gave Me 14.84x GPU SpeedupA journey from marine biology to GPU optimizationI achieved 14.84x speedup (93.3% time reduction) on GPU parallel processing by applying a simple insight from octopus neuroscience: instead of waiting for the slowest worker, pre-distribute work so everyone finishes together.

An octopus has about 500 million neurons—two-thirds of which are distributed across its eight arms.

Total pixels = 15M Threads = 4 Each thread = 3.75M pixels Thread 0: █████████ (3.75M) → finishes together Thread 1: █████████ (3.75M) → finishes together Thread 2: █████████ (3.75M) → finishes together Thread 3: █████████ (3.75M) → finishes together Total time = 3.75M …

These past few years I’ve arrived at a much better workflow pattern — make.ts .

For me, I type stuff into make.ts and then run ./make.ts in my terminal (Ok, I need one Up Enter for that).

I use make.ts , and so there’s a make.ts in the root of most projects I work on.

At one point, I had a VS Code task to run make.ts , though I now use terminal editor.

Start the script with hash bang, #!/usr/bin/env -S deno run --allow-all in my case, and chmod a+x make.ts the file, to make it easy to run.

WhatsApp has adopted and rolled out a new layer of security for users – built with Rust – as part of its effort to harden defenses against malware threats.

Rust is a memory safe language offering numerous security benefits.

We rolled out this check and were able to protect WhatsApp users from the Stagefright vulnerability much more rapidly than by depending on users to update the OS itself.

Given this success, Rust was fully rolled out to all WhatsApp users and many platforms: Android, iOS, Mac, Web, Wearables, and more.

C and C++ developers have specialized security training, development guidelines, and automated security analysis on their changes.

Running Moltbot (or any always-online bot service) on a VPS is powerful—but it also makes your server a target.

This guide is a complete, practical playbook to secure your VPS when running Moltbot.

Use least privilege: run Moltbot as a non-root user with minimal permissions.

5) Run Moltbot Safely: Localhost Binding, Reverse Proxies, Least Privilege5.1 Run Moltbot as a non-root userNever run your bot with sudo node ... or as root.

7.4 Backups (simple examples)Postgres:pg_dump -U moltbot_user -d moltbot > moltbot_backup.sqlMySQL:mysqldump -u moltbot_user -p moltbot > moltbot_backup.sqlStore backups securely (preferably off-server).

There is something going on with people, like why do you want to write a browser with the help of AI?

Comments

The “impossible benchmark”The target configuration is a strong planner paired with a small, local executor, still achieving reliable end-to-end behavior.

Concretely: DeepSeek-R1 (planner) + a ~3B-class local executor, with Sentience providing verification gates between steps.

Reliability comes from the verification layer: each action is followed by snapshot + assertions that gate success and drive bounded retries.

Demo 3 is the latest result in this case study - the one we care about most (local autonomy with verification).

In Sentience, “verification” means explicit assertions over structured snapshots, with deterministic overrides when intent is unambiguous.

When different modes of transportation appeared over time in the past, it always accelerated the quality of mobility.

During that time of transformation, none of the parents discouraged their child from learning to walk.

But you might say that I will minimize the number of steps while walking and use the mode of transportation efficiently.

Walking uses a set of nervous systems at the same time: The spinal cord serves as an automatic rhythm generator.

AI serves to swiftly process and transfer our thoughts.

Standard gameplay (Beginner / Advanced / Expert).

A lower value makes joystick input more linear.

Tap the screen during gameplay to recalibrate gyro.

Difficulty Beginner Advanced Expert Beginner (Extra) Advanced (Extra) Expert (Extra) Master StageMusic Volume 50% SFX Volume 30% Announcer Volume 30%Start ResumeControls: WASD / Arrow Keys = tilt, R = reset stage, N = skip stageIf you have a controller plugged in, it should work too.

I probably already know about it - it'll get fixed.

For me, I type stuff into make.ts and then run ./make.ts in my terminal (Ok, I need one Up Enter for that).

I use make.ts , and so there’s a make.ts in the root of most projects I work on.

Correspondingly, I have make.ts line in project’s .git/info/exclude — the .gitignore file which is not shared.

At one point, I had a VS Code task to run make.ts , though I now use terminal editor.

Start the script with hash bang, #!/usr/bin/env -S deno run --allow-all in my case, and chmod a+x make.ts the file, to make it easy to run.

It might seem obvious, but it is worth stating clearly and openly, as it is the fundamental building block from which global, system-wide data consistency is constructed.

Local data consistency always operates within a single data source of one module or service.

In the global data consistency scope however, things look totally different - let's see how & why.

Is there maybe something resembling local transactions more, but providing global data consistency guarantees?

Transact locally, embrace delays and synchronize globallyAs we have seen, immediate data consistency is achievable only locally, in the context of a single module/service, using one particular data store.

Install Dependencies # Arch Linux sudo pacman -S qemu edk2-ovmf # Debian/Ubuntu sudo apt install qemu-system-x86 ovmf # Fedora sudo dnf install qemu edk2-ovmf 2.

Example provided: insults.txt How it works The game will choose a random insult and its responses.

Example provided: questions.txt How it works The game will choose a random trivia question (Reservoir Sampling) about 70s/80s pop culture.

Format Question text Correct answer Wrong answer Wrong answer Wrong answer Another question Correct answer ...

Example provided: failmessages.txt File must be UTF-16Messages are separated by 1 empty lineBuilding

I usually use BastilleBSD to manage my jails, so the first step is to create a new jail dedicated to the purpose.

Here you have to decide on the approach: I suggest using a VNET jail or an "inherit" jail - meaning one that attaches to the host's network stack.

First, for each Time Machine user, we will create a system user.

(yes/no) [yes]: yes pw: chmod(var/empty): Operation not permitted pw: chown(var/empty): Operation not permitted adduser: INFO: Successfully added (stefano) to the user database.

service dbus enable service dbus start service avahi-daemon enable service avahi-daemon start service samba_server enable service samba_server startEt voilà .

I was recently giving masterclasses for colleagues and friends about Claude Code and realized it makes sense to share some tips I show there.

And Claude Code has some very good tools for such reuse.

Claude Code can configure itselfAnd when I say "create your own", I don't mean to literally write them by hand.

Jump to the meta-level: tell Claude Code to do it for you.

Take a look at the recent Claude Code docs for writing skills and create a skill for ….

Over the past few months, the Bing search engine has completely blocked the domain neocities.org, including the front site and all user subdomains (example.neocities.org), from its search index.

Because of this, we are recommending that Neocities users, and the broader internet in general, not use Bing or search engines that source their results from Bing until this issue is resolved.

In addition to Bing, there are other search engines that currently rely on Bing’s search results, including but not limited to DuckDuckGo.

If you use Bing or Bing-powered search engines, Neocities sites will not appear in your search results, regardless of content quality, originality, or compliance with web…

Comments

Use “\A...\z”, not “^...$” with Python regular expressions Seth Larson @ 2026-01-27Two years ago I discovered a potential foot-gun with the Python standard library “ re ” module.

In short the unexpected behavior is that the pattern “ ^Hello$ ” matches both “ Hello ” and “ Hello”, and sometimes you don't intend to match a trailing newline.

Back in 2024 I created a table showing that \z was a partially viable alternative to $ for matching end-of-string without matching a trailing newline... for every regular expression implementation EXCEPT Python and EMCAScript.

But that is no longer true, Python 3.14 now supports \z !

Obviously no one is upgrading their Python version just for this new feat…

Standard gameplay (Beginner / Advanced / Expert).

A lower value makes joystick input more linear.

Tap the screen during gameplay to recalibrate gyro.

Difficulty Beginner Advanced Expert Beginner (Extra) Advanced (Extra) Expert (Extra) Master StageMusic Volume 50% SFX Volume 30% Announcer Volume 30%Start ResumeControls: WASD / Arrow Keys = tilt, R = reset stage, N = skip stageIf you have a controller plugged in, it should work too.

I probably already know about it - it'll get fixed.

FeaturesTV [X] Live Lichess TV channels list ( M-x lichess-tv ) [X] Select a game with RET to watch it live inside Emacs.

[X] Inspect any TV channel ( M-x lichess-tv-debug )Live Game Watcher [X] Stream any Lichess game by its ID (M-x lichess-game-watch).

Default: “svg”.

Default: “svg”.

Default: “unicode”.

So some history:In the beginning the idea was to try using Bonjour, because it is standardized and serverless, over the Yggdrasil network.

I would add my peer to a config file, and it would poke that IP’s bonjour port from time to time.

We could not set statuses (away, for example), we could not exchange files, because Bonjour shares them by using local IPs.

Since when using Yggdrasil you are exposed to whole Yggdrasil network, people tend to use firewalls.

Users could whitelist one port for Barev, but file transfers in Bonjour implementation would choose random ports.

Chris Welch / Bloomberg:

Apple Creator Studio review: the subscription suite offers value, but lacks a photo management tool to rival Lightroom and lacks iOS support for flagship apps — Apple Inc.'s new Creator Studio software bundle represents a new test for the company's fast-growing services business …

Jess Weatherbed / The Verge:

Bluesky says it is working to make feeds more “live”, interactive, and timely during live events, and teases improvements to posting and follow suggestions — The Bluesky 2026 roadmap teases updates for feeds, follows, posting, and real-time features.

Michael J. de la Merced / New York Times:

AI sales startup Clay launches its second employee tender offer in under nine months, valuing it at $5B, up from $3.1B in August and $1.5B in its May 2025 offer — The company is part of a newer generation of software upstarts holding multiple tender offers where workers can sell stock before going public.

Mia Sato / The Verge:

ADL study of Grok, ChatGPT, Llama, Claude, Gemini, and DeepSeek: Grok performed worst at identifying and countering antisemitic content, while Claude was best — In a study, the Anti-Defamation League fed Grok, ChatGPT, Gemini, Claude, DeepSeek, and Llama antisemitic, anti-Zionist …

Tyler Kingkade / NBC News:

Some US college students say they are using AI “humanizer” tools to alter text to avoid cheating accusations; AI detection tools now aim to catch “humanizers” — Students are taking new measures, such as dumbing down their work, spying on themselves and using AI …

Manuel Baigorri / Bloomberg:

Singapore-based Digital Edge plans to invest $4.5B to build a 500 MW hyperscale data center facility in Indonesia, with the first phase set to open in Q4 2026 — Digital Edge, an Asian digital infrastructure firm backed by alternative asset manager Stonepeak Partners, plans to invest $4.5 billion …

Daniel Kuhn / The Block:

PayPal survey in October 2025: 40% of merchants already accept crypto, led by large enterprises, 85% expect crypto payments to be commonplace by 2030, and more — Partner offers — Quick Take — Four in 10 surveyed merchants said they already accept crypto at checkout …

Taylor Soper / GeekWire:

Amazon plans to discontinue its Amazon One palm recognition system on June 3 and will automatically delete all user data; One remains for healthcare check-ins — Amazon is discontinuing its Amazon One palm recognition ID system for stores later this year, the company said in messages to users Tuesday night.

Natalie Lung / Bloomberg:

Toronto-based self-driving truck startup Waabi raised a $750M Series C led by Khosla and G2 and partners with Uber, which can invest $250M based on performance — Waabi Innovation Inc., a Canadian startup that develops self-driving technology for trucks, has secured $1 billion in funding …

Abner Li / 9to5Google:

A Google bug report apparently leaks the planned Android desktop interface, showing a taller status bar, a new mouse cursor, Chrome extensions, and more — A Google bug report on the Chromium Issue Tracker today has inadvertently leaked the Android desktop interface for the first time.

Takashi Mochizuki / Bloomberg:

Osaka-based Capcom reports game sales up 13.5% to a record 34.64M from March to December 2025; the Street Fighter and Resident Evil maker's stock jumps 10%+ — Japanese video game publisher Capcom Co. posted its biggest single-day share gain in 18 months on Wednesday after December-quarter …

Sarah Jacob / Bloomberg:

ASML CEO Christophe Fouquet says the company plans to cut 1,700 jobs, or 4% of its workforce, mainly in its Tech and IT organizations; ASML jumps 5%+ pre-market — ASML Holding NV said it will cut about 1,700 jobs in the middle of a sales boom after feedback that the Dutch chip-machine maker is too bureaucratic.

Beth Galetti / About Amazon:

Amazon plans to cut ~16,000 roles across the company as part of an ongoing effort to reduce organizational layers and bureaucracy, after cuts in October 2025 — I want to let you know that we're making additional organizational changes across Amazon that will impact some of our teammates.

Casey Newton / Platformer:

A critique of a large UK social media study that suggested measures like social media bans are unlikely to have an effect on teens' long term mental health — The “moral panic” framing misses how platforms actually harm kids. PLUS: Newsom investigates TikTok over Trump, and the Clawdbot frenzy

Dylan Loh / Nikkei Asia:

Momentum Works: the GMV of the online food delivery market in Southeast Asia's six biggest economies grew 18% YoY to $22.7B in 2025, and Grab accounted for 55% — SINGAPORE — Grab Holding's share of the Southeast Asian food delivery market rose to 55% last year, cementing its position …

Abhijeet Mishra / SamMobile:

Samsung says it will introduce a display feature for the Galaxy S26 series that improves “privacy at a pixel level” to protect users from “shoulder surfing” — Samsung has confirmed that the Galaxy S26 series will introduce a new display feature designed to improve privacy when using your phone in public.

Dylan Butts / CNBC:

SK Hynix reports Q4 revenue up 66% YoY to $23B, above ~$22.4B est., and operating profit up 137% YoY to $13.3B, both company records, driven by AI HBM demand — South Korea's SK Hynix on Wednesday posted record quarterly revenue and profit, boosted by surging memory prices and demand …

[2025.09.23] New daily RAG paper digest, updated every day 👉 |📖 Papers|[2025.09.09] Released a Lightweight DeepResearch Pipeline local setup tutorial 👉 |📺 bilibili|📖 Blog|[2025.09.01] Released a step-by-step UltraRAG installation and full RAG walkthrough video 👉 |📺 bilibili|📖 Blog|[2025.08.28] 🎉 UltraRAG 2.0 Released!

Designed for research exploration and industrial prototyping, UltraRAG standardizes core RAG components (Retriever, Generation, etc.)

[all] " # On-demand installation uv pip install -e " .

Verify InstallationAfter installation, run the following example command to check if the environment is normal:ultrarag run examples/sayhello.yamlIf you see the following output, the install…

Agent Lightning⚡The absolute trainer to light up AI agents.

💤 Build with ANY agent framework (LangChain, OpenAI Agent SDK, AutoGen, CrewAI, Microsoft Agent Framework...); or even WITHOUT agent framework (Python OpenAI).

🤖agent framework (LangChain, OpenAI Agent SDK, AutoGen, CrewAI, Microsoft Agent Framework...); or even WITHOUT agent framework (Python OpenAI).

Authorized use of Microsoft trademarks or logos is subject to and must follow Microsoft's Trademark & Brand Guidelines.

Use of Microsoft trademarks or logos in modified versions of this project must not cause confusion or imply Microsoft sponsorship.

try - fresh directories for every vibeWebsite · RubyGems · GitHubYour experiments deserve a home.

Usagetry # Browse all experiments try redis # Jump to redis experiment or create new try new api # Start with "2025-08-17-new-api" try .

try = { enable = true ; path = "~/experiments" ; # optional, defaults to ~/src/tries } ; }HomebrewQuick startbrew tap tobi/try https://github.com/tobi/try brew install tryAfter installation, add to your shell:Bash/Zsh: # default is ~/src/tries eval " $( try init ) " # or pick a path eval " $( try init ~ /src/tries ) "Fish: eval " (try init | string collect) " # or pick a path eval " (try init ~/src/tries | string collect) "Why Ruby?

A: Because you have 200 dir…

Tambo AI Generative UI for React Build apps that adapt to your users.

Tambo is a generative UI SDK for React.

const { value , setValue , submit , isPending } = useTamboThreadInput ( ) ; < input value = { value } onChange = { ( e ) => setValue ( e . target .

HTTP , } , ] ; < TamboProvider components = { components } mcpServers = { mcpServers } > < App /> ;2025-11-07-elicitations.mp4Supports the full MCP protocol: tools, prompts, elicitations, and sampling.

git clone https://github.com/tambo-ai/tambo.git cd tambo npm install npm run dev # apps/web + apps/apiUseful commands:npm run build # Build everything npm run lint # Lint (lint:fix to autofix) npm run check-types # Type check npm test # R…

Remotion is a framework for creating videos programmatically using React.

Why create videos in React?

Leverage web technologies : Use all of CSS, Canvas, SVG, WebGL, etc.

: Use all of CSS, Canvas, SVG, WebGL, etc.

Read the LICENSE page for more information.

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.

You switched accounts on another tab or window.

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.

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Using telnet, you can access a variety of these resources on the internet.

Below you’ll find lists of a few places to get you started.

If you have an interesting item to add, just send an email to us:Various fun telnet serversNotable, but no longer online :(towel.blinkenlights.nl 23Star Wars asciimationtowel.blinkenlights.nl 666The Bofh Excuse ServerReal classics.

The telnet server is offline, but the website is still up for this one!

mtrek.com:1701mtrek (star trek themed game)mtrek (star trek themed game) xmltrek.com:1701xmltrek (star trek themed game)Both are offline at the time of this update.

On the other hand, it makes frustrating errors and decisions that clearly go against the shared understanding you’ve developed.

What’s worse is code that agents write looks plausible and impressive while it’s being written and presented to you.

After reading months of cumulative highly-specified agentic code, I said to myself: I’m not shipping this shit.

So I’m back to writing by hand for most things.

Amazingly, I’m faster, more accurate, more creative, more productive, and more efficient than AI, when you price everything in, and not just code tokens per hour.

But I started learning Django to make a website a few months back, I’ve been liking it so far, and here are a few quick notes!

I spent some time trying to learn Rails in 2020, and while it was cool and I really wanted to like Rails (the Ruby community is great!

), and Django feels easier to me because things are more explicit.

Django has a really nice built-in admin interface, and I can customize it with just a little bit of code.

If I add, delete, or change a field in models.py , Django will automatically generate a migration script like migrations/0006_delete_imageblob.py .

Jan 23, 2026Today we are happy to announce MapLibre Tile (MLT), a new modern and efficient vector tile format.

What is MapLibre Tile?

MapLibre Tile (MLT) is a succesor to Mapbox Vector Tile (MVT).

You can use the new encoding property on sources in your style JSON with a value of mlt for MLT vector tile sources.

You can also try out the encoding server that converts existing (MVT-based) styles and vector tile sources to MLT on the fly.

Understanding Threshold Map in Ordered Dithering.

← or use arrow keys to navigate →This part dives into ordered dithering, a method using a threshold map to decide each pixel's final color*.

It’s just a visual exploration of the logic behind ordered dithering.

This is essentially how a threshold map works in ordered dithering.

Halftoning• Ditherpunk — The article I wish I had about monochrome image dithering• Robert Ulichney's paper on void-and-cluster ditheringI hope you enjoy what you read so far!

Enhanced Range and FindabilityApple’s second-generation Ultra Wideband chip — the same chip found in the iPhone 17 lineup, iPhone Air, Apple Watch Ultra 3, and Apple Watch Series 11 — powers the new AirTag, making it easier to locate than ever before.

With Share Item Location, users can share the location of a misplaced item with a participating airline’s customer service team.

Precision Finding on Apple Watch requires Apple Watch Series 9 or later, or Apple Watch Ultra 2 or later, with watchOS 26.2.1.

Today, Apple leads the world in innovation with iPhone, iPad, Mac, AirPods, Apple Watch, and Apple Vision Pro.

Apple’s six software platforms — iOS, iPadOS, macOS, watchOS, visionOS, and tvOS…

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Cloudflare Ray ID: 9c4e45dd9bb9dcb9Back to The Atlantic

2 As of 2025–2026, the pendulum has swung, and AI opportunity, not AI risk, is driving many political decisions.

As of 2025–2026, the pendulum has swung, and AI opportunity, not AI risk, is driving many political decisions.

The level of AI that raises civilizational concerns for me is the powerful AI that I described in Machines of Loving Grace.

All of this may sound far-fetched, but misaligned behaviors like this have already occurred in our AI models during testing (as they occur in AI models from every other major AI company).

I would even argue that in some cases, large-scale surveillance with powerful AI, mass propaganda with powerful AI, and certain types of offensive uses of fully au…

"Setup @moltbot by @steipete yesterday.

All I have to say is, wow.

First I was using my Claude Max sub and I used all of my limit quickly, so today I had my clawd bot setup a proxy to route my CoPilot subscription as a API endpoint so now it runs on that.

It's the fact that clawd can just keep building upon itself just by talking to it in discord is crazy.

The future is already here"@jonahships_

Updating guide (and run moltbot doctor ).

git clone https://github.com/moltbot/moltbot.git cd moltbot pnpm install pnpm ui:build # auto-installs UI deps on first run pnpm build pnpm moltbot onboard --install-daemon # Dev loop (auto-reload on TS changes) pnpm gateway:watchNote: pnpm moltbot ... runs TypeScript directly (via tsx ).

Run moltbot doctor to surface risky/misconfigured DM policies.

Details: Security guide · Docker + sandboxing · Sandbox configLink the device: pnpm moltbot channels login (stores creds in ~/.clawdbot/credentials ).

Advanced docs (discovery + control)Operations & troubleshootingDeep divesWorkspace & skillsPlatform internalsEmail hooks (Gmail)MoltyMoltbot was built fo…

You’re told that you always want—scratch that, need—the best of the best, your startup’s future depends on it.

Will you actually hire the best of the best against those odds?

They’re not the best for you, and they’re likely not the best for startups, but plenty of other people are.

Regardless of how you investigate this side of them, it’s non-negotiable, and the best hires you’ll make will all have a high EQ.

High-agency problem-solversThe best start-up hires are problem-solvers, not ticket resolvers.

PosturrA macOS app that blurs your screen when you slouch.

Posturr uses your Mac's camera and Apple's Vision framework to monitor your posture in real-time.

The app continuously monitors your posture and applies screen blur when slouching is detected.

Menu Bar ControlsClick the menu bar icon to access:Status - Shows current state (Monitoring, Slouching, Good Posture, etc.)

The camera feed is used solely for posture detection and is never stored or transmitted.

I didn’t realize at the time, but he was dooming me to be an engineering manager.

Since then, I’ve worked across four companies as a manager, one as a founder, and another as a manager of managers.

The “well-defined engineering manager role” is a mythThere is no standard definition for an Engineering Manager.

If you can’t trust their honesty, and you have good reasons not to, then you need to part ways.

Sometimes it’s fear - you don’t trust it’ll be done right without you.

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.

It’s like, I don’t know if you’re a golfer, Tim, but that’s what golf folks say as well.

And golf tech, like any tech, is just limitless really what they can fine tune and dial in.

I’m being facetious, but you know, golf rounds aren’t cheap, golf trips with friends aren’t cheap, golf clubs are not cheap.

And so that today is my TrueNAS box.

I kind of want my TrueNAS box to do everything.

[ ] 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.

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.

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.

ProtoArc CaseUp Combo ZDNET's key takeaways The CaseUp Combo includes ProtoArc's wireless keyboard, mouse, and laptop stand, on sale now for $89 on Amazon.

Remote work demands new use cases from tech to get our work done, and like anything else, customization is key.

I've been traveling with ProtoArc's CaseUp keyboard, mouse, and laptop stand combo for the past year or so, and it's become a standard for my remote work setup for a few reasons.

Every time I've used this wireless keyboard, it connects instantly to my laptop with no re-pairing or fiddling with settings.

ZDNET's buying adviceIf you're looking for a wireless keyboard, ProtoArc's tri-fold design fully extends into a full-size keyb…

An open-source AI agent originally called Clawdbot (now renamed Moltbot) is gaining cult popularity among developers for running locally, 24/7, and wiring itself into calendars, messages, and other personal workflows. The hype has gone so far that some users are buying Mac Minis just to host the agent full-time, even as its creator warns that's unnecessary. Business Insider reports: Founded by [creator Peter Steinberger], it's an AI agent that manages "digital life," from emails to home automation. Steinberger previously founded PSPDFKit. In a key distinction from ChatGPT and many other popular AI products, the agent is open source and runs locally on your computer. Users then connect the a…

Amazon announced on Wednesday that it is eliminating approximately 16,000 roles across the company as part of organizational changes that began in October 2025 and are only now being finalized by certain teams. Senior Vice President Beth Galetti shared the news in a memo to employees, framing the reductions as an effort to reduce layers, increase ownership, and remove bureaucracy. The memo follows another memo that the company accidentally sent to employees. Read more of this story at Slashdot.

An anonymous reader quotes a report from Universe Today: There's a bright side to every situation. In 2032, the Moon itself might have a particularly bright side if it is blasted by a 60-meter-wide asteroid. The chances of such an event are still relatively small (only around 4%), but non-negligible. And scientists are starting to prepare both for the bad (massive risks to satellites and huge meteors raining down on a large portion of the planet) and the good (a once in a lifetime chance to study the geology, seismology, and chemical makeup of our nearest neighbor). A new paper from Yifan He of Tsinghua University and co-authors, released in pre-print form on arXiv, looks at the bright side…

alternative_right shares a report from Phys.org: New findings from NASA's Perseverance rover have revealed evidence of wave-formed beaches and rocks altered by subsurface water in a Martian crater that once held a vast lake -- considerably expanding the timeline for potential habitability at this ancient site. In an international study led by Imperial College London, researchers uncovered that the so-called 'Margin unit' in Mars's Jezero crater preserves evidence of extensive underground interactions between rock and water, as well as the first definitive traces of an ancient shoreline. These are compelling indicators that habitable, surface water conditions persisted in the crater (home to…

Amazon appears to have prematurely acknowledged layoffs inside AWS after an internal email referencing "organizational changes" and "impacted colleagues" was mistakenly sent to cloud employees. CNBC reports: "Changes like this are hard on everyone," Colleen Aubrey, senior vice president of applied AI solutions at Amazon Web Services, wrote in an email viewed by CNBC. "These decisions are difficult and are made thoughtfully as we position our organization and AWS for future success." The note also references a post from Amazon's HR boss Beth Galetti and said the company notified "impacted colleagues in our organization." The subject of the email mentions "Project Dawn," and the email says it…

An anonymous reader quotes a report from Science.org: Some 10,109 doctoral-trained experts in science and related fields left their jobs last year as President Donald Trump dramatically shrank the overall federal workforce. That exodus was only 3% of the 335,192 federal workers who exited last year but represents 14% of the total number of Ph.D.s in science, technology, engineering, and math (STEM) or health fields employed at the end of 2024 as then-President Joe Biden prepared to leave office. The numbers come from employment data posted earlier this month by the White House Office of Personnel Management (OPM). At 14 research agencies Science examined in detail, departures outnumbered ne…

Apple quietly released its first update to iOS 12 since 2023 to keep iMessage, FaceTime, and device activation working on older hardware through January 2027. The update applies to legacy devices like the iPhone 5S, iPhone 6/6 Plus, and 2013-era iPads. Macworld reports: The update appears to be related to a specific issue. According to Apple's "About iOS 12 Updates" page, iOS 12.5.78 "extends the certificate required by features such as iMessage, FaceTime, and device activation to continue working after January 2027." Meanwhile, the iOS 16 update says it "provides important bug fixes and is recommended for all users." When iOS 13 arrived, it dropped compatibility for the iPhone 5S, iPhone 6…

Scientists have released DinoTracker, a free AI-powered app that identifies dinosaur footprints by analyzing shape patterns rather than relying on potentially flawed historical labels. "When we find a dinosaur footprint, we try to do the Cinderella thing and find the foot that matches the slipper," said Prof Steve Brusatte, a co-author of the work. "But it's not so simple, because the shape of a dinosaur footprint depends not only on the shape of the dinosaur's foot but also the type of sand or mud it was walking through, and the motion of its foot." The Guardian reports: [...] Brusatte, [Dr Gregor Hartmann, the first author of the new research from Helmholtz-Zentrum in Germany] and colleag…

A data breach at SoundCloud exposed information tied to 29.8 million user accounts, according to Have I Been Pwned. While SoundCloud says no passwords or financial data were accessed, attackers mapped email addresses to public profile data and later attempted extortion. BleepingComputer reports: The company confirmed the breach on December 15, following widespread reports from users who were unable to access SoundCloud and saw 403 "Forbidden" errors when connecting via VPN. SoundCloud told BleepingComputer at the time that it had activated its incident response procedures after detecting unauthorized activity involving an ancillary service dashboard. "We understand that a purported threat a…

An anonymous reader quotes a report from Ars Technica: The Supreme Court is taking up a case on whether Paramount violated the 1988 Video Privacy Protection Act (VPPA) by disclosing a user's viewing history to Facebook. The case, Michael Salazar v. Paramount Global, hinges on the law's definition of the word "consumer." Salazar filed a class action against Paramount in 2022, alleging that it "violated the VPPA by disclosing his personally identifiable information to Facebook without consent," Salazar's petition to the Supreme Court said. Salazar had signed up for an online newsletter through 247Sports.com, a site owned by Paramount, and had to provide his email address in the process. Salaz…

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.

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…

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.

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.…

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…

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(): 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…

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…

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.

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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.

Founded three years ago by Winfried Vogt and Christina Paap, the Innovation Award was created with a clear objective: to give innovative founders access to what often makes the decisive difference for early-stage success. Visibility, recognition, and entry into strong professional networks remain out of reach for many startups, particularly in highly regulated sectors such […]

The post The Innovation Award 2026: A platform for visibility, networks, and sustainable growth (Sponsored) appeared first on EU-Startups.

b2venture, a Berlin-based early-stage investor, has closed its Fund V at the hard cap of €150 million, the firm’s largest early-stage fund to date aimed at accelerating the next wave of European tech leaders building scalable, defensible technologies and digital business models from the earliest stages. Fund V is backed by a mix of long-standing […]

The post With decades of exits and unicorns behind it, b2venture reaches €150 million hard cap for Fund V appeared first on EU-Startups.

Carbonaide, a Finnish startup focused on turning building materials from a large emission source into a carbon sink, has raised €3.7 million in its latest funding round to scale its operations and accelerate key strategic initiatives. The combined investment consisted of equity and supporting financial instruments. The round was led by Carbonaide’s existing owners, Vantaan […]

The post Finland’s Carbonaide raises €3.7 million to turn building materials into a carbon sink appeared first on EU-Startups.

Düsseldorf-based Co-reactive, a ClimateTech startup focused on decarbonising the construction industry at scale, has closed a Seed financing round totalling €6.5 million to scale its CO₂ mineralisation technology. The round was led by HTGF, with participation from NRW.Bank, HBG Ventures, AFI Ventures (the early-stage impact arm of Ventech), Evercurious VC and a network of experienced […]

The post Düsseldorf-based Co-reactive secures €6.5 million to take concrete action to decarbonise the cement industry appeared first on EU-Startups.

Ascension Ventures, a British VC investing at the pre-Seed and Seed levels, has received a new up to €11.5 million (£10 million) commitment, enhancing access to capital for early-stage businesses across diverse sectors and ensuring that founders outside of London and the South East have access to the patient capital required to scale. The commitment […]

The post London’s Ascension Ventures secures up to €11.5 million commitment to support regional early-stage founders appeared first on EU-Startups.

Following our series of country articles, today we turn our focus north to Finland, exploring the forces shaping its startup ecosystem and the companies driving innovation across deeptech, energy, health, AI, and mobility. Finland has long been recognised for its strong engineering tradition, world-class education system, and close collaboration between academia, industry, and the public […]

The post Inside Finland’s next wave of innovation: 10 promising startups to keep an eye on this 2026! appeared first on EU-Startups.

SamanTree Medical, a Liège-based startup in surgical imaging innovation, has secured €20 million in financing from the European Investment Bank (EIB) in order to support the development of an advanced confocal microscopy scanner for rapid imaging of the internal microstructure of tissue samples during surgical procedures. The operation is backed by InvestEU, the EU’s flagship […]

The post EIB backs Belgian MedTech startup SamanTree Medical with €20 million to support real-time surgical imaging appeared first on EU-Startups.

Evaro, an NHS-licensed digital healthcare platform serving over 2 million patients, today announced it has closed a €21 million ($25 million) Series A funding round to expand across treatment areas (women’s health, men’s health, and longevity medicine), clinical capabilities such as cutting edge diagnostics and aftercare, and platform development (API-first infrastructure for seamless brand integration). […]

The post With Clue and Lovehoney as partners, Evaro secures €21 million to expand NHS-licensed embedded health services appeared first on EU-Startups.

Raylo, a London-based subscription infrastructure for leading electronics brands, today announces a new partnership with LG, alongside a €34.5 million (£30 million) fundraise, to accelerate its expansion across device categories and international markets. Combining €11.5 million (£10 million) in equity led by Citibank and an additional €23 million (£20 million) in debt from existing investor […]

The post Electronics brands including Apple and PlayStation turn to subscriptions as Raylo secures €34.5 million appeared first on EU-Startups.

Paraglide, a Malmö-based startup building AI agents for accounts receivable (AR), today announced that it has raised €4.2 million ($5 million) in a Seed funding round to support its European expansion. The round was co-led by Bessemer Venture Partners and DN Capital, with participation from Born Capital and The Nordic Web Ventures. Alex Ferrara at […]

The post Swedish startup Paraglide raises €4.2 million to build AI agents for accounts receivable appeared first on EU-Startups.

The UK’ssustainable grocery delivery service, Modern Milkman, has raised £10 million ina funding round led by Salica Investments, bringing its total funding to morethan £60 million.Foundedin 2019 by S...

b2venturehas closed its Fund V at €150 million, reaching the hard cap and marking thefirm’s largest early-stage fund to date. The fund is supported by a mix oflong-standing and new limited partners, i...

London-based Pallma AI, the security layer for agentic enterprise systems, has completeda $1.6 million pre-seed round led by Marathon Venture Capital, with participation from technologyleaders from AW...

German climatetech startupCo-reactive has completed a €6.5 million seed financing round led by HTGF, withparticipation from NRW.Bank, HBG Ventures, AFI Ventures, Evercurious VC, and agroup of experien...

London-basedGoCanopy has raised €2.1 million in seed funding to support the development ofits AI-powered operating system for institutional real estate investors. Theround was led by ISAI, with partic...

Today, Luminance launched the largest update to its Legal-Grade AI platform in the company’s ten-year history. The new architecture retains negotiation history and legal decision-making across all ent...

When four engineering students at TU Delft shared a simple idea in 2013, they had no clue it would change how millions of students study worldwide. Marnix, Lucas, Sander, and Jacques noticed something...

Evaro,an NHS-licensed digital healthcare platform, has closed a $25 million Series Afunding round led by AlbionVC, with participation from Simplyhealth Ventures,Exceptional Ventures, Cornerstone VC, a...

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 […]