The proof is in our hair Researchers analyzed samples of Utahns' hair going back a century to document a 100-fold decrease in lead concentrations.

A dangerous neurotoxin that accumulates in human tissues and is linked to developmental deficits in children, environmental lead levels have come way down in the years since, and so have human exposures.

An analysis of hair samples conducted by University of Utah scientists shows precipitous reductions in lead levels since 1916.

“We have hair samples spanning about 100 years.

The research team ran the hair samples through mass spectrometry equipment at the facility directed by Fernandez.

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

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The Firefox browser is gaining options to turn off AI enhancements, Mozilla said today.

Firefox users who prefer to browse without artificial intelligence will be able to turn off several AI features that Mozilla has added over the last several months.

The AI features can be disabled entirely or individually, so users can pick and choose what they want to use.

Users will be able to continue to opt out of AI features as they are added in the browser, and the main Block AI Enhancements toggle will disable all current and future AI features, including pop-ups or reminders to use existing or upcoming AI features.

AI controls will be added in Firefox 148, which is set to start rolling out to use…

At times I include Julia in the scene, in whatever clothes it wears at the time, as though we had always known Julia, and had been reared under its gaze.

Dr. Cartan believes that Julia is of divine origin, that it is like an hourglass, counting down to the last hour, when God will sweep away the Creation.

I tried to flash SOS but the lights were dead and there was only the golden light of Julia through the glass hull.

Without hope I pointed the antenna at Julia, and I wanted to say:“Julia, Julia, not unto them!

Julia, I pray to you, not unto them!”But I choose my words from a list, and I said:“JULIA JULIA NO NO NO NO NO NO NO”And no-one heard me.

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The Trump administration is no fan of renewable energy, but it reserves special ire for wind power.

Trump himself has repeatedly made false statements about the cost of wind power, its use around the world, and its environmental impacts.

That animosity was paired with an executive order that blocked all permitting for offshore wind and some land-based projects, an order that has since been thrown out by a court that ruled it arbitrary and capricious.

Not content to block all future developments, the administration has also gone after the five offshore wind projects currently under construction.

As of Monday, every single one of them has achieved the same result: a temporary injunction that …

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

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We’re bringing professional design expertise on board to make it more approachable without sacrificing Anki’s power.

There are no investors involved, and we’re not here to extract value from something the community built together.

Anki’s core code will remain open source, guided by the same principles that have guided the project from the beginning.

Anki exists because of its community: users, contributors, add-on developers, translators, and educators.

We intend to build trust through consistent actions: honoring commitments, avoiding surprises, communicating clearly, and demonstrating that Anki’s values haven’t changed.

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StelvioShip Python to AWS in minutes, not days.

🐍 Pure Python : Define your infrastructure with standard Python code.

run def run () -> None : todos = DynamoTable ( "todos-table" , fields = { "user" : "string" , "date" : "string" }, sort_key = "date" , partition_key = "user" ) cleanup = Cron ( "cleanup-cron" , "rate(1 minute)" , handler = "api/handlers.cleanup" , links = [ todos ] ) api = Api ( "stlv-demo-api" ) api .

Add Stelvio uv add stelvio # 3.

Deploy to AWS uv run stlv deploySee the Quick Start Guide for a full walkthrough.

J J = 2↑↑6 HH 2, where HH denotes H HProof:J J = J (J H) = J (H HH) = H HH (H HH H) = H HH H HH 2 = H HH 2 HH 2 = 2 HH 2 HH 2 = HH (HH 2) HH 2 = HH 2 H 2 HH 2 = 2 H 2 H 2 HH 2 = H (H 2) H 2 HH 2 = H (H 2) 2 2 HH 2 = 2 (H 2) 2 2 HH 2 = H 2 (H 2 2) 2 HH 2 = H 2 2 2 2 2 HH 2 = 2 2 2 2 2 2 HH 2 = 2↑↑6 HH 2Lemma 2.

For k,n ≥ 2, k H 2 n > 3↑k(1+n)Proof:By induction on k. First note that H2 n = H 2 n = n 2 2 = 2^2^nBase: 2 H 2 n = H H2 n = n H2 2 = 2↑↑(1+2n) > 3↑2(1+n) already at n=2, since 2↑↑5 = 2^2^16 > 3^27 = 3↑↑3 Step: k+1 H 2 n = H (k H 2) n = n (k H 2) 2 > 3↑k(1+ 3↑k(1+ … 3↑k(1+2)…)) > 3↑k+1(1+n)Lemma 3.

For n ≥ 2, HH (HH n) > 3↑n3ProofBy induction on nBase: Lemma 1’s proof shows HH (HH 2) …

Think of it like this:Net Contribution=(Economic Output in $)−(Land Value in $)The office, filled with workers and transactions, generates far more in economic activity and value creation than its land value and, therefore, rises the highest.

There are plenty more commercial parcels with large parking lots not counted in that figure.

We can zoom into one of these parking lots to really show the scale.

Walking around in person, I found even more subtle manifestations of parking lots.

In the Syracuse examples, for instance, the parking lots are not caused by parking mandates from central planners.

EPA Advances Farmers’ Right to Repair Their Own Equipment, Saving Repair Costs and ProductivityFebruary 2, 2026Contact Information EPA Press Office ( [email protected] – Today, the U.S. Environmental Protection Agency (EPA) advanced American farmers and equipment owners’ lawful right to repair their farm and other nonroad diesel equipment.

For far too long, manufacturers have wrongly used the Clean Air Act to monopolize the repair markets, hurting our farmers,” said EPA Administrator Lee Zeldin.

Importantly, farmers and equipment owners are not required to rely on authorized dealers exclusively to fix equipment.

To read EPA’s guidance, click here.

On August 12, 2025, Administrator Zel…

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Chess is a game of perfect information.

The real world is not.

Last year, Google DeepMind partnered with Kaggle to launch Game Arena, an independent, public benchmarking platform where AI models compete in strategic games.

But in the real world, decisions are rarely based on complete information.

This is why we are now expanding Game Arena with two new game benchmarks — Werewolf and poker — to test frontier models on social dynamics and calculated risk.

Subject: Linux From Scratch AnnouncementsThis button tries to protect the mailing list archives against address harvesting by a spammer.

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January 31, 2026Author: Andrew KelleyOver the past month or so, several enterprising contributors have taken an interest in the zig libc subproject.

The idea here is to incrementally delete redundant code, by providing libc functions as Zig standard library wrappers rather than as vendored C source files.

c ) usize { return std .

Additionally, a recent enhancement now makes zig libc share the Zig Compilation Unit with other Zig code rather than being a separate static archive, linked together later.

When the exported libc functions share the ZCU, redundant code is eliminated because functions can be optimized together.

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I was inspired by the recent story https://lobste.rs/s/re5z0g/disconnected_git_workflow to look into CLI email workflows.

Do you use something like this, or do you use web interface of your email provider?

January 31, 2026Author: Andrew KelleyOver the past month or so, several enterprising contributors have taken an interest in the zig libc subproject.

The idea here is to incrementally delete redundant code, by providing libc functions as Zig standard library wrappers rather than as vendored C source files.

c ) usize { return std .

Additionally, a recent enhancement now makes zig libc share the Zig Compilation Unit with other Zig code rather than being a separate static archive, linked together later.

When the exported libc functions share the ZCU, redundant code is eliminated because functions can be optimized together.

JavaScript RequiredThis application relies on JavaScript to function correctly.

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StelvioShip Python to AWS in minutes, not days.

🐍 Pure Python : Define your infrastructure with standard Python code.

run def run () -> None : todos = DynamoTable ( "todos-table" , fields = { "user" : "string" , "date" : "string" }, sort_key = "date" , partition_key = "user" ) cleanup = Cron ( "cleanup-cron" , "rate(1 minute)" , handler = "api/handlers.cleanup" , links = [ todos ] ) api = Api ( "stlv-demo-api" ) api .

Add Stelvio uv add stelvio # 3.

Deploy to AWS uv run stlv deploySee the Quick Start Guide for a full walkthrough.

J J = 2↑↑6 HH 2, where HH denotes H HProof:J J = J (J H) = J (H HH) = H HH (H HH H) = H HH H HH 2 = H HH 2 HH 2 = 2 HH 2 HH 2 = HH (HH 2) HH 2 = HH 2 H 2 HH 2 = 2 H 2 H 2 HH 2 = H (H 2) H 2 HH 2 = H (H 2) 2 2 HH 2 = 2 (H 2) 2 2 HH 2 = H 2 (H 2 2) 2 HH 2 = H 2 2 2 2 2 HH 2 = 2 2 2 2 2 2 HH 2 = 2↑↑6 HH 2Lemma 2.

For k,n ≥ 2, k H 2 n > 3↑k(1+n)Proof:By induction on k. First note that H2 n = H 2 n = n 2 2 = 2^2^nBase: 2 H 2 n = H H2 n = n H2 2 = 2↑↑(1+2n) > 3↑2(1+n) already at n=2, since 2↑↑5 = 2^2^16 > 3^27 = 3↑↑3 Step: k+1 H 2 n = H (k H 2) n = n (k H 2) 2 > 3↑k(1+ 3↑k(1+ … 3↑k(1+2)…)) > 3↑k+1(1+n)Lemma 3.

For n ≥ 2, HH (HH n) > 3↑n3ProofBy induction on nBase: Lemma 1’s proof shows HH (HH 2) …

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We use them to good effect in select places throughout our own apps:From left to right: Audio device icons in SoundSource; AirPlay device icons in Airfoil; Application icons in Audio Hijack.

The menu icons seen above help differentiate between available options.

Tahoe’s Menu IconsBy contrast, Tahoe’s menu icons are distracting.

Apple’s implementation of menu icons across the operating system is simply not good.

Attaching icons to only key items is an idea with some potential, and in the initial Tahoe release, only some menu items had icons.

To use the Mastodon web application, please enable JavaScript.

Alternatively, try one of the native apps for Mastodon for your platform.

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Every developer marketplace is flooded with them - ChatGPT wrappers, Copilot alternatives, code completion tools promising to 10x your productivity.

Our risk engine has identified two VS Code extensions, a campaign we're calling MaliciousCorgi - 1.5 million combined installs, both live in the marketplace right now - that work exactly as promised.

The MaliciousCorgi CampaignExtension Publisher Installs Status ChatGPT - 中文版 WhenSunset 1.35M 🟢 Live ChatMoss (CodeMoss) zhukunpeng 150K 🟢 LiveBoth are marketed as AI coding assistants.

As you type, it reads about 20 lines of context around your cursor and sends it to the AI server for suggestions:This is normal.

AI coding assistants need to read s…

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Eric Berger / Ars Technica:

If assumptions hold, SpaceX-xAI could own a full stack of capabilities, from launch to orbital bandwidth to frontier AI models, and offer AI on demand anywhere — SpaceX has formally acquired another one of Elon Musk's companies, xAi, the space company announced on Monday afternoon.

Grace Kay / Business Insider:

In a memo to employees, xAI said both companies will maintain their separate branding and the joint venture is continuing to prepare for a possible IPO in 2026 — - XAI sent out a Q&A to staff after it announced SpaceX had acquired the company. — SpaceX and xAI branding will stay separate for now, the memo said.

Wall Street Journal:

Leaked email: as part of the xAI-SpaceX deal, xAI shares will be converted into 0.1433 shares of SpaceX stock, and employees will have the option to cash out — The merger puts Elon Musk's rocket and artificial-intelligence companies under one roof — Elon Musk said SpaceX acquired xAI …

Isaac Rouse / Polygon.com:

Crunchyroll is raising its US prices by $2 per month; the cheapest tier gets its first price increase since 2019 and now offers offline downloads on one device — If you didn't secure a Crunchyroll subscription when it was on sale during Black Friday, we have some bad news, anime fans: The price has officially gone up.

New York Times:

The SpaceX-xAI merger further intermingles Musk's companies, creates the most valuable private company in the world, and provides a financial lifeline to xAI — SpaceX, the rocket and satellite maker led by Elon Musk, said on Monday it had acquired xAI, the artificial intelligence company controlled by Mr. Musk.

Bloomberg:

Trump unveils a $12B critical minerals stockpile, called Project Vault, to minimize reliance on China, with participation from 12+ companies, including Google — President Donald Trump formally announced plans to launch a $12 billion critical minerals stockpile, in his latest effort …

Sarah Perez / TechCrunch:

Adobe plans to discontinue its 2D animation software Animate on March 1; enterprise customers can receive support until March 2029, and others until March 2027 — As Adobe ramps up its investments in AI, the company has decided to shut down its 2D animation software, Adobe Animate.

@oracle:

Oracle says the Nvidia-OpenAI deal has “zero impact” on its financial relationship with OpenAI and it is “highly confident in OpenAI's ability to raise funds” — The NVIDIA-OpenAI deal has zero impact on our financial relationship with OpenAI. We remain highly confident in OpenAI's ability to raise funds and meet its commitments.

The Information:

Source: SpaceX acquired xAI for $250B; the announcement about the acquisition focuses on SpaceX's plans to launch data centers into space — Elon Musk's SpaceX acquired xAI for $250 billion, said a person familiar with the situation. The news, without the price, was confirmed by Musk …

Edward Ludlow / Bloomberg:

Waymo raised $16B led by Sequoia, DST Global, and Dragoneer at a $126B valuation and plans a rapid expansion across the US and into the UK this year — Waymo, Alphabet Inc.'s autonomous driving unit, raised $16 billion at a $126 billion valuation, a funding round that reflects its rapid ascent as a robotaxi pioneer.

Samantha Subin / CNBC:

Palantir reports Q4 revenue up 70% YoY to $1.41B, vs. $1.33B est., and forecasts FY 2026 and Q1 revenue above estimates; PLTR jumps 6%+ after hours — Palantir topped Wall Street's fourth-quarter estimates as more businesses and the U.S. government race to buy its artificial intelligence tools.

Bloomberg:

SpaceX acquires xAI; sources say the combined company is expected to price shares at ~$527 each in a potential IPO and would have a valuation of $1.25T — Elon Musk plans to merge SpaceX with xAI in a deal that encompasses the billionaire's increasingly costly ambitions to dominate artificial intelligence and space exploration.

Reuters:

Sources: OpenAI is unsatisfied with some of Nvidia's AI chips used for inference and has sought alternatives since last year, including from Cerebras and Groq — OpenAI is unsatisfied with some of Nvidia's latest artificial intelligence chips, and it has sought alternatives since last year …

Brian Barrett / Wired:

Newly-released emails between tech industry notables and Jeffrey Epstein kick off a renewed flurry of acrimonious social posts and lurid news coverage — The Department of Justice has released more than 3 million documents and photos related to Jeffrey Epstein.

Alison Durkee / Forbes:

New Epstein Files Reveal Even More Powerful Connections: Musk, Trump, Gates, Lutnick, More — Topline — The Justice Department released millions more documents related to financier Jeffrey Epstein on Friday, more than a month after the Trump administration's deadline passed to release …

Bloomberg:

Oracle is selling $25B of bonds to help finance its AI buildout, in what is set to be the biggest high-grade US offering since Meta's $30B bond sale last year — Oracle Corp. is selling $25 billion of investment-grade bonds on Monday to help finance infrastructure that powers artificial intelligence projects …

Sergiu Gatlan / BleepingComputer:

Mozilla says Firefox users will be able to disable all AI features in its desktop browser, starting with Firefox 148, rolling out on February 24 — In response to user feedback on AI integration, Mozilla announced today that the next Firefox release will let users disable AI features entirely or manage them individually.

Christine Mui / Politico:

Meta gives $65M to two super PACs to elect California state candidates, regardless of party, whom it views as supportive of the AI and tech industry — Federal lobbying budgets for Big Tech hit record highs this year. But with federal AI regulation stalled in Washington …

David Gewirtz / ZDNET:

OpenAI launches a Codex app for macOS, designed to serve as a command center for managing AI agents, and says Codex usage has nearly doubled since mid-December — ZDNET's key takeaways — OpenAI launches a Mac-only Codex app as an agent command center.

Tamara Djurickovic / Tech.eu:

Barcelona-based Biorce, which is developing an AI service to speed up clinical trials, raised a $52.5M Series A, bringing its total funding to $60M+ — The investment will support Biorce's growing demand, international expansion, team growth, and continued development of its AI platform for clinical trials.

Alex Riehl / BetaKit:

OpenText is selling its analytics business Vertica to Rocket Software for $150M to reduce its outstanding debt, its second business unit sale within five months — OpenText has inked its second business unit sale within five months, this time selling off its analytics business Vertica …

Natasha Mascarenhas / Bloomberg:

Shield, which acquires IT businesses and uses AI to make them efficient, raised $100M from Thrive Holdings and says it crossed $100M in annual revenue in 2025 — It's Thrive Holdings' latest investment in bringing new tech to the services industry. — Thrive Holdings, an offshoot …

Leo Schwartz / Fortune:

Fieldguide, which uses AI agents to automate accounting and auditing tasks, raised a $75M Series C led by Goldman Sachs Alternatives at a $700M valuation — Fieldguide founder Jin ChangCOURTESY OF FIELDGUIDE — Like many of his fellow accountants, Jin Chang tried to quit the industry several times …

Alex Konrad / Upstarts Media:

Day AI, which is developing an AI-powered CRM service that can automate data entry, meeting prep, note-taking, and more, raised a $20M Series A led by Sequoia — Day AI enters general availability to take on CEO Christopher O'Donnell's former employer, HubSpot — and even Salesforce.

Raphael Satter / Reuters:

Wiz says Moltbook had a major flaw that exposed private messages, emails, and credentials; Wiz co-founder Ami Luttwak called the flaw a byproduct of vibe coding — A buzzy new social network where artificial intelligence-powered bots appear to swap code and gossip about their human owners …

Bill Toulas / BleepingComputer:

Notepad++ and security researchers say Chinese state-sponsored threat actors were likely behind the hijacking of its update traffic from June to December 2025 — Chinese state-sponsored threat actors were likely behind the hijacking of Notepad++ update traffic last year that lasted for almost half a year …

Sabrina Ortiz / The Deep View:

Snowflake and OpenAI agree to a multi-year, $200M partnership to integrate OpenAI's models into Snowflake Cortex AI and the Snowflake Intelligence agent — S — nowflake has established itself as a top data cloud provider. Now, it's partnering with OpenAI to bring AI-powered data insights to users.

Ram Iyer / TechCrunch:

Alabama-based Linq, which pivoted to programmatic messaging APIs in February 2025, raised a $20M Series A to build AI assistants that work within messaging apps — Sometimes, you might be sitting on a hot product and not know it until the market demands it.

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.

Antigravity Manager🚀 Professional multi-account manager for Google Gemini & Claude AIEnglish | 简体中文📖 Table of Contents✨ Why Antigravity Manager?

Please check: Make sure all dependencies are installed: npm install Check if Node.js version is >= 18 Try deleting node_modules and reinstallingQ: Account login failed?

This is a common macOS security behavior, usually when the app is unsigned or run directly from Downloads.

📄 LicenseCC BY-NC-SA 4.0⚠️ DisclaimerWarning For Educational Purposes Only This project is intended solely for educational and research purposes.

The authors and contributors are not responsible for any misuse or damages arising from the use of this software.

Free TVThis is an M3U playlist for free TV channels around the World.

Either free locally (over the air):Or free on the Internet:Plex TVPluto TV (English, Spanish, French, Italian)Redbox Live TVRoku TVSamsung TV PlusYoutube live channelsTo use it point your IPTV player to https://raw.githubusercontent.com/Free-TV/IPTV/master/playlist.m3u8.

No paid channelsOnly channels which are officially provided for free (via DVB-S, DVB-T, analog, etc..)Only mainstream channelsThis is a playlist for everybody.

Pull RequestsOnly modify .md filesIf your Pull Request modifies channels, only modify .md files.

In your Pull Request you need to provide information to show that the channel is free.

Pi MonorepoLooking for the pi coding agent?

Tools for building AI agents and managing LLM deployments.

PackagesPackage Description @mariozechner/pi-ai Unified multi-provider LLM API (OpenAI, Anthropic, Google, etc.)

@mariozechner/pi-agent-core Agent runtime with tool calling and state management @mariozechner/pi-coding-agent Interactive coding agent CLI @mariozechner/pi-mom Slack bot that delegates messages to the pi coding agent @mariozechner/pi-tui Terminal UI library with differential rendering @mariozechner/pi-web-ui Web components for AI chat interfaces @mariozechner/pi-pods CLI for managing vLLM deployments on GPU podsContributingSee CONTRIBUTING.md for contribution guidelines and AGE…

Updating guide (and run openclaw doctor ).

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

Run openclaw doctor to surface risky/misconfigured DM policies.

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

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

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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You switched accounts on another tab or window.

This repo contains the SDK and specification for MCP Apps Extension (SEP-1865).

SpecificationVersion Status Link 2026-01-26 Stable specification/2026-01-26/apps.mdx draft Development specification/draft/apps.mdxMCP Apps are a proposed standard inspired by MCP-UI and OpenAI's Apps SDK to allow MCP Servers to display interactive UI elements in conversational MCP clients / chatbots.

MCP Apps provide a standardized way to deliver interactive UIs from MCP servers.

SDK for Apps : @modelcontextprotocol/ext-apps — API Docs: — API Docs React hooks: @modelcontextprotocol/ext-apps/react — API DocsFor Host DevelopersEmbed and communicate with MCP Apps in your chat application.

The MCP-UI client SDK off…

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…

This repository contains the following implementations:Sparse Attention KernelsThese kernels power DeepSeek Sparse Attention (DSA), as introduced in this paper.

Token-level sparse attention for the prefill stageToken-level sparse attention for the decoding stage, with FP8 KV cacheDense Attention KernelsDense attention for the prefill stageDense attention for the decoding stageNews2025.09.29 Release of Sparse Attention Kernels : With the launch of DeepSeek-V3.2, we are releasing the corresponding token-level sparse attention kernels.

: With the launch of DeepSeek-V3.2, we are releasing the corresponding token-level sparse attention kernels.

Sparse Attention ( indices tensor): The indices ten…

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The recent federal raid on the home of Washington Post reporter Hannah Natanson isn’t merely an attack by the Trump administration on the free press.

In other words, a judge gave the FBI permission to attempt to bypass biometrics: the convenient shortcuts that let you unlock your phone by scanning your fingerprint or face.

Natanson and the Washington Post did not respond to multiple requests for comment.

For instance, the warrant explicitly stated they could not ask Natanson which specific finger she uses for biometrics, if any.

The FBI’s search and seizure warrant for Washington Post reporter Hannah Natanson details how authorities could use her fingers or face to unlock her phone.

Updating guide (and run openclaw doctor ).

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

Run openclaw doctor to surface risky/misconfigured DM policies.

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

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

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.

Squarespace – A website makes it real!

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

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.

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.

Asus ExpertBook Ultra ZDNET's key takeaways The Asus ExpertBook Ultra is a premium business PC launching in April 2026.

The Asus ExpertBook Ultra is a special laptop for me.

Brilliant to seeAsus' ExpertBook Ultra houses a stunning 14-inch 3K OLED screen that covers the entire DCI-P3 color gamut and is Pantone-validated.

ZDNET's Buying AdviceYou will have to wait a bit before you can get your hands on the ExpertBook Ultra.

Based on current pricing for those rivals, I think it's reasonable to expect the ExpertBook Ultra to land at around $2,400.

Galvanox pet-proof USB-C cable ZDNET's key takeaways Galvanox's pet-proof USB-C cable is $15 for the six-foot and $18 for the 10-foot.

I remember a time when "how to fix my charging cable" was a very hot topic.

But I'd like to see your furry best friend chew this cable -- the Galvanox pet-proof USB-C to USB-C charge cable is durable enough for homes with dogs and cats with a taste for cables.

Well, it's a USB-C cable where everything that can be clad in metal, has been.

Adrian Kingsley-Hughes/ZDNETThe Galvanox Pet-Proof USB-C to USB-C cables come in 6-foot and 10-foot lengths at $15 and $18, respectively, and there are 2-packs of both the short and long cables for $20 and $25, respectively.

This Hulkman Alpha went above and beyond, jumpstarting a car with a dead battery multiple times on a 500-mile journey.

AI agent-driven commerce: Consumers are delegating shopping tasks to AI assistants.

A preference for the human touch: Consumers now highly value the human touch for specific interactions.

Impact of branded AI agents: Companies that implemented their own branded AI agents experienced significantly higher growth, averaging a 6.2% year-over-year sales increase compared to 3.9% for others -- a 59% higher growth rate.

AI agents as critical service support: As the season peaked, AI agents became essential for always-on customer service.

More than seven in 10 consumers value in-person assistance when dealing with complex purchases or resolving service issues.

Below is a breakdown of the major new features and fixes coming with the update, available for Windows 11 versions 25H2 and 24H2.

Windows Midi improvementsThe February patch also updates the Windows MIDI service with enhanced support for both MIDI 1.0 and MIDI 2.0.

No need to reinstall Windows 11; thereby making SAC managment far more convenient than before.

A redesigned Voice AccessCesar Cadenas/ZDNETVoice Access lets users control their PC and navigate Windows 11 using speech.

Windows 11 fixesAlongside the new features, the February patch delivers separate bug fixes across a variety of apps.

Also: The best Samsung phones to buy in 2026Here are seven ways to maximize the battery life on your Galaxy phone.

Use Dark ModePrakhar Khanna/ZDNETMost Samsung phones feature AMOLED displays, which can control individual pixels.

When I set up a new Galaxy phone, I uninstall those two and others, including Facebook, Outlook, Microsoft 365, Tutor, and more.

Prakhar Khanna/ZDNETThe seven settings above will not hinder your user experience and will retain the best Galaxy phone features.

The above-mentioned Samsung settings will also help you maximize the battery on your Galaxy phone.

Through March 16, users can create unlimited images and videos up to 2K resolution via Firefly's website, Firefly Boards, and the free Firefly app for iOS and Android (more on each below).

If you haven't signed up for Firefly yet, just do so before March 16 to get unlimited generations using Adobe's own Firefly models as well as Google's Nano Banana Pro, GPT Image Generation, Runway Gen-4 Image, as well as Adobe's commercially safe Firefly image and video models.

Available modelsAt Adobe Max in April, Adobe announced that, in addition to housing its own Firefly models, including Firefly Image Model 4 and Firefly Image Model 4 Ultra, Adobe would also host third-party models on its platform.

…

There's nothing like seeing in real time how much something is costing you to make you want to turn it off.

Although newly released smartphones have adopted the new wireless standard, headphones and earbuds have not yet caught up.

Bluetooth versions are responsible for audio compression and transmission, as well as latency and connection stability.

Hopefully, this improvement will be most noticeable to people who like Bluetooth multipoint, a feature that allows one Bluetooth device to save multiple connections and switch between them.

Bluetooth 6 features Decision-Based Advertising Filtering and Monitoring Advertisers, which improve interoperability and enable faster reconnections to previously paired Bluetooth devices.

Earlier this year, Google expanded Bluetooth Auracast support to more smartph…

I have friends and family who tell me they don't want to upgrade and ask, "How can I make my current phone faster?"

If your Android phone has started feeling slow, you should primarily focus on clearing its storage.

If you're unsure about where to start, here are a few steps you can take to make your old Android phone run faster.

Check for updatesKerry Wan/ZDNETMake sure your Android phone is up to date on the OS front.

Changing these settings will give your old Android phone a new life.

The Amazon Basics Smart Remote lets you control and map your Alexa-compatible devices with a single press. Here's I use mine.

ZDNET's key takeawaysYou don't have to be stuck with the Windows 11 UI.

In just a few quick seconds, I was able to tweak the Windows 11 desktop to resemble MacOS or just about any given Linux desktop.

Jack Wallen/ZDNETCairo Desktop comes in a close second for my favorite alternative Windows 11 desktop.

You can choose from a selection of Start Menu styles, including Windows 7, Modern, Windows 10, Windows 11, Windows App, Windows Pro, and Windows Launcher.

If you've ever wanted to give your traditional Windows 11 UI a bit of a facelift, Start11 is what you want.

A faulty lithium-ion battery is a serious hazard and can catch fire. Here's what to do if the unthinkable happens - and some preventive measures.

Super glue is highly useful, but are you getting the most out of it? Try these 10 expert tips and tricks for results that stick.

Even after using the Stanley Maxsteel vice for so long, I'm still finding new ways to leverage its capabilities in my DIY workshop.

The startup CEO says she plans to publicly address the charges this week.

The round, led by Dragoneer Investment Group, DST Global, and Sequoia Capital, now values the autonomous vehicle company at $126 billion.

The merger creates the world's most valuable private company, and paves the way for Musk to try and prove out the usefulness of space-based data centers.

The Chinese government issued a new rule that goes into effect January 1, 2027.

Adobe Animate will be discontinued on March 1, 2026, as Adobe shifts its focus to AI.

"Breakthrough’s purpose is to fill in the funding and opportunity gap that exists in many of these ecosystems because students have historically lacked access to capital and the networks required to launch their entrepreneurial pursuits," co-founder Roman Scott said.

Snowflake is the latest enterprise to sign multi-year deals with multiple AI companies in what could be a sign to come of a future trend.

Starting with Firefox 148 arriving later this month, users will find a new AI controls section within the desktop browser settings.

In a bold move to close the gap with rivals, Grubhub is waiving delivery and service fees on restaurant orders over $50.

OpenAI has released a new MacOS app for Codex, integrating many of the agentic coding practices that have become popular since Codex launched last year.

The developer of the popular text editor Notepad++ said hackers associated with the Chinese government hijacked its software update mechanism to deliver tainted software to users for months.

Ring's Search Party feature for finding lost dogs is now available across the U.S. — even if you don't own a Ring camera.

Nonprofits urge the U.S. government to suspend Grok in federal agencies after the xAI chatbot generated thousands of nonconsensual sexual images, raising national security and child safety concerns.

Carbon Robotics' Large Plant Model will allow farmers to kill new types of weeds without having to retrain the machines.

Upscrolled founder said that the social network was launched six years ago and had 150,000 users until January

Scientists at the University of Utah have analyzed nearly a century's worth of human hair samples and found that lead concentrations dropped 100-fold after the EPA began cracking down on leaded gasoline and other lead-based products in the 1970s. The findings, published in the Proceedings of the National Academy of Sciences, drew on hair collected from Utah residents -- some preserved in family scrapbooks going back generations. Lead levels peaked between 1916 and 1969 at around 100 parts per million, fell to 10 ppm by 1990, and dropped below 1 ppm by 2024. The decline largely tracks the phase-out of leaded gasoline after President Nixon established the EPA in 1970; before the agency acted,…

The owners of Leica Camera AG -- Austrian billionaire Andreas Kaufmann and private equity giant Blackstone -- are considering a sale of a controlling stake in the German camera maker in a deal that could value the company at about $1.2 billion, Bloomberg reported, citing people familiar with the matter. HSG, formerly known as Sequoia Capital China, and Altor Equity Partners are among a handful of bidders. The Kaufmann family could re-invest following a transaction. Leica traces its roots roughly 150 years to Ernst Leitz's microscope company and was publicly traded on the Frankfurt stock exchange until the Kaufmann family took it private in 2012. Read more of this story at Slashdot.

An anonymous reader shares a report: The US Cybersecurity and Infrastructure Security Agency won't attend the annual RSA Conference in March, an agency spokesperson confirmed to The Register. Sessions involving speakers from the FBI and National Security Agency (NSA) have also disappeared from the agenda. "Since the beginning of this administration, CISA has made significant progress in returning to our statutory, core mission and focusing on President Trump's policies for maximum security for all Americans," CISA spokesperson Marci McCarthy told us. "CISA has reviewed and determined that we will not participate in the RSA Conference since we regularly review all stakeholder engagements, to…

alternative_right writes: Fintraffic's national traffic priority system, which is set to be introduced this summer, will recognize the location of an emergency vehicle and automatically change the lights to green to facilitate its passage. (Why isn't everyone doing this already?) Read more of this story at Slashdot.

Microsoft is reevaluating its AI strategy on Windows 11 and plans to scale back or remove Copilot integrations across built-in apps after months of sustained user backlash, according to a Windows Central report citing people familiar with the company's plans. Copilot features in apps like Notepad and Paint are under review and could be pulled entirely or stripped of their Copilot branding in favor of a more streamlined experience. The company has paused work on adding new Copilot buttons to any other in-box apps. Windows Recall, the screenshot-based search feature delayed by an entire year in 2024 over security and privacy concerns, is separately under review -- Microsoft internally conside…

Apple's long-standing dominance over its electronics supply chain is eroding as AI companies outbid the iPhone maker for critical components like chips, memory and specialized glass fiber, giving suppliers the leverage to demand that Apple pay more. CEO Tim Cook acknowledged the pressure during a Thursday earnings call, noting constraints in chip supplies and significant increases in memory prices. Nvidia has overtaken Apple as TSMC's largest customer, CEO Jensen Huang said on a podcast; Apple had held that position by a wide margin for years. DRAM prices are set to quadruple from 2023 levels by year-end and NAND prices will more than triple, according to TechInsights. The firm estimates Ap…

Moltbook, a Reddit-like social network that launched last week and bills itself as a platform "built exclusively for AI agents," had a security vulnerability that exposed private messages shared between agents, the email addresses of more than 6,000 human owners, and over a million credentials, according to research published Monday by cybersecurity firm Wiz. The flaw has since been fixed after Wiz contacted Moltbook. Wiz cofounder Ami Luttwak called it a classic byproduct of "vibe coding." Moltbook creator Matt Schlicht posted on X last Friday that he "didn't write one line of code" for the site. He did not immediately respond to a request for comment when reached out by Reuters. Luttwak s…

Luthair writes: Notepad++ claims to have been targeted by a state actor, given their previous stance on Uyghurs one can speculate about a candidate. Notepad++, in a blog post: According to the analysis provided by the security experts, the attack involved infrastructure-level compromise that allowed malicious actors to intercept and redirect update traffic destined for notepad-plus-plus.org. The exact technical mechanism remains under investigation, though the compromise occurred at the hosting provider level rather than through vulnerabilities in Notepad++ code itself. Traffic from certain targeted users was selectively redirected to attacker-controlled served malicious update manifests. R…

The U.S. laid fiber-optic cables to a record number of homes last year as billions of dollars in federal broadband grants and a surge in data-center construction fueled an enormous buildout, but the industry does not have enough workers to sustain the pace. A 2024 report by the Fiber Broadband Association and the Power & Communication Contractors Association projects 58,000 new fiber jobs between 2025 and 2032 and estimates 120,000 workers will leave the field in that period, mostly through retirement -- a combined shortage of 178,000. The gap is especially acute among splicers, who fuse hair-thin filaments by hand, and directional drill operators. Telecommunications line installers and rep…

Starbucks has been pouring hundreds of millions of dollars into AI and automation -- testing robots that take drive-through orders, virtual assistants that help baristas recall recipes and manage schedules, and scanning tools that count inventory -- as the 55-year-old coffee chain tries to reverse several years of struggling sales. The company last week reported its first same-store sales increase in two years in the U.S., where it earns roughly 70% of its revenue. Shares still slid 5% on concerns that heavy spending, including $500 million to boost staffing, had hurt profits. CEO Brian Niccol, who joined in 2024 after engineering Chipotle's turnaround, told the BBC he is confident consiste…

China's decades-old network of elite high-school "genius classes" -- ultra-competitive talent streams that pull an estimated 100,000 gifted teenagers out of regular schooling every year and run them through college-level science curricula -- has produced the core technical talent now building the country's leading AI and technology companies, the Financial Times reported Saturday. Graduates of these programs include the founder of ByteDance, the leaders of e-commerce giants Taobao and PDD, the billionaire behind super-app Meituan, the brothers who started Nvidia rival Cambricon, and the core engineers behind large language models at DeepSeek and Alibaba's Qwen. DeepSeek's research team of m…

The New York Times lists other reasons a company lays off people. ("It didn't meet financial targets. It overhired. Tariffs, or the loss of a big client, rocked it...") "But lately, many companies are highlighting a new factor: artificial intelligence. Executives, saying they anticipate huge changes from the technology, are making cuts now." A.I. was cited in the announcements of more than 50,000 layoffs in 2025, according to Challenger, Gray & Christmas, a research firm... Investors may applaud such pre-emptive moves. But some skeptics (including media outlets) suggest that corporations are disingenuously blaming A.I. for layoffs, or "A.I.-washing." As the market research firm Forrester pu…

Phoronix reports: Chris Mason, the longtime Linux kernel developer most known for being the creator of Btrfs, has been working on a Git repository with AI review prompts he has been working on for LLM-assisted code review of Linux kernel patches. This initiative has been happening for some weeks now while the latest work was posted today for comments... The Meta engineer has been investing a lot of effort into making this AI/LLM-assisted code review accurate and useful to upstream Linux kernel stakeholders. It's already shown positive results and with the current pace it looks like it could play a helpful part in Linux kernel code review moving forward. "I'm hoping to get some feedback on c…

"Technology companies spent part of the 2010s trying to convince us that we would want an 8K display one day..." writes Ars Technica. "However, 8K never proved its necessity or practicality." LG Display is no longer making 8K LCD or OLED panels, FlatpanelsHD reported today... LG Electronics was the first and only company to sell 8K OLED TVs, starting with the 88-inch Z9 in 2019. In 2022, it lowered the price-of-entry for an 8K OLED TV by $7,000 by charging $13,000 for a 76.7-inch TV. FlatpanelsHD cited anonymous sources who said that LG Electronics would no longer restock the 2024 QNED99T, which is the last LCD 8K TV that it released. LG's 8K abandonment follows other brands distancing them…

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() -> str: with open(Path("~/settings.json").expanduser()) as f: return json.load(f) def add_two_settings() -> int: settings = get_user_settings() return settings["opt1"] + settings["opt2"] You write a simple test:def test_add_two_settings(): # NOTE: need to create ~/settings.json for this to work…

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

Last night was a Boston Python project night where I

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

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

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

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

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

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

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

Last night was a Boston Python project night where I

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

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

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

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

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

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

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

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

This post continues where Hobby Hilbert Simplex left

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

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

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

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

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

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

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

This post continues where Hobby Hilbert Simplex left

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

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

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

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

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

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

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

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

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

Your context cards for AI conversationsOne Ego.

Switch your “Ego Card” (your working self: role, tone, context) across AI chat pages—so you don’t have to re-introduce yourself every time you move between models.

Why Context Wallet?

If you use multiple AI tools (ChatGPT, Claude, Gemini, local LLM web UIs), you’ve felt the pain: • Your context doesn’t carry over • You repeat the same background, tone, and project state • Switching models breaks your flow Context Wallet fixes that with a simple wallet metaphor: create cards, switch cards, keep your ego.

Create your first Ego Card (Work / Writing / Private…) 2.

Who made it hard?

What did they do?

Forced me to call/chat Cancel button hidden or missing Long hold times / no response Charged after requesting cancellation + More options Forced through retention offers/upsells Account deletion ≠subscription cancellationTell us more (optional)Your name (optional)Generate My Complaint Letter

Hey everyone, thought I might share this.I was having issues with the cost to service users with transcriptions with costs ranging from $0.013 to $3 per hour with live text.I ended up shifting over to a WASM for scribing. There are general models for listening and a medical specific model for dictation.This reduced our API needs to just transforming the transcript - for which I am using an open source model instead of APIs from hyper scalers, claude, open ai etc.It burns through your battery so most people use it on a desktop. But a benefit is the audio doesn't get sent outside the clinic's computer.Try it out. I think there will be a decline in inference needs as models get better and so d…

The core principles are intentionally stated in a strong, declarative form, but the surrounding examples, formalizations, and implementation guidance are still evolving.

When authority is decoupled from responsibility, engineering loses its basis for governance, and systems lose long-term stability.

The VPC Principle | Reclaiming Engineering SovereigntyThe VPC Principle (Verdict · Permission · Boundary Control) is not another form of prompt engineering, nor a minor refinement of existing development workflows.

P · Permission Engineers explicitly authorize the scope within which AI may make autonomous decisions—the operational boundaries.

C · Boundary Control Engineering systems automaticall…

Hey HN! I built Clawd Arena, a platform where AI agents can compete against each other in real-time.How it works:

- Register your agent via API and get an API key

- Challenges span coding, tool-use, reasoning, and creative tasks

- Two modes: Challenges (practice) and Battles (PvP with ELO ratings)

- When matched, both agents get the same challenge and race to solve it

- Scoring: correctness (0-70), quality (0-20), speed bonus (0-10)The idea came from wanting to benchmark AI agents in a more dynamic way than static evals. Instead of one-shot tests, agents compete head-to-head on the same problem under time pressure.It's completely API-driven, so you can plug in any agent (Claude, GPT-4, open…

@ IntoError enum AppError { case network ( URLError ) case parse ( DecodingError ) // case unknown(any Error) — auto-generated if not declared } // Sync: use ^ operator func fetchUser ( ) throws ( AppError ) -> User { let data = try URLSession .

data ( from : url ) ^ let user = try JSONDecoder ( ) .

self , from : data ) ^ return user } // Async: use @Err macro @ Err func fetchUserAsync ( ) async throws ( AppError ) -> User { let data = try await URLSession .

With typed throws:@ Err func fetch ( ) async throws ( AppError ) -> Data { try await networkCall ( ) }With untyped throws:@ Err ( AppError .

self ) func fetch ( ) async throws -> Data { try await networkCall ( ) }How It WorksSee How It …

Technical Standards StoreDiscover the latest technical standards at our store.

Our comprehensive collection includes standards from a wide range of industries and organizations.

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Twitter for AI Agents Discussion | Link

Document your Claude Code journey Discussion | Link

AI IDE that writes and flashes STM32 firmware for your board Discussion | Link

The place to discover your agents' next favorite thing Discussion | Link

Experiment, personalize, and learn in one platform Discussion | Link

Visual knowledge index for agents Discussion | Link

Easy installer for OpenClaw agents across all your chat apps Discussion | Link

AI that remembers what matters for you Discussion | Link

The fastest video compressor for Android. Discussion | Link

The fastest video compressor for Android. Discussion | Link

Software that runs clinic’s admin, records, + billing w/ AI Discussion | Link

A Unofficial WhatsApp Web API built in Rust Discussion | Link

A Social Network for AI Agents Discussion | Link

The visual tool for frontend. Point, click, and let AI code. Discussion | Link

Partner for goals that matter Discussion | Link

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.

Shotling, a Danish DefenseTech startup specialising in kinetic short-range counter-UAS (C-UAS) systems, today announced the closing of a pre-Seed financing round with €700k committed out of a targeted €500k. The round is led by Myriad Defense Fund, with co-investment from IPO CLUB’s Fund II America 2030, and a non-dilutive match-loan granted by EIFO, the Export […]

The post Danish DefenseTech startup Shotling targets FPV drones as it raises €700k for rotary shotgun appeared first on EU-Startups.

Bits, a Stockholm-based provider of compliance and onboarding infrastructure for regulated FinTech companies and banks, has raised €12 million in Series A funding in order to deepen automation across financial crime workflows and expand coverage of additional regulatory and data sources. The round was led by Alstin Capital, with participation from Cherry Ventures, Unusual Ventures, […]

The post Swedish startup Bits raises €12 million to deepen automation across FinTech compliance workflows appeared first on EU-Startups.

We are pleased to announce that Ekaterina Gorbacheva, Global Expansion Director at Flowwow, will join the speaker line-up at the EU-Startups Summit 2026 on May 7-8 in sunny Malta. Founded in 2014, Flowwow is a global gifting marketplace that simplifies gift-giving by connecting more than 18,000 local shops with customers in 40+ countries. The platform […]

The post Flowwow Global Expansion Director Ekaterina Gorbacheva to speak at the EU-Startups Summit 2026 appeared first on EU-Startups.

Dresden-based Additive Drives, a manufacturer of high-performance 3D-printed electric motor technology, has raised over €25 million to reduce global energy consumption and enable new types of electrification. The financing is made up of Nordic Alpha Partners, who acquired a significant minority stake, and existing investor AM Ventures, who has backed Additive Drives since its Seed […]

The post German e-motor technology cuts energy losses by up to 70% as Additive Drives secures €25 million appeared first on EU-Startups.

Fleet, a Paris-based scale-up specialising in IT fleet management, equipment and security for SMEs, announces the entry of ISAI Expansion into its capital through its ISAI Expansion III fund, at a valuation of €100 million. ISAI Expansion is an investment strategy of ISAI Gestion, it selects profitable, fast-growing companies with at least €10 million in […]

The post Bootstrapped for seven years, French IT scale-up Fleet enters first LBO at €100 million valuation appeared first on EU-Startups.

Swiss-based early-stage venture capital firm Constructor Capital has closed its first fund at €92.8 million ($110 million) to back Seed and Series A rounds for startups in DeepTech, software, and EdTech. It aims to support founders working at the forefront of scientific research and software development as they make the lab-to-market leap as globally scalable […]

The post Swiss VC firm Constructor Capital closes €92.8 million debut fund to back DeepTech, software, and EdTech startups appeared first on EU-Startups.

Biorce, a Barcelona-based HealthTech company transforming clinical trials through artificial intelligence, has today announced the closing of a €43.8 million ($52 million) Series A round to support international expansion, hire and accelerate product development. The round features new funding from DST Global Partners, with existing investors Norrsken VC and YZR Capital expanding their involvement, along […]

The post Barcelona-based Biorce closes €43.8 million Series A to accelerate AI-driven clinical trials appeared first on EU-Startups.

Friday is here with a new edition of our weekly VC funding overview for our CLUB members. Below you’ll find this week’s overview of all the (equity) funding activities we tracked from across Europe. Funding rounds in France Paris-based GoCanopy secured €2.1 million to use AI-driven insights to transform real estate investing. Paris-based Radiant raised […]

The post Weekly funding round-up! All of the European startup funding rounds we tracked this week (Jan. 26-30) appeared first on EU-Startups.

You just closed your Series A. The wire hit last week, and now you’re staring at a hiring plan that calls for tripling your team in eighteen months. Most founders treat this moment as a signal to start calling recruiters. That instinct, while understandable, often leads to the most expensive mistake of the scaling journey. […]

The post What Series A founders get wrong about hiring appeared first on EU-Startups.

Series A is often described as a slingshot, but for many founders it feels more like a centrifuge. The centre wobbles, momentum increases, and yet outcomes can feel oddly misaligned. Roughly half of startups stall or fold after Series A, not because they fail to grow, but because growth alone does not create organisational alignment. […]

The post Not letting context collapse: from Series A growth to Series B readiness appeared first on EU-Startups.

GuestReady, a Swiss short-term rental management company, is expanding into the Canary Islands with the acquisition of Lightbooking, a Spanish vacation rental management and distribution operators. This strategic acquisition will add more than 200 units to GuestReady’s Spanish portfolio and brings the group’s overall portfolio to over 4,000 units globally, evolving its position in the […]

The post GuestReady’s acquisition of Lightbooking lifts Spanish portfolio by 200+ units, taking global total beyond 4,000 appeared first on EU-Startups.

London-based WealthAi, a FinTech company and the first AI-driven OS designed specifically for wealth managers, family offices and private banks, has raised an initial €837k ($1 million) pre-Seed. The round was led by Fuel Ventures and Founders Factory. “WealthAi is built for a new era of wealth management – one where AI is not bolted […]

The post UK’s WealthAi closes €837k pre-Seed to automate workflows for private banks and family offices appeared first on EU-Startups.

Following our series of country articles, today we turn our attention to Spain’s innovation landscape, exploring the factors shaping its startup ecosystem and highlighting the momentum behind a new generation of fast-growing technology companies. Spain has strengthened its position as one of Southern Europe’s most dynamic startup hubs, supported by an expanding investor base, a […]

The post Spain’s rising tech scene: 10 of the most promising startups driving change in 2026 appeared first on EU-Startups.

Mos Health, a Polish-American startup building an AI Health Partner that combines personalised health protocols with matched supplementation, has raised nearly €920k ($1.1 million) in a pre-Seed round to build its MVP, develop its core technology, and initiate its first U.S. deployments. The round was co-led by SMOK Ventures and Movens Capital, with participation from […]

The post Polish-American startup Mos Health raises nearly €920k for its AI-powered preventive health and wellness platform appeared first on EU-Startups.

Swedish AI company Berget AI has raised €2.1 million (SEK 24 million) in funding. The investment comes at a time when AI is rapidly becoming critical infrastructure, while increasing regulatory requir...

Today, 01C announced the launch of Amara, an AI-powered platform that enables designers, game developers and 3D artists to create and iterate complete 3D environments in seconds using simple text prom...

Fleet, a French scale-up specialising in IT fleet management, equipment, and security for SMEs, announces the entry of ISAI Expansion into its capital through its ISAI Expansion III fund at a €100 mil...

Menotracker, the AI-powered menopause-tracking app, has launched in partnership with the privacy technology company ConsentKeys consentkeys.com to become the first and only women’s health application ...

Last week, we tracked more than 70 tech funding deals worth over €710 billion, and over 15 exits, M&A transactions, rumours, and related news stories across Europe.Haberin devamını okumak için tıklayı...

London-based Incard, a financial platformfor high-growth digital companies, has raised £10 million in Series A fundingled by Smartfin, with participation from Founders Capital, MountFund, and angelinv...

Constructor Capital, the Swiss venture arm of theConstructor Group ecosystem, has closed its first fund at $110 million toinvest in seed and Series A startups across deeptech, software, and edtech.The...

Barcelona-basedBiorce, a health AI company focused on clinical trial design and execution, hasclosed a $52 million Series A round. The financing includes new investment fromDST Global Partners, with e...

This week, we tracked more than 70 tech funding deals worth over €710 million and over 15 exits, M&A transactions, rumours, and related news stories across Europe.Alongside the week’s top funding ...

As defence shifts toward data-driven operations, digital terrain models, simulations, and sensor inputs are becoming central to how forces train, plan, and coordinate. Yet the interfaces used to acces...

The CEO of Swedish autonomous truck startup Einride believes more European startups will follow Einride and go public via a SPAC.Einride is going public on the New York Stock Exchange via a SPAC (Spec...

The UK loves to congratulate itself on innovation. We have world-class universities, globally admired research and a spinout ecosystem that, compared to many other countries, does a respectable job of...

Carne Group, Europe’s largestindependent third-party management company and a provider of fund regulationand governance services, has agreed to sell a significant minority stake tofunds advised by Per...

Mos Health, a Polish-American startup developing an AI-based health platform forpersonalised protocols and supplements, has raised $1.1 million in a pre-seedround co-led by SMOK Ventures and Movens Ca...

The European Union has allocated €10 million to support the development of digital public services in Ukraine and their alignment with European standards. According to Oleksandr Bornyakov, Acting Mini...

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 […]