Right now, many companies are worried about how to get more employees to use AI.

After all, the promise of AI reducing the burden of some work—drafting routine documents, summarizing information, and debugging code—and allowing workers more time for high-value tasks is tantalizing.

Rolling out teen-by-default settings globally builds on Discord’s existing safety architecture, giving teens strong protections while allowing verified adults flexibility.

‍Privacy-Forward Age AssuranceAge assurance is the foundation of this new experience and is designed to respect Discord users’ privacy and choice.

Straightforward verification: In most cases, users complete the process once and their Discord experience adapts to their verified age group.

Private status: A user’s age verification status cannot be seen by other users.

Discord users will need to be age-assured as adults in order to unblur sensitive content or turn off the setting.

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Reference number: 9cb43c818f8bdc549cb43c818f8bdc54 IP Address: 23.88.109.523.88.109.5::CLOUDFLARE_ERROR_1000S_BOX::

Schacht, a lean clinical psychologist with boyish features, has spent much of his career searching for medications to treat alcohol addiction.

Since the turn of the twenty-first century, drinking-related deaths have roughly doubled in the U.S., yet no new medication has been approved for alcohol addiction in decades.

Schacht escorted me to a storage room unlike any I’ve visited at a research laboratory.

Across the hall from the storage room, I sat down at a table with an iPad on it.

Finally, she ran an orange peel around the rim, dropped it into the drink, and left the room.

PrometheeWhat this isUEFI Bindings for JavaScriptHow it worksPromethee loads script.js from the boot volume and runs it.

If you can do it with UEFI services, you can do it in JavaScript.

Quick startFetch dependencies: ./get-deps Build and run in QEMU: make runYour entrypoint is script.js.

The run target copies it to the UEFI FAT volume as \script.js.

Tiny exampleIn script.js:var gop = efi.SystemTable.BootServices.LocateProtocol(efi.guid.GraphicsOutput); if (gop) { var red = { r: 255, g: 0, b: 0 }; gop.Blt(red, 'EfiBltVideoFill', 0, 0, 50, 50, 200, 120, 0); }Notes

Generating C is less fraught than writing C by hand, as the generator can often avoid the undefined-behavior pitfalls that one has to be so careful about when writing C by hand.

static inline functions enable data abstractionWhen I learned C, in the early days of GStreamer (oh bless its heart it still has the same web page!

Mostly we got the message over time that many macro uses should have been inline functions; macros are for token-pasting and generating names, not for data access or other implementation.

I would mostly prefer to not think about this flavor of bottleneck, and that is what static inline functions do for me.

When generating C, we should probably sidestep these rules and in…

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Zone transfer checkerCheck if DNS zone transfer is enabled and view the DNS records

Turn Digital into PhysicalWant to bring your digital library to life?

We provide detailed instructions on how to print and bind your books at home!

The Matrix project has two main public faces: Matrix.org represents the nonprofit foundation behind the Matrix protocol, while Element (formerly Vector and later Riot) is the name of the client app.

Element.io provides both client apps and server software that run the Matrix protocol.

Hodgson told us that ten more national governments sent representatives to the 2025 Matrix conference to discuss its use.

The last time we saw Hodgson speak was at the Ubuntu Summit in 2024, where he presented on version 2.0 of Matrix protocol.

Although The Reg has previously referred to Matrix as "a relatively niche messaging technology," it is out there, slowly and steadily gaining users, traction, and prese…

A from-scratch authentication reference implementation for Cloudflare Workers — PBKDF2 password hashing, JWT dual-token sessions, constant-time comparison, and sliding expiration — all wired together with Hono, Turso, and strict TypeScript.

Every design choice traces back to a standard: NIST SP 800-63B for credentials, NIST SP 800-132 for key derivation, OWASP ASVS for verification, and RFC 8725 for JWT best practices.

Use Better Auth instead — it covers OAuth, passkeys, MFA, rate limiting, and more out of the box with an active plugin ecosystem.

This repo exists to teach you how auth works, not to replace a production library.

If you're extending this code toward production (or evaluating …

Offpunk 3.0 "A Community is Born" Releaseby Ploum on 2026-02-09For the last four years, I’ve been developing Offpunk, a command-line Web, Gemini, and Gopher browser that allows you to work offline.

Something wonderful happened on the road leading to 3.0: Offpunk became a true cooperative effort.

Offpunk 3.0 is probably the first release that contains code I didn’t review line-by-line.

It makes me feel like there’s an emerging Offpunk community where everybody can contribute at their own pace.

But the new "cookies" command allows you to import a cookie txt file to be used with a given http domain.

The Longest Lines Of SightWith the help of a custom-developed algorithm, CacheTVS, we have exhaustively checked every single view on Earth in search of the coveted longest line of sight on the planet.

The second longest line of sight, at 504km, from Antioquia to Pico Crostobal in ColombiaNow we go right to the other side of the world to Colombia in South America.

We’ve found a line of sight from the department of Antioquia to Pico Cristobal, Colombia’s highest mountain.

Notably Russia does not share a land border with Turkey, so it’s interesting that you can still see one from the other.

Explore For YourselfWe have around 4.5 billion lines of sight for you to explore in an interactive map a…

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Welcome to the Ruby Users Forum!

👋 Meta This forum is a space for Ruby users of all backgrounds to connect, learn from one another, and support each other.

Whether you’re exploring Ruby for the first time or diving deeper into advanced topics, you’re in the ri…1339December 18, 2025

I have spent a lot of time recently on creating a GUI library.

This leaves me with boxes (for layout), spots (for navigation and interaction), and shapes (for drawing) as the main primitives for building GUIs.

And is arrow navigation really the same as tabbing?

I’ve been using Mikko Mononen’s excellent Skribidi library, which has allowed me to ignore a lot of the complexity of text rendering.

I ended up treating text as a “layout mode”, which allows you to mix text and regular layout boxes.

Generating C is less fraught than writing C by hand, as the generator can often avoid the undefined-behavior pitfalls that one has to be so careful about when writing C by hand.

static inline functions enable data abstractionWhen I learned C, in the early days of GStreamer (oh bless its heart it still has the same web page!

Mostly we got the message over time that many macro uses should have been inline functions; macros are for token-pasting and generating names, not for data access or other implementation.

I would mostly prefer to not think about this flavor of bottleneck, and that is what static inline functions do for me.

When generating C, we should probably sidestep these rules and in…

Software can be understood 🔗︎I approach software with a deep-seated belief that computers and software systems can be understood.

Computers are not magic 🔗︎At core, computers are built on a set of (mostly) deterministic foundations, which follow strict rules at each tick of the clock.

Most behaviors in one layer are comprehensible in terms of the concepts of the next layer, and all behaviors can be understood by digging down through enough layers.

In modern computer systems, a great many of the layers are open-source, and can be understood directly by reading the implementation.

This kind of problem can’t even be fully understood without a good understanding of the interplay between userspa…

The way to think about this: if important functionality is missing in my language of choice, I just point the agent at a library from a different language and have it build a port.

What Agents WantIt’s tricky to say what an agent wants because agents will lie to you and they are influenced by all the code they’ve seen.

A language that doesn’t split into two separate experiences (with-LSP and without-LSP) will be beneficial to agents because it gives them one unified way of working across many more situations.

Ironic given how particularly good agents are at creating flaky tests in the first place.

No human wants to be subject to surveys, but agents don’t care.

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Offpunk 3.0 "A Community is Born" Releaseby Ploum on 2026-02-09For the last four years, I’ve been developing Offpunk, a command-line Web, Gemini, and Gopher browser that allows you to work offline.

Something wonderful happened on the road leading to 3.0: Offpunk became a true cooperative effort.

Offpunk 3.0 is probably the first release that contains code I didn’t review line-by-line.

It makes me feel like there’s an emerging Offpunk community where everybody can contribute at their own pace.

But the new "cookies" command allows you to import a cookie txt file to be used with a given http domain.

Hello, we're Tom and Ryan, Lobster regulars, that teamed up to build an algorithm with Rust and SIMD to exhaustively search for the longest line of sight on the planet.

We can confirm that a previously speculated view between Pik Dankova in Kyrgyzstan and the Hindu Kush in China is indeed the longest, at 530km.

We go into all the details at: https://alltheviews.worldAnd there's an interactive map with over 1 billion longest lines, covering the whole world at https://map.alltheviews.world Just click on any point and it'll load its longest line of sight.

Some of you may remember Tom's post from a few months ago about how to efficiently pack visibility tiles for computing the entire planet.

Th…

A ccc_wrapper.sh script routes .S assembly files to GCC (CCC does not process assembly) and all .c files to CCC.

SQLite 3.46 BenchmarkCompilationMetric GCC -O0 GCC -O2 CCC Time 64.6s 7m23s 1m27s (just -O0) Peak RSS 272 MB 370 MB 1,616 MB Binary Size 1.55 MB 1.40 MB 4.27 MBCCC -O0 and -O2 produce byte-identical binaries (4,374,024 bytes).

Comparing “CCC compile time vs GCC -O2 compile time” is like comparing a printer that only prints in black-and-white vs one that does full color.

Micro-benchmark: 32 Local Variables with Switch StatementCCC: 8.604s ( 41.6x slower than GCC -O2 ) GCC O0: 2.026s ( CCC is 4.2x slower ) GCC O2: 0.207s ( baseline )CCC is 4.2x slower than GCC O0 for register-heavy…

We moved to Intergraph hardware running Windows NT right after shipping Quake.

- John Carmack [1]The next versions of Quake, winquake.exe , glquake.exe , and QuakeWorld ( qwcl.exe and qwsv.exe ) were all developed and compiled on Windows NT with Visual C++ 4.X.

I tested these steps both on the Quake PC and in Virtualbox, running either Windows 98SE or Windows NT 4.0.

Installing Windows NT 4Installing Windows NT 4 is pretty easy since the CD is bootable.

Installing Visual C++ 6The Win32 version of Quake were coded on Visual C++ 4.X since it was the most recent version of Microsoft IDE available in mid-96.

And now it is simultaneously being strip-mined by AI companies and effectively made inaccessible to actual humans around the world who might want to read it.

About 50 percent of web traffic is now coming from non-humans.

According to Cloudflare’s 2025 Year in Review report, AI bots originated 4.2 % of HTML requests.

Chinese AI companies might not be that concerned about conventions around robots.txt or polite crawling.

Activating Your Site ShieldsBut for now, let’s look at a few practical ways to fight back against those webspace invaders.

Pieter Haeck / Politico:

EU officials and tech executives inaugurate a €2.5B chips research hub in Belgium; ASML and Imec emphasized that the US is dependent on European chip tech — ASML CEO says chip printers are the machines “the entire world would like to get.” — LEUVEN, Belgium — The rest …

Julie Bort / TechCrunch:

Gather AI, which builds “curious” AI for drones and cameras to autonomously monitor warehouses, raised a $40M Series B, taking its total funding to $74M — Gather AI, a startup that offers an AI platform for warehouse cameras and drones, has raised a $40 million Series B funding round led by Smith Point Capital.

Miles Kruppa / The Information:

Sources: Apollo nears a $3.4B loan deal to a Valor-led investment vehicle to buy and lease Nvidia chips to xAI; through fall 2025, xAI was burning $1B per month — Apollo Global Management, one of Wall Street's biggest private credit firms, is nearing a deal to lend about $3.4 billion …

Stevie Bonifield / The Verge:

Discord says it will roll out age verification globally from March to access some content; all accounts will have a “teen-appropriate experience by default” — Beginning in March, all accounts will have a “teen-appropriate experience by default.”

Bloomberg:

Uber agrees to buy Getir's delivery operations from Mubadala, without giving the terms; a November 2025 report said it would value Getir's business at up to $1B — Uber Technologies Inc. has agreed to buy Turkish company Getir's delivery operations from its controlling shareholder Mubadala Investment Co …

Amanda Chu / Politico:

How Oura won over DC by growing its lobbying spend to $1M+ per year, as RFK Jr. touts wearables for health and the US DOD makes the rings an employee benefit — It's paying off. The Defense Department, Oura's largest customer, now provides rings to certain soldiers and civil servants as an employee benefit.

Bloomberg:

Sources: Alphabet aims to raise ~$15B from a US high-grade dollar bond sale, as it seeks to finance $185B in 2026 capex; Alphabet raised $17.5B in November 2025 — Alphabet Inc. is looking to raise about $15 billion from a US high-grade dollar bond sale, according to people with knowledge of the matter …

CNBC:

Internal memo: Sam Altman tells staff that ChatGPT is “back to exceeding 10% monthly growth”, and OpenAI plans to release “an updated Chat model” this week — As OpenAI faces intensifying pressure from rival Anthropic's improved coding tools, CEO Sam Altman …

Eduardo Baptista / Reuters:

Alibaba's Qwen temporarily stops issuing coupons due to customer overload, hampering Alibaba's Agentic AI ad campaign; Qwen began offering coupons on February 6 — Alibaba's (9988.HK) artificial intelligence chatbot Qwen has temporarily stopped issuing coupons due to customer overload …

Iain Martin / Forbes:

Sources: AI legal software startup Harvey seeks to raise $200M led by Sequoia and GIC at an $11B valuation, up from $8B after raising $160M in December 2025 — The startup, which develops AI software for lawyers and big law firms, is raising additional capital, increasing its valuation from $8 billion just two months ago.

Washington Post:

How the US government is adopting AI: NASA reports 420 AI use cases in 2025, up from 18 in 2024, HHS reports 398, Energy 325, DOJ 295, Interior 234, and DHS 205 — The White House is accelerating AI adoption across government, embedding the technology in policing, health care, defense and science.

Wall Street Journal:

A profile of Amanda Askell, Anthropic's resident philosopher, who is learning Claude's reasoning patterns in a bid to endow it with a sense of morality — Anthropic has entrusted Amanda Askell to endow its chatbot, Claude, with a sense of right and wrong. — Amanda Askell knew from the age of 14 that she wanted to teach philosophy.

Juro Osawa / The Information:

ByteDance releases Seedance 2.0, an update to its AI video generation model that can make multi-shot scenes, available to select Jimeng and Jianying users — ByteDance's new AI video generation model Seedance 2.0, unveiled over the weekend, is generating a lot of buzz on social media, with some calling it a game changer.

Christina Kyriasoglou / Bloomberg:

Franco-Italian chipmaker STMicro agrees to supply AWS with various chips, including for high-bandwidth connectivity and power management; STM jumps 5%+ — Amazon.com Inc.'s cloud service AWS is deepening its ties with Franco-Italian chipmaker STMicroelectronics NV to secure semiconductor technologies for its data centers.

Julia Zhong / Bloomberg:

Chinese chip designer Montage raised $902M in its Hong Kong IPO, jumping 64% in its market debut, the biggest rise since Kuaishou's $6.2B Hong Kong IPO in 2021 — Shares of Montage Technology Co. jumped 64% in their Hong Kong debut on Monday after a share sale that raised $902 million …

Abner Li / 9to5Google:

YouTube launches a Premium paywall for song lyrics on YouTube Music, after testing it in recent months; users get five free lyrics before they have to subscribe — After testing in recent months, YouTube Music looks to be widely rolling out a Premium paywall for lyrics.

Bloomberg:

The European Commission sends a statement of objections to Meta over WhatsApp blocking rival AI chatbots, warning it will take measures to avoid “serious” harm — Meta Platforms Inc. was given a European Union warning over policies that block the use of rival Artificial Intelligence assistants …

Dominic Chopping / Wall Street Journal:

PE firm Advent, FedEx, A&R, and PPF agree to acquire Polish automated parcel delivery company InPost for €7.8B; the company has 61K automated parcel lockers — The consortium says there is a clear path to significantly grow InPost's network and extend its reach across Europe

Lucas Shaw / Bloomberg:

Q&A with YouTube VP of Subscription Products Christian Oestlien on YouTube TV's future, the NFL and Oscars deals, its friendly rivalry with Netflix, and more — YouTube is going to start selling cheaper TV bundles for sports fans, news junkies — Happy Super Bowl Sunday …

Brayden Lindrea / Cointelegraph:

Crypto.com CEO Kris Marszalek launches ai.com during the Super Bowl and opens up username handle registration to let users get a private, personalized AI agent — Crypto.com CEO Kris Marszalek's goal with ai.com is to build “a decentralized network of autonomous, self-improving AI agents …

Jill R Shah / Financial Times:

A look at Tether's global expansion, after it recently hit ~300 staff; sources describe Tether's internal focus on corporate structure and “profit and loss” — One of crypto's biggest players has grand plans to deploy its large profits — Tether has expanded …

Critical OWASP Vulnerability Coverage : Currently identifies and validates the following critical vulnerabilities: Injection, XSS, SSRF, and Broken Authentication/Authorization, with more types in development.

: Currently identifies and validates the following critical vulnerabilities: Injection, XSS, SSRF, and Broken Authentication/Authorization, with more types in development.

Shannon Pro enhances this foundation with an advanced, LLM-powered data flow analysis engine (inspired by the LLMDFA paper) for enterprise-grade code analysis and deeper vulnerability detection.

Shannon Pro is designed for organizations serious about application security.

Or contact us directly:📧 Email: shannon@keyg…

prekpre-commit is a framework to run hooks written in many languages, and it manages the language toolchain and dependencies for running the hooks.

prek provides a better user experienceNo need to install Python or any other runtime, just download a single binary.

prek run has some nifty improvements over pre-commit run , such as: prek run --directory runs hooks for files in the specified directory, no need to use git ls-files -- | xargs pre-commit run --files anymore.

command lists all available hooks, their ids, and descriptions, providing a better overview of the configured hooks.

prek provides shell completions for prek run command, making it easier to run specific hooks without reme…

The runs/speedrun.sh script always reflects the reference way to train GPT-2 grade model and talk to it.

The GPT-2 CORE score is 0.256525.

Getting startedReproduce and talk to GPT-2The most fun you can have is to train your own GPT-2 and talk to it.

Then talk to your LLM as you'd normally talk to ChatGPT!

CiteIf you find nanochat helpful in your research cite simply as:@misc { nanochat , author = { Andrej Karpathy } , title = { nanochat: The best ChatGPT that \$100 can buy } , year = { 2025 } , publisher = { GitHub } , url = { https://github.com/karpathy/nanochat } }LicenseMIT

Playwright CLI with SKILLSPlaywright CLI vs Playwright MCPThis package provides CLI interface into Playwright.

If you'd like to see the browser, pass --headed to open :playwright-cli open https://playwright.dev --headedSessionsPlaywright CLI will use a dedicated persistent profile by default.

playwright-cli open https://playwright.dev playwright-cli -s=example open https://example.com playwright-cli listYou can run your coding agent with the PLAYWRIGHT_CLI_SESSION environment variable:PLAYWRIGHT_CLI_SESSION=todo-app claude .

: Record < string , string > ; /** * Timeout in milliseconds for connecting to CDP endpoint.

: string ; /** * Paths to TypeScript files to add as initialization scripts…

Claude Code Hooks MasteryClaude Code Hooks - Quickly master how to use Claude Code hooks to add deterministic (or non-deterministic) control over Claude Code's behavior.

Stop HookFires: When Claude Code finishes respondingPayload: stop_hook_active boolean flagEnhanced: AI-generated completion messages with TTS playback (LLM priority: OpenAI > Anthropic > Ollama > random)6.

SubagentStop HookFires: When Claude Code subagents (Task tools) finish respondingPayload: stop_hook_active boolean flagEnhanced: TTS playback - "Subagent Complete"7.

PreCompact HookFires: Before Claude Code performs a compaction operationPayload: trigger ("manual" or "auto"), custom_instructions (for manual), session info…

🧪 Cookbooks: Vectorless RAG: A minimal, hands-on example of reasoning-based RAG using PageIndex.

🧪 Quick Hands-onTry the Vectorless RAG notebook — a minimal, hands-on example of reasoning-based RAG using PageIndex.

You can generate the PageIndex tree structure with this open-source repo, or use our API⚙️ Package UsageYou can follow these steps to generate a PageIndex tree from a PDF document.

📈 Case Study: PageIndex Leads Finance QA BenchmarkMafin 2.5 is a reasoning-based RAG system for financial document analysis, powered by PageIndex.

📖 Tutorials: practical guides and strategies, including Document Search and Tree Search.

Maestro is a cross-platform desktop app for orchestrating your fleet of AI agents and projects.

FeaturesPower Features🌳 Git Worktrees - Run AI agents in parallel on isolated branches.

- Run AI agents in parallel on isolated branches.

Each task gets its own AI session for clean conversation context.

Core Features🔄 Dual-Mode Sessions - Each agent has both an AI Terminal and Command Terminal.

Agent SkillsAgent Skills are folders of instructions, scripts, and resources that AI agents can discover and use to perform at specific tasks.

Codex uses skills to help package capabilities that teams and individuals can use to complete specific tasks in a repeatable way.

To install curated or experimental skills, you can use the $skill-installer inside Codex.

Curated skills can be installed by name (defaults to skills/.curated ):$skill-installer gh-address-commentsFor experimental skills, specify the skill folder.

For example:$skill-installer install the create-plan skill from the .experimental folderOr provide the GitHub directory URL:$skill-installer install https://github.com/openai/ski…

bitnet.cpp is the official inference framework for 1-bit LLMs (e.g., BitNet b1.58).

usage: e2e_benchmark.py -m MODEL [-n N_TOKEN] [-p N_PROMPT] [-t THREADS] Setup the environment for running the inference required arguments: -m MODEL, --model MODEL Path to the model file.

-t THREADS, --threads THREADS Number of threads to use.

It is an optional argument with a default value of 128., : The number of tokens to generate during the inference.

It is an optional argument with a default value of 2., : The number of threads to use for running the inference.

Peekaboo 🫣 - Mac automation that sees the screen and does the clicks.

Peekaboo brings high-fidelity screen capture, AI analysis, and complete GUI automation to macOS.

Version 3 adds native agent flows and multi-screen automation across the CLI and MCP server.

Install deps: pnpm install then pnpm run build:cli or pnpm run test:safe .

Lint/format: pnpm run lint && pnpm run format .

The best audio processing library built on Apple's MLX framework, providing fast and efficient text-to-speech (TTS), speech-to-text (STT), and speech-to-speech (STS) on Apple Silicon.

utils import load_model # Load model model = load_model ( "mlx-community/Kokoro-82M-bf16" ) # Generate speech for result in model .

stt import load # Speech recognition model = load ( "mlx-community/Qwen3-ASR-0.6B-8bit" ) result = model .

utils import load model = load ( "mlx-community/VibeVoice-ASR-bf16" ) # Basic transcription result = model .

from_pretrained ( "mlx-community/sam-audio-large" ) batch = processor ( descriptions = [ "A person speaking" ], audios = [ "mixed_audio.wav" ], ) result = model .

The AI Agent That Neovim DeservesThis is an example repo where i want to test what i think the ideal AI workflow is for people who dont have "skill issues."

This is for more debugging purposes local cwd = vim .

basename ( cwd ) _99 .

fill_in_function () end ) end , },CompletionWhen prompting, if you have cmp installed as your autocomplete you can use an autocomplete for rule inclusion in your prompt.

prev_request_logs () ... end function _99 .

VS Code extensionKimi Code CLI can be integrated with Visual Studio Code via the Kimi Code VS Code Extension.

To use Kimi Code CLI with ACP clients, make sure to run Kimi Code CLI in the terminal and send /login to complete the login first.

For example, to use Kimi Code CLI with Zed or JetBrains, add the following configuration to your ~/.config/zed/settings.json or ~/.jetbrains/acp.json file:{ "agent_servers" : { "Kimi Code CLI" : { "command" : " kimi " , "args" : [ " acp " ], "env" : {} } } }Then you can create Kimi Code CLI threads in IDE's agent panel.

For example:# Add streamable HTTP server: kimi mcp add --transport http context7 https://mcp.context7.com/mcp --header " CONTEXT7_API_KE…

Your AI second brain for saving and organizing everything that matters.

Right-click on any content or use the extension popup to save memories instantly.

Raycast Extension: Install the Raycast extension to add and search memories directly from Raycast.

Use the "Add Memory" command to quickly save content, or "Search Memories" to find and retrieve your saved information with keyboard shortcuts.

Whether you're fixing bugs, adding features, or improving documentation, your help makes supermemory better for everyone.

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During a Congressional hearing on Wednesday, Waymo’s chief safety officer, Mauricio Peña, was grilled over the company’s use of Chinese-made vehicles and reliance on overseas workers, as Business Insider reports.

While that may sound like the remote operator isn’t directly controlling the vehicle’s driving responses, it nonetheless goes to show how autonomous vehicles still rely substantially on human intellect.

Fleet response agents may determine what lane a vehicle should pick, or propose a “path for the vehicle to consider,” as the blog post explains.

It’s an especially glaring subject as lawmakers continue to ponder the risks of having autonomous vehicles coexist with human drivers on t…

How StrongDM’s AI team build serious software without even looking at the codeLast week I hinted at a demo I had seen from a team implementing what Dan Shapiro called the Dark Factory level of AI adoption, where no human even looks at the code the coding agents are producing.

That idea of treating scenarios as holdout sets—used to evaluate the software but not stored where the coding agents can see them—is fascinating.

With coding agents!

I visited the StrongDM AI team back in October as part of a small group of invited guests.

Building sustainable software businesses also looks very different when any competitor can potentially clone your newest features with a few hours of coding agent wo…

I formed that impression from:my own personal experiences Every time I use agentic coding tools I'm consistently unimpressed with the quality of the results.

This was a huge surprise to me at first because I expected agentic coding to confer an unfair advantage but … nope!

I don't believe agentic coding is a lost cause, but I do believe agentic coding in its present incarnation is doing more harm than good to software development.

Both studies and developer testimonials show that agentic coding breaks flow and keeps developers in an idle/interruptible holding pattern more than ordinary coding.

This is one of the cases where the AI can reduce human review labor (most agentic coding tools c…

The global publishing platform Substack is generating revenue from newsletters that promote virulent Nazi ideology, white supremacy and antisemitism, a Guardian investigation has found.

Photograph: SubstackThe chief executive of the Antisemitism Policy Trust, Danny Stone, said harmful online content often inspired real-life attacks.

Launched in 2017, the platform has previously faced criticism for hosting newsletters that promote extremist views.

Its co-founder, Hamish McKenzie addressed its decision to host Nazi content in one of his own posts on the site in 2023.

Given that, we don’t think that censorship (including through demonetising publications) makes the problem go away – in fact, i…

Articles by Sheldon Brown and OthersSheldon Brown's Bicycle Glossary:If you would like to make a link or bookmark to this page, the URL is:https://www.sheldonbrown.com/index.htmlLast Updated: by John Allen

“I’m right here. And you are okay, and you are safe, and healthy, and you are at home, yes? It is quiet, and nobody is there, nobody is bothering you. And the world is full of stupid idiots, but you are not one of them. And I am here. When you need me, I am here.” --------- or: The whole world thinks Shane is gay because of some stupid internet rumors, and he doesn't even have to confirm it. He's losing control of his entire life and he needs somewhere to put what little he does have. Ilya has open hands.

MontyA minimal, secure Python interpreter written in Rust for use by AI.

A minimal, secure Python interpreter written in Rust for use by AI.

Instead, it lets you safely run Python code written by an LLM embedded in your agent, with startup times measured in single digit microseconds not hundreds of milliseconds.

PythonTo install:uv add pydantic-monty(Or pip install pydantic-monty for the boomers)Usage:from typing import Any import pydantic_monty code = """ async def agent(prompt: str, messages: Messages): while True: print(f'messages so far: {messages}') output = await call_llm(prompt, messages) if isinstance(output, str): return output messages.extend(output) await agent(prompt, []) """ ty…

So, what exactly is a neural network?

A neural network is inspired by the structure and functions of biological neural networks.

To do this, first we need to turn the image into data that the neural network can understand.

So that’s basically how a neural network works in a nutshell.

So far, we’ve looked at what a neural network is, how it reads input, performs calculations, and gives an output.

I didn’t ask for this and neither did you.

I didn’t ask for the role of a programmer to be reduced to that of a glorified TSA agent, reviewing code to make sure the AI didn’t smuggle something dangerous into production.

They can write code better than you or I can, and if you don’t believe me, wait six months.

But then your junior colleagues will eventually code circles around you, because they’re wearing bazooka-powered jetpacks and you’re still riding around on a fixie bike.

It cannot be helped, it is the nature of all things to pass to dust, and yet still we can mourn.

In 2024, Apple signed a deal with Taboola to serve ads in its app, notably Apple News.

John Gruber, writing in Daring Fireball said at the time:If you told me that the ads in Apple News have been sold by Taboola for the last few years, I’d have said, “Oh, that makes sense.” Because the ads in Apple News — at least the ones I see1 — already look like chumbox Taboola ads.

I use Apple News to keep up on topics that I don’t find in sources I pay for (The Guardian and The New York Times).

But there’s no way I’m going to pay the exorbitant price Apple wants for Apple News+ – £13 – because, while you get more publications, you still get ads.

Does Apple care that Taboola serves ads like this?

Please enable JS and disable any ad blocker

AUDIO CONFIGURATIONThis movie has a kickass soundtrack that really enhances the vibe.

I highly recommend enabling sound for the full experience, but the choice is yours.

ENABLE SOUNDMUTEExtended OST provided by @josesaezmerino

Today, we are excited to introduce the Waymo World Model, a frontier generative model that sets a new bar for large-scale, hyper-realistic autonomous driving simulation.

The Waymo World Model, which we detail below, is the component that is responsible for generating hyper-realistic simulated environments.

The Waymo World Model is built upon Genie 3 —Google DeepMind's most advanced general-purpose world model that generates photorealistic and interactive 3D environments—and is adapted for the rigors of the driving domain.

In the following sections we showcase the Waymo World Model in action, featuring simulations of the Waymo Driver navigating diverse rare edge-case scenarios.

🕹️ Strong Sim…

Exhibit 54: Everyone on Facebook HS EditionHeavily-redacted undated internal document discussing “School Blasts” as a strategy for gaining more high school users (mass notifications sent during the school day).

Details plans to use Teen Ambassador Network and community channels to create buzz and drive adoption.

Discusses three “levers” for driving teen growth: school profile completion; demoting meme content; and boosting teen producer content in the news feed.

Exhibit 75: Slides titled “Teen Mental Health: Creatures of Habit,” August/September 2019Results of a study on teen mental health.

Exhibit 732: “Teen (Unsupervised) Viewer Wellbeing and Safety) (DRAFT),” (Undated)Document discussing…

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.

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

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

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

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

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Changelog News!

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

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

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

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

At an unbeatable price.

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

At an unbeatable price.

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

Squarespace – A website makes it real!

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.

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.

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.

PNY 1TB CS3150 Storage Drive ZDNET's key takeaways PNY 1TB CS3150 M.2 storage drive, available for around $170.

Overall, it's a fast M.2 drive with active cooling to keep running temperatures below the maximum rated temperature.

Now, the way to sail over that speed bump is to get a new storage drive, and there's no better storage upgrade for performance than fitting your system with an M.2 drive.

PNY CS3150 M.2 drive Adrian Kingsley-Hughes/ZDNETTesting the CS3150, I got speeds within 5% of the specs provided by PNY, which is more than acceptable.

Although it should fit most M.2 drive slots on PC motherboards, it won't fit in external drive enclosures unless you remove the heatsink with a sc…

ZDNET's key takeawaysIt's normal for iPhone battery health to stay at 100% for the first few months.

I've had the charge limit disabled so every charge goes to 100%, and I've had Optimized Battery Charging disabled.

Also: iPhone battery worse after updating to iOS 26?

So why is my battery still at 100% after more than 100 recharge cycles?

The actual capacity is higher than the rated capacity to allow for manufacturing variations.

The deal will see Uber paying $335 million at the outset to purchase Getir's food delivery business. Uber will also pay $100 million for a 15% stake in Getir's grocery, retail and water delivery business.

Submit to speak at TechCrunch Founder Summit 2026 to lead a roundtable. Share scaling insights with 1,100 founders on June 23 in Boston. Apply here.

Calling Pre-Series A founders: nominations for TechCrunch Startup Battlefield 200 are open. Compete in the world’s most iconic pitch competition at Disrupt 2026 from October 13 - 15.

Gather AI has closed funding from former Salesforce CEO's firm Smith Point Capital. Its warehouse AI system doesn't just scan. It seeks out specific data.

"Elon Musk said on Sunday that SpaceX has shifted its focus to building a 'self-growing city' on the moon," reports Reuters, "which could be achieved in less than 10 years." SpaceX still intends to start on Musk's long-held ambition of a city on Mars within five to seven years, he wrote on his X social media platform, "but the overriding priority is securing the future of civilization and the Moon is faster." Musk's comments echo a Wall Street Journal report on Friday, stating that SpaceX has told investors it would prioritize going to the moon and attempt a trip to Mars at a later time, targeting March 2027 for an uncrewed lunar landing. As recently as last year, Musk said that he aimed to…

As Super Bowl Sunday comes to a close, America's National Football League "is challenging innovators to improve the facemask on football helmets to reduce concussions in the game," reports the Associated Press: The league announced on Friday at an innovation summit for the Super Bowl the next round in the HealthTECH Challenge series, a crowdsourced competition designed to accelerate the development of cutting-edge football helmets and new standards for player safety. The challenge invites inventors, engineers, startups, academic teams and established companies to improve the impact protection and design of football helmets through improvements to how facemasks absorb and reduce the effects …

"How Chinese is your car?" asks the Wall Street Journal. "Automakers are racing to work it out." Modern cars are packed with internet-connected widgets, many of them containing Chinese technology. Now, the car industry is scrambling to root out that tech ahead of a looming deadline, a test case for America's ability to decouple from Chinese supply chains. New U.S. rules will soon ban Chinese software in vehicle systems that connect to the cloud, part of an effort to prevent cameras, microphones and GPS tracking in cars from being exploited by foreign adversaries. The move is "one of the most consequential and complex auto regulations in decades," according to Hilary Cain, head of policy at …

"You can hear the hum of the drone," says a local newscaster, "but then the propellors come into contact with the building, chunks of the drone later seen falling down. The next video shows the drone on the ground, surrounded by smoke... "Amazon tells us there was minimal damage to the apartment building, adding they are working with the appropriate people to handle any repairs." But there were people standing outside, notes the woman who filmed the crash, and the falling drone "could've hit them, and they would've hurt." More from USA Today: Cesarina Johnson, who captured the collision from her window, told USA TODAY that the collision seemed to happen "almost immediately" after she began …

It's the first "AI" Super Bowl, argues the tech/business writer at Slate, with AI company advertisements taking center stage, even while consumers insist to surveyors that they're "mostly negative" about AI-generated ads. Last year AI companies spent over $1.7 billion on AI-related ads, notes the Washington Post, adding the blitz this year will be "inescapable" — even while surveys show Americans "doubt the technology is good for them or the world..." Slate wonders if that means history will repeat itself... The sheer saturation of new A.I. gambits, added to the mismatch with consumer priorities, gives this year's NFL showcase the sector-specific recession-indicator vibes that have defined …

The mailing list for the North American Network Operators' Group discusses Internet infrastructure issues like routing, IP address allocation, and containing malicious activity. This morning there was another message: We are heartbroken to report that our colleague — our mentor, friend, and conscience — David J. Farber passed away suddenly at his home in Roppongi, Tokyo. He left us on Saturday, Feb. 7, 2026, at the too-young age of 91... Dave's career began with his education at Stevens Institute of Technology, which he loved deeply and served as a Trustee. He joined the legendary Bell Labs during its heyday, and worked at the Rand Corporation. Along the way, among countless other activitie…

"They were crouched down like turkeys peeking over the balcony," the county sheriff told Ars Technica. A half hour past midnight, they were skulking through a courthouse in Iowa's Dallas County on September 11 "carrying backpacks that remind me and several other deputies of maybe the pressure cooker bombs." More deputies arrived... Justin Wynn, 29 of Naples, Florida, and Gary De Mercurio, 43 of Seattle, slowly proceeded down the stairs with hands raised. They then presented the deputies with a letter that explained the intruders weren't criminals but rather penetration testers who had been hired by Iowa's State Court Administration to test the security of its court information system. After…

Long-time Slashdot reader destinyland writes: The world's biggest football game comes to Silicon Valley today — so one bored programmer built a site where AI agents can gather for a Super Bowl party. They're trash talking, suggesting drinks, and predicting who will win. "Humans are welcome to observe," explains BotBowlParty.com — but just like at Moltbook, only AI agents can post or upvote. But humans are allowed to invite their own AI agents to join in the party... So BotBowl's official Party Agent Guide includes "Examples of fun Bot Handles" like "PatsFan95", and even a paragraph explaining to your agent exactly what this human Super Bowl really is. It also advises them to "Use any inform…

Long-time Slashdot reader schwit1 shared this article from the Associated Press: Even as China's expansion of solar and wind power raced ahead in 2025, the Asian giant opened many more coal power plants than it had in recent years — raising concern about whether the world's largest emitter will reduce carbon emissions enough to limit climate change. More than 50 large coal units — individual boiler and turbine sets with generating capacity of 1 gigawatt or more — were commissioned in 2025, up from fewer than 20 a year over the previous decade, a research report released Tuesday said. Depending on energy use, 1 gigawatt can power from several hundred thousand to more than 2 million homes. Ov…

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

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

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

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.

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…

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

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

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The action you just performed triggered the security solution.

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

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

«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.

Waste to Energy Advanced Solutions (WtEnergy), a Barcelona-based company specialising in the energy recovery of waste and biomass through gasification technologies, has closed a €10 million financing round to support the execution of its project pipeline, plant standardisation, organisational strengthening, development of new syngas applications, and European expansion. The round led by SC Net Zero […]

The post Exclusive: Barcelona’s WtEnergy raises €10 million to drive energy recovery of industrial waste and biomass appeared first on EU-Startups.

Dcycle, a UK and Madrid-based sustainability data management platform, today announced the acquisition of ESG-X, a Munich-based software company specialising in AI-powered sustainability reporting solutions, to expand its presence in the DACH region. The acquisition merges Dcycle’s infrastructure for managing non-financial data with ESG-X’s AI technology for double materiality assessments and corporate sustainability compliance. As […]

The post UK- and Spain-based sustainability data platform Dcycle acquires Germany’s ESG-X to accelerate DACH expansion appeared first on EU-Startups.

This article is visible for CLUB members only. If you are already a member but don’t see the content of this article, please login here. If you’re not a CLUB member yet, but you’d like to read members-only content like this one, have unrestricted access to the site and benefit from many additional perks, you […]

The post Weekly funding round-up! All of the European startup funding rounds we tracked this week (Feb. 02-06) appeared first on EU-Startups.

Italy is often associated with its rich cultural heritage, strong industrial foundations, and globally recognised design and manufacturing sectors. From Milan’s role as a financial and business centre to the country’s deep-rooted expertise in engineering, construction, and logistics, Italy has long combined tradition with technical know-how. In recent years, this foundation has increasingly been paired […]

The post From Milan to Liguria: 10 of the most promising Italian startups shaping the next tech cycle appeared first on EU-Startups.

Bristol-based Uplift360, an advanced materials startup innovating how aerospace, defence and industrial sectors recover and reuse high-value composite waste, announced today the successful close of its €7.4 million Seed funding round. The round was led by Extantia, with significant contributions from the NATO Innovation Fund (NIF), Promus Ventures and Fund F. Sam Staincliffe, CEO and […]

The post With Rolls-Royce collaboration in place, Uplift360 secures €7.4 million to target composite supply-chain resilience appeared first on EU-Startups.

Helsinki-based sustainable technology company Capalo AI today announces an €11 million Series A funding round to accelerate the rollout of its AI-powered virtual power plant across Europe and scale the optimisation and trading of battery energy storage systems. The round was led by Heartcore Capital, with participation from Tesi (Finnish Industry Investment) and full re-participation […]

The post Growing pressure on Europe’s electricity grids drives €11 million for Capalo AI to scale virtual power plant operations appeared first on EU-Startups.

Chiral, a Swiss nanotechnology company pioneering next-generation semiconductor and quantum technologies with nanomaterials, today announced the successful closing of a €10 million ($12 million) Seed financing round. The round was led by Crane Venture Partners, with participation from Quantonation, HCVC, and Founderful, as well as public funding from Innosuisse. “Nanomaterials have shown outstanding performance in […]

The post Swiss nanotechnology startup Chiral secures €10 million to scale post-silicon chip manufacturing appeared first on EU-Startups.

TWAICE, a Munich-based battery software company, has secured €24 million in financing from the European Investment Bank (EIB) to scale up its predictive battery analytics for Europe’s energy transition. According to TWAICE, the financing will boost its growth as electrification rapidly expands in both battery energy storage and electric vehicle sectors, increasing the need for […]

The post Munich-based TWAICE secures €24 million EIB loan to scale predictive battery analytics for Europe’s energy transition appeared first on EU-Startups.

Qualis Flow (Qflow), a London-based construction data platform, has secured a €2.3 million (£2 million) strategic investment from San Francisco-based software firm Autodesk to fuel its plan to link construction data back with design intent. According to the company, this investment builds on the existing product collaboration between Qflow and Autodesk Construction Cloud, with the […]

The post Female-led UK construction data startup Qflow secures €2.3 million strategic investment from Autodesk appeared first on EU-Startups.

With applications closing on 8 February, early-stage founders now have their final opportunity to secure a spot in one of Europe’s most competitive startup pitch competitions. As previously announced, this competition now features a prize package exceeding €1 million, making this year’s edition the most attractive to date! Taking place on 7 and 8 May in […]

The post Last chance to apply for this year’s EU-Startups Pitch Competition! appeared first on EU-Startups.

Zug-based CleanTech company enshift has successfully raised €18.5 million (CHF 17 million) in a Series A funding, positioning it as Switzerland’s fastest-growing solar financing partner and one of the most active private operators of renewable-energy solutions. The round was led by Swiss Solar Group – bringing total funding to €25.5 million (CHF 23.5 million). “2025 was […]

The post As new Swiss and EU energy regulations take shape, enshift raises €18.5 million to scale integrated energy-transition solutions appeared first on EU-Startups.

Amsterdam-based Duna, an identity FinTech founded by two Stripe alumni, today announced a €30 Million Series A funding round to build global trust infrastructure by providing a digital passport for every business. The round was led by CapitalG, Alphabet’s independent growth fund. Existing investors Index Ventures, Puzzle Ventures and Snowflake Chairman Frank Slootman also participated […]

The post Dutch FinTech startup Duna raises €30 million to expand compliant AI for business identity and onboarding appeared first on EU-Startups.

Denmark is widely recognised for its high quality of life, shaped by strong public infrastructure, sustainability-driven urban planning, and a culture that prioritises long-term thinking. From bike-friendly cities and clean coastlines to digitally advanced public services, these foundations create an environment that supports both talent attraction and entrepreneurial ambition. This mindset is also reflected in […]

The post From Copenhagen and beyond: 10 of the most promising Danish startups to watch in 2026 appeared first on EU-Startups.

Bound, an automated British FX risk management platform helping businesses protect themselves from currency volatility, today announced a €20.7 million ($24.5 million) Series A funding to pursue regulatory authorisation in the EU, building on the nearly €1.6 billion ($2 billion) it traded in 2025. The round was led by AlbionVC, with participation from Notion Capital […]

The post London-based risk management platform Bound secures €20.7 million to support EU regulatory approval and growth appeared first on EU-Startups.

The Tech.eu Summit London 2026 is set to take place on 21-22 April at the Queen Elizabeth II Centre, bringing together leaders from the global startup and investment ecosystem. Over two days, the even...

Music education hasn’t changed much in generations. Children still attend weekly lessons, practise inconsistently at home, and teachers rely largely on instinct rather than measurable data. But now a ...

Last week, we tracked more than 70 tech funding deals worth over €1.4 billion, and 5 exits, M&A transactions, rumours, and related news stories across Europe.Haberin devamını okumak için tıklayınız....

Dcycle, a sustainability data management platform, has acquired ESG-X,a software company specialising in AI-enabled sustainability reporting. Theacquisition supports Dcycle’s European expansion and re...

This week, we tracked more than 70 tech funding deals worth over €1.4 billion and 5 exits, M&A transactions, rumours, and related news stories across Europe. Alongside the week’s top funding round...

Finnish sustainable technology company Capalo AI hascompleted an €11 million Series A funding round to support the expansion of itsAI-powered virtual power plant across Europe and to scale the optimis...

In 2025, the UK led European tech investment by a wide margin, raising €21.5 billion across 830 deals and topping investment volumes in every quarter of the year. Funding was driven by a small n...

Croatian-founded Daytona has raised a $24M Series A to buildinfrastructure designed for large-scale agent workloads. The round was led byFirstMark Capital, with Matt Turck joining the board. Additiona...

London-based Bound, an automated FX risk managementplatform, has closed a $24.5 million Series A funding round led by AlbionVC,with participation from Notion Capital and GoHub Ventures, alongside cont...

A UK-founded legaltech startup looking to democratise legal services for consumers has raised $60 million in funding, with the funds geared towards speeding up its US expansion.The Series B funding ro...

Following our previous announcements, we are delighted to reveal newly confirmed speakers for the Tech.eu Summit London 2026.The event will take place on 21-22 April 2026 at the Queen Elizabeth II Cen...

The Hong Kong Trade Development Council (HKTDC) will host two prominent exhibitions from 13-16 April 2026 — InnoEX and Electronics Fair (Spring Edition) at the Hong Kong Convention and Exhibition Cent...

Invest Europe, incollaboration with the European Investment Fund (EIF), has published a newreport titled TheVC Factor: Skills Edition. The report analyses Europe’s venture capitallandscape, with a foc...

European tech startups raised €5 billion across 265deals in January 2026, marking a 9 per cent drop in deal volume and a 24per cent decline in funding compared with the same month year before. Regiona...

The Irish government announced that it wants to pass a law that would grant police more surveillance powers, such as using spyware to fight serious crime, while aiming to protect the privacy rights of its citizens.

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

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

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

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

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

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

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

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

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 […]