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?

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This made the immigration system ten thousand times (at a minimum) easier for me than it is for most US immigrants.

It is now staffed exclusively by an AI chatbot (thanks, Elon).

The alternative – omitting a single American vacation between 1971 and 2022 – could constitute an attempt to defraud the US immigration system, after all.

This was terrible a couple years ago, when the immigration system still had human operators you could reach by sitting on hold for several hours.

That same guy is an avowed white nationalist – and illegal US immigrant who did cheat the immigration system – who sadistically celebrates the unlimited cruelty the immigration system heaps on other immigrants:https://w…

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Be careful of symbolic links whose target inode has been removed ("dangling" symbolic links) — open(2) will fail with the error code ENOENT .

This will fail with the error code if already exists, making this a perfect analogy to that works for directories, too.

Be careful of symbolic links whose target inode has been removed ("dangling" symbolic links) — will fail with the error code .

This will fail with the error code ENOENT if oldpath does not exist, enabling interprocess locking much like link(oldpath, newpath) above.

This will fail with the error code if does not exist, enabling interprocess locking much like above.

It’s faster, and you can get started right away.If you were going to design a big system, then these dependencies dictate that design.

That is a lot of friction that management and the programmers don’t want.

They’re not, of course, but it takes a lot of repeated experience to see that.The career path of most application programmers is fairly short.

That severe last-minute panic that comes from knowing that the code doesn't really work as it should, and probably never will.

For most systems, there are parts that really need to be engineered, and parts that can just be allowed to evolve.

Perhaps one of my best named project ideas to date: The Generative Pen-trained Transformer or GPenT for short.

It’s funny to look back at my intuition here, to use an LLM to generate a string of numbers, to generate SVG blobs, to feed to a pen plotter, and to call the whole thing the Generative Pen-trained Transformer?

So I figure it’s time to dust off the old Generative Pen-trained Transformer, see this, beautifully-named, project through, and with it finally get some awesome art for my apartment.

The final generator in plotter [dot] local brings us back to the origins of this project: it’s time to implement the Generated Pen-trained Transformer itself.

I figure it’s best to return back to…

Drop-in replacement for JFrog Artifactory and Sonatype Nexus with zero feature gates — security scanning, SSO, replication, all 45+ package formats — everything ships in the open-source release.

Your package managers ( pip install , npm install , docker pull , cargo add , helm install , go get , etc.)

macOSAndroid & iOSAndroidiOSWeb DashboardA full management interface for repositories, packages, security policies, user administration, SSO configuration, replication topology, and operational analytics.

Quick Start# Clone and start with Docker Compose git clone https://github.com/artifact-keeper/artifact-keeper.git cd artifact-keeper docker compose up -d # That's it.

The backend is Rust, the…

Comments

But with Zw* , no access check will block the open.

Antivirus, EDR agents, system services, even PPL (Protected Process Light) processes are not safe.

Remark They ship a kernel driver with hardcoded authentication and full BYOVD capabilities, and they don’t even load it.

It’s possible some vendors just see their protected driver fail on HVCI systems and strip it entirely without understanding what specifically broke.

If you’re shipping a kernel driver and want to make sure it doesn’t end up as someone’s next blog post, feel free to reach out.

It has a wonderfully straightforward front-end: the IP address 8.8.8.8 .

Do the authoritative nameservers receive queries from 8.8.8.8 or some other IP address?

Spoiler: the queries don’t originate from 8.8.8.8 ; instead, the queries originate from a range of IP addresses, some IPv4, some IPv6.

To see how 8.8.8.8 queries authoritative nameservers, I need an authoritative nameserver.

We’ll take advantage of the wildcarding to send a slew of carefully-marked DNS queries to 8.8.8.8 , ones that will be forwarded to our nameservers.

Solving Shrinkwrap: New Experimental TechniqueIn this article, I present my new technique for solving a CSS problem that was deemed impossible — true shrinkwrapping of an element with auto-wrapped content.

Styles for the Top Wrapper anchor3D view Show in 3D Extra options Selected Element shrinkwrap shrinkwrap-content shrinkwrap-probe Miscellaneous Disable the shrinkwrap technique Disable the text-wrap: balance I am a Longer Header; I Will Wrap & Look Bad!

Options Disable the shrinkwrap technique Disable the text-wrap: balance Hello, there!

Options Disable the shrinkwrap technique Disable the text-wrap: balance photo from my Pixelfed , shot in April of 2025.

Options Disable the shrinkwrap te…

But GitHub Actions YAML is a special breed.

There are at least half a dozen startups that exist purely to solve the problem of GitHub Actions being slow.

GitHub Actions has matrix strategies and if conditions and reusable workflows and all sorts of mechanisms that try to approximate this.

GitHub Actions is a product designed by a committee that has never once asked “but is it delightful?” and it shows.

The pattern is always the same: the CI system that wins market share is never the one that’s best at being a CI system.

We must all speak C, and therefore C is not just a programming language anymore – it’s a protocol that every general-purpose programming language needs to speak.

Like rust-bindgen!”Nope:bindgen uses libclang to parse C and C++ header files.

Hey Nim, what’s long long on x64 linux?

clonglong {.importc: "long long", nodecl.}

long long (64-bit integer) to __int128_t (128-bit integer).

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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The RCE that AMD won’t fixAfter being interrupted multiple times by an annoying console window that would pop up periodically on my new gaming PC, I managed to track the offending executable down to AMD’s AutoUpdate software.

In my anger, I decided to punish this software by decompiling it to figure out how it worked, and accidentally discovered a trivial Remote Code Execution (RCE) vulnerability in the process.

This means that a malicious attacker on your network, or a nation state that has access to your ISP can easily perform a MITM attack and replace the network response with any malicious executable of their choosing.

After finding this issue, I thought it was worth reporting to AMD si…

🐮 Calfkit SDKThe SDK to build asynchronous, distributed AI agents.

broker import BrokerClient from calfkit .

run ( main ())Run the file to deploy the tool service:$ python weather_tool.pyDeploy the Chat NodeDeploy the LLM chat node as its own service.

run ( main ())Run the file to deploy the agent router service:$ python agent_router_service.pyInvoke the AgentSend a request and receive the response.

messages_stream (): print ( message )MotivationTo move toward AI employees and AI-run companies, teams of agents must progress beyond brittle, tightly coupled, synchronous coordination.

Comments

“In the end, you don’t feel disturbed – you feel blank.” There are still some nights, she says, when the dreams return.

“That’s when you know the job has done something to you.”Researchers say this emotional numbing – followed by delayed psychological fallout – is a defining feature of content moderation work.

“In terms of risk,” she says, “content moderation belongs in the category of dangerous work, comparable to any lethal industry.”Studies indicate content moderation triggers lasting cognitive and emotional strain, often resulting in behavioural changes such as heightened vigilance.

She uses a secondhand laptop to do content moderation work.

About 80% of data-annotation and content mode…

An open-source library to make audio playlists by evaluating distance between songs.

bliss is a library designed to make smart playlists, by evaluating distance between songs.

["/path/to/song1", "/path/to/song2", "/path/to/song3"]; let mut songs: Vec = Decoder::analyze_paths(&paths).filter_map(|(_, s)| s.ok()).collect(); // Assuming there is a first song let first_song = songs.first().unwrap().to_owned(); closest_to_songs(&[first_song], &mut songs, &euclidean_distance); println!

Timbre has seven different descriptors: the zero-crossing rate, and the mean / median of the spectral centroid, spectral roll-off, and spectral flatness.

has seven different descriptors: the zero-crossing rate, and …

since_rebuild : dict [ str , int ] = {} def learn ( self , text : bytes , label : str ): # Simply append the text to the buffer for # this label, and drop the oldest bytes if # the buffer is full.

data , data .

perf_counter () lap = t0 for i , ( text , label ) in enumerate ( docs ): text_bytes = text .

data , data .

perf_counter () lap = t0 for i , ( text , label ) in enumerate ( docs ): # Classify with current model (if one exists) if model is not None : pred = model .

A GPU-accelerated, cross-platform UI framework with a GPUI-inspired builder API, glassmorphism effects, spring physics animations, and native rendering on Desktop, Android, and iOS.

Custom drawing with paths, shapes, and transforms:

Tactical tornado is the new defaultI’m a big fan of John Ousterhout’s A Philosophy of Software Design book.

This discussion famously defines the tactical tornado:Almost every software development organization has at least one developer who takes tactical programming to the extreme: a tactical tornado.

The tactical tornado is a prolific programmer who pumps out code far faster than others but works in a totally tactical fashion.

When it comes to implementing a quick feature, nobody gets it done faster than the tactical tornado.

Typically, other engineers must clean up the messes left behind by the tactical tornado, which makes it appear that those engineers (who are the real heroes) are maki…

Comments

But the most common response was some variant of: “I’ve been running CI with a Makefile and some shell scripts for years.

The authors note that it “will therefore busily recompute the same keys again and again if they have multiple dependents.” This is, almost exactly, what a bash CI script does.

The other build waits, or times out, or ignores the lock (because who puts proper file locking in a bash CI script?

The other build waits, or times out, or ignores the lock (because who puts proper file locking in a bash CI script?

These are operational necessities for any CI system running more than a handful of builds per day.

Voxtral Realtime 4B Pure C ImplementationThis is a C implementation of the inference pipeline for the Mistral AI's Voxtral Realtime 4B model.

A streaming C API ( vox_stream_t ) lets you feed audio incrementally and receive token strings as they become available.

However the hard part, to understand the model inference and reproduce the inference pipeline, is here, so the rest likely can be done easily.

Motivations (and some rant)Thank you to Mistral for releasing such a great model in an Open Weights fashion.

Streaming C API : Feed audio incrementally, get token strings back as they become available.

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 let's you run 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, []) "…

Matthew Carey / Bloomberg Law:

How an appeal changed the way the USPTO assesses AI patents under the US Patent Act, signaling a shift towards more favorable treatment of AI and ML inventions — Over the past few months, the US Patent and Trademark Office has treated artificial intelligence and machine learning inventions …

Adam Satariano / New York Times:

The EU says that TikTok's “addictive design” is illegal under the DSA, citing the app's infinite scroll and recommendation algorithm, in preliminary findings — European Union regulators said the app's infinite scroll and personalized algorithm led to “compulsive” behavior, especially among children.

Hugh Son / CNBC:

Goldman Sachs says it has been working with Anthropic on AI agents to automate a growing number of roles at the bank, including client vetting and onboarding — Goldman Sachs has been working with the artificial intelligence startup Anthropic to create AI agents to automate a growing number …

Annie Bang / Bloomberg:

AT&T launches amiGO Jr., a mid-tier Samsung-made smartphone for kids with parental controls on contacts, app access, screen time, and more, for $2.99 per month — AT&T Inc. launched a phone geared toward kids on Friday, adding a device aimed at keeping families within its ecosystem.

Anuj Behal / The Guardian:

Women in rural India report experiencing trauma from data annotation work, which requires them to review violent content and porn for global tech companies — Women in rural communities describe trauma of moderating violent and pornographic content for global tech companies

Reuters:

Sources: Intel and AMD have notified Chinese customers of supply shortages for server CPUs, with Intel warning of delivery lead times of up to six months — Intel (INTC.O) and AMD (AMD.O) have notified Chinese customers of supply shortages for server central processing units (CPUs) …

Cao Li / South China Morning Post:

Meituan agrees to buy Dingdong, a Chinese fresh grocery e-commerce company, for $717M in cash; Dingdong had 7M+ monthly transacting users as of September 2025 — China's food delivery giant Meituan said on Thursday that it had agreed to acquire Dingdong, a leading on-demand commerce platform in China specialising in fresh groceries.

Lauren Feiner / The Verge:

Filing: Zuckerberg considered changing how Meta studies social issues after a WSJ story about Instagram and teen mental health, noting Apple faces less scrutiny — The Meta CEO said Apple seems to get away with less criticism by lying low. … One day after The Wall Street Journal published …

Wall Street Journal:

How the SpaceX-xAI $1.25T merger deal was fast-tracked after SpaceX had a technical breakthrough in orbital data centers last fall — The fast-tracked deal is premised on SpaceX's satellite prowess combining with xAI's technology — Elon Musk took a gulp of water on stage at the World Economic Forum …

Marina Temkin / TechCrunch:

Sapiom, which is developing a financial layer for enterprises to let AI agents automatically buy the services they need, raised a $15M seed led by Accel — People without coding backgrounds are discovering that they can build their own custom apps using so-called vibe coding …

CoinDesk:

Tether acquires a 12% stake, worth $150M, in Gold.com, which enables access to physical and tokenized gold, and plans to integrate its gold-backed XAUT token — What to know: … Tether, issuer of the world's most popular stablecoin USDT … , has acquired a $150 million minority stake in Gold.com …

Bloomberg:

Alphabet, Amazon, Meta, and Microsoft forecast capital expenditures that reach a combined ~$650B in 2026, a 60% YoY increase driven by data center construction — Four of the biggest US technology companies together have forecast capital expenditures that will reach about $650 billion in 2026 …

Jenny Che / Bloomberg:

French authorities charge four people with spying for China by allegedly seeking to obtain satellite data from Starlink and other critical entities — French authorities charged four people with spying for China in a case that targeted Elon Musk's satellite Internet provider Starlink.

Victoria Waldersee / Reuters:

Only 35 nations signed a declaration affirming “human responsibility over AI-powered weapons”, with the US and China opting out; the US endorsed prior pledges — Around a third of countries attending a military AI summit agreed on Thursday to a a declaration on how to govern deployment …

Emily Steel / New York Times:

A federal jury in Phoenix ordered Uber to pay $8.5M to a passenger who said a driver sexually assaulted her in 2023, the first case where Uber was found liable — In the first of thousands of forthcoming sexual assault cases, the ride-hailing giant was ordered to pay $8.5 million to Jaylynn Dean, who said a driver raped her in 2023.

Reinhardt Krause / Investor's Business Daily:

Affirm reports Q2 revenue up 30% YoY to $1.12B, vs. $1.06B est., GMV up 36% to $13.8B, and forecasts Q3 revenue slightly above est.; AFRM drops 6%+ after hours — Consumer financing firm Affirm Holdings (AFRM) reported fiscal second quarter earnings and revenue that topped consensus estimates.

Hayden Field / The Verge:

Interviews with Anthropic executives and other tech industry leaders and engineers about Claude Code's success, which some say has been a long time coming — Boris Cherny gets recognized in public relatively often. At the bar, at the airport, and in generally any public space …

Vicky Ge Huang / Wall Street Journal:

Strategy reports Q4 net loss grew to $12.4B from $671M a year earlier, as BTC trades below its ~$76K average purchase price; MSTR is down 68% in the past year — Shares of the bitcoin-stockpiling company have fallen sharply since crypto prices touched all-time highs in October

Mark Gurman / Bloomberg:

Sources: Apple wound down plans for an AI-based virtual health coach in recent weeks; Eddy Cue has told colleagues that Apple needs to move faster in health — Apple Inc. is scaling back plans for a virtual health coach, according to people with knowledge of the matter …

Zaheer Kachwala / Reuters:

Roblox reports Q4 bookings up 63% YoY to $2.2B vs. $2.05B est., DAUs up 69% to 144M, and forecasts FY 2026 bookings above estimates; RBLX jumps 18%+ after hours — Roblox (RBLX.N) forecast fiscal 2026 bookings above Wall Street expectations on Thursday, signaling another year of strong growth …

Todd Spangler / Variety:

Amazon reports Q4 ad revenue up 23% YoY to $21.32B, slightly above expectations, and subscription services revenue up 14% to $13.12B — Advertising revenue jumps 23% to $21.32 billion … But the company's shares fell in after-hours trading Thursday after Amazon said it expected …

Jonathan Vanian / CNBC:

Reddit reports Q4 revenue up 70% YoY to $726M, vs. $665M est., DAUq up 19% to 121.4M, above est., forecasts Q1 revenue above est., announces a $1B share buyback — Reddit shares rose 6% and then receded to flat in after-hours trading on Thursday after the company reported fourth-quarter earnings …

Annie Palmer / CNBC:

Amazon reports Q4 AWS revenue up 24% YoY to $35.6B, vs. $34.9B est., AWS operating income up 17% YoY to $12.5B, and boosts capex in 2026 to $200B — Amazon shares plunged more than 10% in extended trading Thursday after the company posted mixed fourth-quarter earnings, and boosted its full-year spending forecast to $200 billion.

Amazon:

Amazon reports Q4 revenue up 14% YoY to $213.4B, net income up 6% to $21.19B, and EPS of $1.95, vs. $1.97 est.; AMZN drops 10%+ after hours — Amazon.com, Inc. (NASDAQ: AMZN) today announced financial results for its fourth quarter ended December 31, 2025. Fourth Quarter 2025

Anthropic:

Anthropic details how it used 16 parallel Claude Opus 4.6 agents to build a Rust-based 100,000-line C compiler, incurring ~$20K in API costs over 2,000 sessions — We tasked Opus 4.6 using agent teams to build a C Compiler, and then (mostly) walked away. Here's what it taught us about the future of autonomous software development.

🧪 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.

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…

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Claude Code for infrastructure.

I got the idea after seeing how much Claude Code has helped me work on code, I thought "I wish there was something like that for infrastructure", and here we are.

Why not just provide tools, skills, MCP server to Claude Code?

Fluid gives access to a live output of commands run (it's pretty cool) and does this by ephemeral SSH Certificates.

InstallationNote: this is a terminal agent (like Claude Code) meant to be installed on your local laptop/workstation

sqldefsqldef is a CLI tool for diffing two SQL schemas.

You can use it to manage the migration of RDBMSs using regular SQL DDLs.

Supported databases: MySQL, MariaDB, TiDB, PostgreSQL, SQL Server, and SQLite3.

Online DemoMySQL PostgreSQL SQLite3 SQL Server Enable DROPCurrent schema Desired schemaUp (current → desired)Down (desired → current)

nanobot: Ultra-Lightweight Personal AI Assistant🐈 nanobot is an ultra-lightweight personal AI assistant inspired by Clawdbot⚡️ Delivers core agent functionality in just ~4,000 lines of code — 99% smaller than Clawdbot's 430k+ lines.

Key Features of nanobot:🪶 Ultra-Lightweight: Just ~4,000 lines of code — 99% smaller than Clawdbot - core functionality.

Run (two terminals) # Terminal 1 nanobot channels login # Terminal 2 nanobot gatewayFeishu (飞书) Uses WebSocket long connection — no public IP required.

Build and run nanobot in a container:# Build the image docker build -t nanobot .

# Initialize config (first time only) docker run -v ~ /.nanobot:/root/.nanobot --rm nanobot onboard # Edit confi…

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These days it seems you need a trillion fake dollars, or lunch with politicians to get your own data center.

All of our model training, metrics, and data live in our own data center in our own office.

Having your own data center is cool, and in this blog post I will describe how ours works, so you can be inspired to have your own data center too.

Finally there’s cost, owning a data center can be far cheaper than renting in the cloud.

Operating a data center exposes you to many fun engineering challenges, but procuring power is not one of them.

What stayed with me most was John Grady Cole.

His competence is irrelevant to the forces that will undo him: laws, violence, modernity, other people's choices.

Not just writing code, but writing code that's beautiful—readable, elegant, delivering value without sacrificing clarity.

What I keep coming back to is McCarthy's refusal to offer John Grady an easy out.

He just shows us John Grady Cole riding north at the end of the novel, crossed by the shadows of the clouds, heading somewhere we never see.

AI is bringing an existential threat to a lot of B2B SaaS executives: How to keep asking customers for renewal, when every customer feels they can get something better built with vibe-coded AI products?

The market is reflecting our new reality (Source: Bloomberg)The relation between vibe coding and B2B SaaS salesThe new problem for B2B SaaS is that with AI, customers can get something working with vibe coding.

The Real ShiftHere’s what I’ve realized after hundreds of conversations with founders and operators: AI isn’t killing B2B SaaS.

It’s killing B2B SaaS that refuses to evolve.

I’m solving exactly this problem with a whitelabelled AI platform for B2B SaaS companies, so your users can vib…

We report on the technical aspects of the PDF files released by the US Department of Justice in connection with the Epstein Files Transparency Act.

We report on the technical aspects of the PDF files released by the US Department of Justice in connection with the Epstein Files Transparency Act.

The PDF files are named and ordered sequentially within the folder structure, starting with “EFTA00000001.pdf” in VOL00001 and ending with “EFTA00009664.pdf” in VOL00007, indicating that at least 5,879 PDF files remain unreleased.

Lines 2997-3020 are the modified page object (object 3), replacing the page object in previous revisions of the file.

PDF comments always start with a PERCENT SIGN ( % ) an…

This is my journey of how I found value in AI tooling and what I'm trying next with it.

And I think everyone's first experience trying to code with AI has been asking a chat interface to write code.

To be clear, I did not go as far as others went to have agents running in loops all night.

The "have an agent running at all times" goal is still just a goal.

I don't want to run agents for the sake of running agents.

This website is using a security service to protect itself from online attacks.

The action you just performed triggered the security solution.

There are several actions that could trigger this block including submitting a certain word or phrase, a SQL command or malformed data.

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

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1 year ago (Jan 2025) I quit my job as a software engineer to launch my first hardware product, Brighter, the world’s brightest lamp.

In March, after $400k in sales through our crowdfunding campaign, I had to figure out how to manufacture 500 units for our first batch.

With days until the 500 units are loaded into the container, I frantically call with the engineering team and factory.

Charged a sustainable amountFrom talking to other hardware founders, these kinds of mistakes happen to everyone; hardware is hard as they say.

Prioritized customer supportWhen the first 500 units were being delivered, I knew there were bound to be issues.

This website is using a security service to protect itself from online attacks.

The action you just performed triggered the security solution.

There are several actions that could trigger this block including submitting a certain word or phrase, a SQL command or malformed data.

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.

At only 120 cards, it supports a large number of existing game systems, such as:The Everdeck is a card game system that can be adapted to play many traditional and modern games.

Its 120 cards can map to many distinct game systems:The Everdeck is designed with a ruthless combinatorial efficiency.

A card’s rank and suit is found at the top-left and bottom-right corners; underneath that is a point value of 1 to 5 dots.

Each suit has ten number cards 0 to 9, and five black-bordered face cards X, J, Q, K, and A.

Note that the colored digits match the card’s rank as well if it’s numeric.

Your generated poster will appear here

Since fall of 2024, OIM has worked with researchers and students at Morgan State University's Center for Urban Health Equity to georeference FHA Block Data maps of over 100 cities across the US.

These maps are crucial materials for understanding the history of redlining in the US, and we look forward to making them available here soon!

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

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

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

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

Try it risk-free with a 14-day money-back guarantee at nordlayer.com/thechangelogFly.io – The home of Changelog.com — Deploy your apps close to your users — global Anycast load-balancing, zero-configuration private networking, hardware isolation, and instant WireGuard VPN connections.

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.

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.

The startup -- with backing from Accel -- is building a financial layer that handles the authentication and micro-payments required for AI agents.

Reddit says its search business, including AI answers, is an "enormous" opportunity.

AWS recorded its best quarter, in terms of revenue growth, in 13 quarters in Q4 2025 as AI drives AWS adoption.

In 2026, Amazon plans to spend $200 billion in capex. Google is just behind at $175 billion to $185 billion. It's a lot of money!

The Bezos-owned newspaper gutted its San Francisco bureau and coverage of tech — including journalists reporting on Amazon and Blue Origin

A16z VC Jennifer Li⁠, who oversees some of the firm's fastest growing AI companies, warns founders not to believe every ARR claim made on X.

The new model is build to accelerate the capabilities of Codex, the agentic coding tool OpenAI launched earlier this week.

An alleged ransomware attack has taken down the systems of the Sapienza University of Rome.

Canadian Prime Minister Mark Carney has announced a sweeping plan to shore up the country's auto industry and accelerate its electric vehicle transition, the latest in a series of moves to reduce Canada's deep economic dependence on the United States as American tariffs continue to batter the sector. The plan includes financial incentives for carmakers to invest in Canada, a new tariff credit scheme for manufacturers like General Motors and Toyota, and the reintroduction of EV buyer rebates. Canada will also enact stricter vehicle emissions standards and has set a goal of EVs comprising 90% of car sales by 2040. Carney at the same time scrapped a 2023 EV sales mandate introduced by former P…

Bitcoin has fallen roughly 44% from its October peak, and while the drawdown isn't crypto's deepest ever on a percentage basis, Bloomberg's Odd Lots newsletter lays out a case that this is the industry's worst winter yet. The macro backdrop was supposed to favor Bitcoin: public confidence in the dollar is shaky, the Trump administration has been crypto-friendly, and fiat currencies are under perceived stress globally. Yet gold, not Bitcoin, has been the safe haven of choice. The "we're so early" narrative is dead -- crypto ETFs exist, barriers to entry are zero, and the online community that once rallied holders through downturns has largely hollowed out. Institutional adoption arrived but …

The CIA has shut down The World Factbook, one of its oldest and most recognizable public-facing intelligence publications, ending a run that began as a classified reference document in 1962 and evolved into a freely accessible digital resource that drew millions of views each year. The agency offered no explanation for the decision. Originally titled The National Basic Intelligence Factbook, the publication first went unclassified in 1971, was renamed a decade later, and moved online at CIA.gov in 1997. It served researchers, news organizations, teachers, students and international travelers. The site hosted more than 5,000 copyright-free photographs, some donated by CIA officers from their…

Google's Quick Share-AirDrop interoperability, which has been exclusive to the Pixel 10 series since its surprise launch last year, is headed to a much broader set of Android devices in 2026. Eric Kay, Google's Vice President of Engineering for the Android platform, confirmed the expansion during a press briefing at the company's Taipei office, saying Google is "working with our partners to expand it into the rest of the ecosystem" and that announcements are coming "very soon." Nothing is the only OEM to have publicly confirmed it's working on support, though Qualcomm has also hinted at enabling the feature on Snapdragon-powered phones. Read more of this story at Slashdot.

The European Commission is preparing to trial a communications platform built on Matrix, the open source messaging protocol already used by the French government, German healthcare providers and European armed forces, as a sovereign backup to Microsoft Teams. Signal currently serves as the backup tool but has proven too inflexible for an organization the Commission's size, it said. The Matrix-based solution could also eventually connect the Commission to other EU bodies like the Parliament. Read more of this story at Slashdot.

A federal court in California has ruled that YouTube creators who use stream-ripping tools to download clips for reaction and commentary videos may face liability under the DMCA's anti-circumvention provisions -- a decision that could reshape how one of the platform's most popular content genres operates. U.S. Magistrate Judge Virginia K. DeMarchi of the Northern District of California denied a motion to dismiss in Cordova v. Huneault, a creator-versus-creator dispute, finding that YouTube's "rolling cipher" technology qualifies as an access control measure under section 1201(a) even though the underlying videos are freely viewable by the public. The distinction matters because it separates…

NASA Administrator Jared Isaacman has announced that astronauts on the upcoming Crew-12 and Artemis II missions will be allowed to carry iPhones and other modern smartphones into orbit and to the Moon -- a reversal of long-standing agency rules that had left crews relying on a 2016 Nikon DSLR and decade-old GoPros for the historic lunar flyby. Isaacman framed the move as part of a broader push to challenge what he called bloated qualification requirements, where hardware approvals get mired in radiation characterization, battery thermal tests, outgassing reviews and vibration testing. "That operational urgency will serve NASA well as we pursue the highest-value science and research in orbit…

Elon Musk told podcast host Dwarkesh Patel and Stripe co-founder John Collison that space will become the most economically compelling location for AI data centers in less than 36 months, a prediction rooted not in some exotic technical breakthrough but in the basic math of electricity supply: chip output is growing exponentially, and electrical output outside China is essentially flat. Solar panels in orbit generate roughly five times the power they do on the ground because there is no day-night cycle, no cloud cover, no atmospheric loss, and no atmosphere-related energy reduction. The system economics are even more favorable because space-based operations eliminate the need for batteries …

Automattic and the Internet Archive have released a free, open-source WordPress plugin that automatically detects broken outbound links on a site and redirects visitors to archived Wayback Machine copies instead of serving them a 404 error. The Internet Archive Wayback Machine Link Fixer, which launched last fall and is available on WordPress.org, runs in the background scanning posts for dead links, checking for existing archived versions, and requesting new snapshots when none exist. It also archives a site's own posts whenever they are updated. If the original link comes back online, the plugin stops redirecting. Pew Research has found that 38% of the web has disappeared over the past de…

Anthropic on Thursday released Claude Opus 4.6, its most capable model yet, at a moment when the company's AI tools have already spooked markets over fears that they are disrupting traditional software development and other sectors. The new model improves on Opus 4.5's coding abilities, the company said -- it plans more carefully, sustains longer agentic tasks, handles larger codebases more reliably, and catches its own mistakes through better debugging. It is also the first Opus-class model to feature a 1M token context window, currently in beta. On GDPval-AA, an independent benchmark measuring performance on knowledge-work tasks in finance, legal and other domains, Opus 4.6 outperformed O…

Western Digital this week laid out a roadmap that stretches its 3.5-inch hard drive platform to 14 platters and pairs it with a new vertical-emitting laser for heat-assisted magnetic recording, a combination the company says will push individual drive capacities beyond 140 TB in the 2030s. The vertical laser, developed over six years and already working in WD's labs, emits light straight down onto the disk rather than from the edge, delivering more thermal energy while occupying less vertical space -- enabling areal densities up to 10 TB per platter, up from today's 4 TB, and room for additional platters in the same enclosure. WD's first commercial HAMR drives arrive in late 2026 at 40-44 T…

Amazon plans to use AI to speed up the process for making movies and TV shows even as Hollywood fears that AI will cut jobs and permanently reshape the industry. From a report: At the Amazon MGM Studio, veteran entertainment executive Albert Cheng is leading a team charged with developing new AI tools that he said will cut costs and streamline the creative process. Amazon plans to launch a closed beta program in March, inviting industry partners to test its AI tools. The company expects to have results to share by May. [...] Amazon is leaning on its cloud computing division, Amazon Web Services, for help and plans to work with multiple large language model providers to give creators a wider…

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.

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

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

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

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

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

Update: I found a solution which I describe in

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

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

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

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

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

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

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

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

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

Today is the publication of the third edition of Autism

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

wife Susan’s book collecting stories and experiences from

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

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

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

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

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

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

Today is the publication of the third edition of Autism

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

wife Susan’s book collecting stories and experiences from

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

Last night was a Boston Python project night where I

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

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

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

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

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

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

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

Last night was a Boston Python project night where I

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

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

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

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

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

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

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

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

This post continues where Hobby Hilbert Simplex left

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

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

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

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

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

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

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

This post continues where Hobby Hilbert Simplex left

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

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

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

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

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

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

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

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

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Consult a council of multiple frontier models at once Discussion | Link

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У авиакомпании SalamAir промо-тариф: улететь из Маската в Найроби (или наоборот) можно от 6200 рублей (30 OMR). Для въезда в Кению нужно заранее оформить электронное разрешение (сбор около 30-35 USD с человека). Купить билеты можно на сайте авиакомпании или через trip.com / aviasales.ru (тут немного дороже, но зато принимают российские карты). Маскат — Найроби в декабре за 6200 рублей: Российской картой: […]

Авиакомпания Volotea выкатила билеты за 19 евро. Но можно легко оформить пробную подписку SUPERVOLOTEA на 15 дней и купить их за 9 евро. Обычно подписка на год стоит 60 евро. Лоукостер утверждает, что Вы можете отменить членство в любой момент, но потеряете при этом некоторые привилегии, например, ручную кладь, но сохраните свою скидку на проезд. Главное, не забудьте […]

Vandrouki (или Вандруки / Вандрули / Ванбрюки или как удобно) – это путешествия.

Способы путешествовать почти бесплатно.

Разумеется, Vandrouki – это высококвалифицированная команда амбициозных профессионалов своего дела.

с 2012 года мы ищем и находим дешевые авиабилеты, отели, туры и круизы.

А вы путешествуете почти бесплатно.

Vandrouki (или Вандруки / Вандрули / Ванбрюки или как удобно) – это путешествия.

Способы путешествовать почти бесплатно.

Разумеется, Vandrouki – это высококвалифицированная команда амбициозных профессионалов своего дела.

А вы путешествуете почти бесплатно.

Прямо сейчас, пока вы читали этот блок, мы нашли ещё несколько билетов, а кто-то их купил.

Vandrouki (или Вандруки / Вандрули / Ванбрюки или как удобно) – это путешествия.

Способы путешествовать почти бесплатно.

Разумеется, Vandrouki – это высококвалифицированная команда амбициозных профессионалов своего дела.

с 2012 года мы ищем и находим дешевые авиабилеты, отели, туры и круизы.

А вы путешествуете почти бесплатно.

Vandrouki (или Вандруки / Вандрули / Ванбрюки или как удобно) – это путешествия.

Способы путешествовать почти бесплатно.

Разумеется, Vandrouki – это высококвалифицированная команда амбициозных профессионалов своего дела.

с 2012 года мы ищем и находим дешевые авиабилеты, отели, туры и круизы.

А вы путешествуете почти бесплатно.

Vandrouki (или Вандруки / Вандрули / Ванбрюки или как удобно) – это путешествия.

Способы путешествовать почти бесплатно.

Разумеется, Vandrouki – это высококвалифицированная команда амбициозных профессионалов своего дела.

А вы путешествуете почти бесплатно.

Прямо сейчас, пока вы читали этот блок, мы нашли ещё несколько билетов, а кто-то их купил.

Сегодня мы решили слепить готовое путешествие из Казани в Индонезию — вышло от 47200 рублей с человека при поездке вдвоем.

Авиакомпания Etihad Airways предлагает билеты из Казани на Бали за 44000 рублей туда-обратно.

Даты полетов: например, 11-24 декабря (проживание с 12 по 24 декабря).

Все варианты на двоих на 12 ночей (рейтинг — выше 7/10)Не забываем настроить сортировку:— самая низкая цена (с учётом налога)— итого (в т.ч.

Первый отель — 3200 рублей на человека / 6400 рублей на двоих:Второй отель — 4700 рублей на человека / 9400 рублей на двоих:Третий отель — 5300 рублей на человека / 10600 рублей на двоих:Другие даты перелетов:4-17 декабря7-22 декабря

Vandrouki (или Вандруки / Вандрули / Ванбрюки или как удобно) – это путешествия.

Способы путешествовать почти бесплатно.

Разумеется, Vandrouki – это высококвалифицированная команда амбициозных профессионалов своего дела.

А вы путешествуете почти бесплатно.

Прямо сейчас, пока вы читали этот блок, мы нашли ещё несколько билетов, а кто-то их купил.

Vandrouki (или Вандруки / Вандрули / Ванбрюки или как удобно) – это путешествия.

Способы путешествовать почти бесплатно.

Разумеется, Vandrouki – это высококвалифицированная команда амбициозных профессионалов своего дела.

с 2012 года мы ищем и находим дешевые авиабилеты, отели, туры и круизы.

А вы путешествуете почти бесплатно.

Vandrouki (или Вандруки / Вандрули / Ванбрюки или как удобно) – это путешествия.

Способы путешествовать почти бесплатно.

Разумеется, Vandrouki – это высококвалифицированная команда амбициозных профессионалов своего дела.

А вы путешествуете почти бесплатно.

Прямо сейчас, пока вы читали этот блок, мы нашли ещё несколько билетов, а кто-то их купил.

Vandrouki (или Вандруки / Вандрули / Ванбрюки или как удобно) – это путешествия.

Способы путешествовать почти бесплатно.

Разумеется, Vandrouki – это высококвалифицированная команда амбициозных профессионалов своего дела.

А вы путешествуете почти бесплатно.

Прямо сейчас, пока вы читали этот блок, мы нашли ещё несколько билетов, а кто-то их купил.

Vandrouki (или Вандруки / Вандрули / Ванбрюки или как удобно) – это путешествия.

Способы путешествовать почти бесплатно.

Разумеется, Vandrouki – это высококвалифицированная команда амбициозных профессионалов своего дела.

А вы путешествуете почти бесплатно.

Прямо сейчас, пока вы читали этот блок, мы нашли ещё несколько билетов, а кто-то их купил.

Азербайджанские Авиалинии снизили цены ноябрь-март: взять из Москвы, Питера и Екб в ОАЭ, Израиль, Таджикистан, Саудовскую Аравию, Индию и на Мальдивы можно со скидками.

Билеты берем через сервис aviasales.ru (тут дешевле всего).

Москва — Душанбе — Москва:Москва — Даммам — Москва:Москва — Дубай — Москва:Москва — Тель-Авив — Москва:Москва — Дели — Москва:Москва — Мумбаи — Москва:Москва — Мале — Москва в ноябре:Москва — Мале — Москва в январе:Москва — Мале — Москва в феврале:Москва — Мале — Москва в марте:Питер — Душанбе — Питер:Питер — Даммам — Питер:Питер — Дубай — Питер:Питер — Тель-Авив — Питер:Питер — Дели — Питер:Питер — Мумбаи — Питер:Питер — Мале — Питер в ноябре-декабре:Питер — Мале —…

Vandrouki (или Вандруки / Вандрули / Ванбрюки или как удобно) – это путешествия.

Способы путешествовать почти бесплатно.

Разумеется, Vandrouki – это высококвалифицированная команда амбициозных профессионалов своего дела.

А вы путешествуете почти бесплатно.

Прямо сейчас, пока вы читали этот блок, мы нашли ещё несколько билетов, а кто-то их купил.

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

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

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.

Lawhive, a London-based LegalTech company transforming how consumer legal services are delivered, has raised €50 million ($60 million) in Series B funding to accelerate its expansion across the US and scale its model of building an AI-native consumer law firm. The round was led by Mitch Rales, co-founder of Danaher Corporation, with participation from TQ […]

The post UK LegalTech startup Lawhive secures €50 million to scale AI-driven consumer law firm model appeared first on EU-Startups.

ElevenLabs, a leader in AI voice generation and text-to-speech technology, has raised €424 million ($500 million) in a Series D funding round – valuing the British company at €9.3 billion ($11 billion), more than tripling its valuation from one year prior, and bringing total funding to €662 million ($781 million) across five rounds since its […]

The post ElevenLabs’ €424 million raise values the company at €9.3 billion and marks one of Europe’s largest AI funding rounds this year appeared first on EU-Startups.

This week on the EU-Startups Podcast, we sit down with Tessa Clarke, Co-founder and CEO of Olio, a community-powered platform built to redistribute surplus food and household items at scale. Founded in 2015, Olio connects neighbours and local communities to share surplus food and non-food items that would otherwise go to waste. Alongside peer-to-peer sharing, […]

The post The EU-Startups Podcast | Interview with Tessa Clarke, Co-founder and CEO of Olio appeared first on EU-Startups.

Over the past decade, digital influence has shifted from celebrity-style endorsements to a more personal, community-driven ecosystem. While macro-influencers once dominated, many brands now see diminishing returns: audiences are more sceptical of polished sponsorships, engagement often lags behind expectations, and a single branded post can be hard to justify against uncertain outcomes. At the same […]

The post Why modern brands use micro-influencer marketing platforms to drive scalable growth (Sponsored) appeared first on EU-Startups.

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...

Danish tech luminaries, including leaders from Synthesia, Pleo and Flatpay, are backing Pluto.markets, a Danish YC-backed investment platform looking to disrupt the brokerage market in the Nordics, in...

Healthtech startup Gardia has closedan €8.5 million Series A round to support the expansion of its mobilefall-detection emergency system for seniors. The round was led by Europeanventure capital firm ...

Plato, an AI-based operating system forwholesale distributors, has closed a $14.5 million seed funding round led byAtomico, with participation from existing investors including Cherry Ventures.The dis...

Valeria, a Barcelona-based payroll and workforce operations startup, has raised $2 million in a funding round led by Venture Friends, with participation from Fortino Capital and 10k Ventures. Founded ...

R3 Robotics (formerly Circu Li-ion) has raised €20 million in combined financing to industrialise the automated disassembly of electric vehicle systems at scale. The company has raised €14 million in ...

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 […]