We use advanced tools to automate compliance checks, store our code in version-controlled repositories, and manage our infrastructure as code.

We’ve revolutionised how we handle infrastructure with Infrastructure as Code (IaC), how we manage deployments with GitOps, and how we handle security with Policy as Code.

It’s about creating a holistic, programmatic representation of the entire organisation: a “company manifest” that serves as a single source of truth for organisational structure, policy, and operations.

With a representation like this, we benefit from organising definitions into logical files and directories, treating organisational changes like code changes: versioned, reviewed, a…

The US Central Intelligence Agency (CIA) has announced it will cease publishing the World Factbook, a free online resource used by millions around the globe.

Frequently cited by journalists and academics, the Factbook offered regularly updated statistics and information about countries and communities all over the world, in an easily understood and searchable format.

The program was taken over by the CIA in 1947 and renamed the National Intelligence Survey, before the Factbook was launched in 1971 as an annual summary of information.

An unclassified version was first made available to the public in 1975, and a digital version was published online in the 1990s, with the data freely available…

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

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This context layer would dynamically link context directly to the source code.

Knowledge that is gained in a meeting can be added directly to the context layer and available for the LLM.

The Context LayerWhat are some characteristics of this context layer?

Changes to the context layer must trigger changes to the code, and vice versa.

The abstraction layer becomes a functional artifact in your development process.

Lynx architectureRoot bundle #The Root Bundle (consumer) was the primary component in our architecture.

Custom native elements #We used Lynx version 3.4 for this implementation.

Lynx allows the creation of Custom Native Elements, which we integrated using the provided API.

No Class Sharing Between Bundles : Lynx does not currently support sharing CSS classes between the Root Bundle and component bundles.

Each component (component bundle) then sends the boxView event once it becomes visible.

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…

Which undoubtedly well meaning civil servant long before World War II came up with the brilliant idea of registering religious affiliation during the census is lost in the mists of time.

70,000 of them had their data entered into the Amsterdam registry.

The attackers were betrayed to the Nazis and all but two were executed in the dunes near Overveen.

If they had nothing to hide because they had done nothing wrong then what’s the fuss about?

If you’re willing to do all of that then congratulations, you really have nothing to hide and the word ‘privacy’ means nothing to you.

ElCity (Emacs Lisp City)OverviewElCity is a small, turn-based city builder that runs entirely inside Emacs.

This is an excercise in implementing the “functional core / imperative shell” architecture in a moderately sized project that with a developed UI.

Every tile type is defined through a DSL, with a strong separation between state and effects.

Funds increase each turn by: (Population / 2) + (Commercial level + Industrial level).

Zones decay by 1 level per turn if they lose power or road adjacency.

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md2cb - Markdown to clipboard converter.

Converts GitHub Flavored Markdown (GFM) to rich HTML and copies it to the system clipboard for pasting into Word, Google Docs, Pages, Teams, etc.

Usagecat file.md | md2cbThen, paste the copied clipboard content to the target app.

Docker for running dev serversNotesMost of the code was written by Claude Code, with some code review from Copilot!

pandoc --from gfm --to html | textutil -convert rtf -stdin -stdout -format html | pbcopy -PreferThe script work well for typical bullet list, but:Doesn't support image, mermaid.

Modernizing swapping: introducing the swap table [LWN subscriber-only content]LWN needs you LWN counts on its subscribing readers to support its mission of creating relevant human-written news coverage of the Linux and free-software communities.

Please subscribe to LWN and help to keep us on the net.

As a special offer, subscribe to LWN now for at least six months, and receive a 25% discount on your subscription.

Instead, the C-suite execs decided that the best use of their engineering budget was to design a proprietary security screw specifically intended to prevent BMW drivers from fixing their own cars.

Heck, they’re not even the first to use security screws, the first dates back to the one-way screw of the early 1900s.

That’s not what proprietary security screws are designed to do though.

The fact that a grassroots effort can dismantle a multi-million dollar “security” initiative in a matter of days speaks volumes.

Across the US, we’re making massive strides in securing the right to repair our stuff, and that includes both commercial and consumer vehicles.

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.

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What did you and the team find on the impact cannabis has on brain function for older adults?

One of the phrases used in the paper was that cannabis was associated with increased regional brain volume.

That decrease is often correlated with reduced cognitive function and increased dementia risk.

In this study, we did see that most of the brain regions we looked at demonstrated a positive relationship between brain volume and cognitive performance.

For the brain regions and cognitive tests that demonstrated an effect, the moderate-use group generally had larger brain volumes and better cognitive performance.

That language reflects growing scrutiny of commercial data practices by courts, regulators, and civil liberties advocates, especially when such data is accessed by federal agencies like ICE.

Because ad tech data is collected by private companies under consumer-facing privacy policies, agencies have argued that purchasing or accessing that data does not constitute a search under the Fourth Amendment.

In January 2025, Gravy Analytics, a prominent location data broker, disclosed that a significant data breach had potentially exposed through de-anonymization the precise location information of millions of individuals.

It does make clear, though, that the agency sees the ad tech ecosystem as a p…

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A few CPU hardware bugs 28 January, 2026Catherine (Whitequark)’s recent observations on poorly-engineered firmware reminded me of a few mistakes I’ve seen in vendors’ CPUs; some unimportant and others surprisingly bad.

It’s possible this misspelling is not part of the physical CPU design and is instead part of the system firmware because at least on many AMD CPUs the CPU name is normally set by the system firmware.

Probably either the CPU design or its microcode encode this misspelling, or Intel’s firmware package that vendors use is the ultimate source.

It turns out there’s a pipeline bug in the IT81202 CPU, where instructions modifying some registers immediately following a multiply ( mul…

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In many ways, Kubeflow and Metaflow are cousins: closely related in spirit, but designed with distinct goals and priorities.

The diagram below illustrates the division of responsibilities:The key benefit of the Metaflow–Kubeflow integration is that it allows organizations to keep their existing Kubernetes and Kubeflow infrastructure intact, while upgrading the developer experience with higher-level abstractions and additional functionality, provided by Metaflow.

Currently, the integration supports deploying Metaflow flows as Kubeflow Pipelines.

Metaflow → Kubeflow in practiceAs the integration requires no changes in your existing Kubeflow infrastructure, it is straightforward to get started…

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OpenClaw is What Apple Intelligence Should Have BeenSomething strange is happening with Mac Minis.

An open-source project letting AI agents control computers might not ping your radar until it’s already happening.

If you’re Apple, you don’t want your AI agent automatically buying things, posting on social media, or making irreversible decisions.

Want your service to work with Apple Agent?

But platform revenue is what built Apple into a $3 trillion company.

By Sergey Tselovalnikov on 05 February 2026We are QA Engineers nowQuality Assurance, or QA, has always been an important part of the software development process, whether as a separate role or as part of a software engineer role.

What I've observed is that over the last year or so, the software development landscape has changed in a way that makes QA a central part of the software development workflow.

Once you have the testing harness, you can let the agent write integration tests against it, run them, observe failures, and iterate.

The difference is that previously you could get by without a very tight feedback loop, but in the current age, having such a testing harness is what makes agen…

So let’s write a quick recap of the vibes I got from FOSDEM 26, the Hallway Track (including lunches and dinners).

The impacts of Coding Agents were also discussedMore monorepos: Coding agents work better with a monorepo because file system access is popular in their training data set.

I have repeatedly mentioned in this blog how important it is to ground the Coding Agents with builds and tests.

Test code is also getting cheaper, but it should still be more expensive than implementation.

Over lunch, both confessed to me that they are making heavy use of coding agents to help them with various tasks.

If you get the “main thing” right, you can get away with a lot of mistakes.

Identifying the “main thing”How do you identify the main thing?

Those people are probably getting the main thing right.

Another, less obvious reason is that many people are afraid that they might not like the main thing.

Caution: the “main thing” can rapidly changeIn 2015, being easy to work with was the most important thing in many tech companies.

It’s just a matter of learning how to break your project into small steps that you can make the computer do, then memorizing a bit of syntax.

Perhaps you can sense my sarcasm (and sympathize with my lack of time to learn one more technical skill).

But pulling all that knowledge together and synthesizing a working application any more complex than “hello world”?

And at this point, I’ve lost the neuroplasticity and the motivation (if I ever had either) to become that guy.

A cache-related problem appearsMy project is a small Python-based log colorizer that I asked Claude Code to construct for me.

But alas, the after school club was full… so she signed me up for what she found to be the most similar club, which happened to be the Scratch club.

Programming is an art, programming is a craft.

Never before or since have I been so amazed by what a little code can do.

The otoro.net website and its wonderful little blobs taught me that programming is an art, and learning is a craft.

Even if discourse diverges, I can always return to the shared roots of making art and honing my craft.

In this post, I'll describe how I collaborated with an LLM coding agent (Codex) to help me rewrite pycparser to use a hand-written recursive-descent parser and remove the dependency on PLY.

Using parser generators is a heavy conceptual dependency: it's really nice when you have to churn out many parsers for small languages.

This was part of transitioning pycparser to a dual Python 2/3 code base when PLY was slower to adapt.

It turns out the some old PLY code triggers security checks used by some Linux distributions; while this code was fixed in a later commit of PLY, PLY itself was apparently abandoned and archived in late 2025.

This isn't just a toy, it's thousands of lines of dense parsin…

Fresh off the back of our company meeting in Berlin, we're proud to announce our first release of 2026: Slint 1.15.

Today, the spotlight is on the refreshed printer demo:Live-Preview ImprovementsPart of the magic of Slint is the live-preview showing your changes instantly.

In this release, we've added type hinting for Python to the slint compiler.

Slint on iOS and AndroidThis release adds supports for the safe and virtual keyboard areas on iOS and Android:Adjust the position of user-accessible elements with the safe-area-insets property.

🚀 Getting Started with Slint 1.15New to Slint?

Sergiu Gatlan / BleepingComputer:

Substack notifies users about a “limited” data breach in October 2025, found on February 3 and now patched; a threat actor leaked a database of ~697K records — Newsletter platform Substack is notifying users of a data breach after attackers stole their email addresses and phone numbers in October 2025.

Jeremy Kahn / Fortune:

London-based Lawhive, whose AI-based SaaS tools help smaller law firms automate legal tasks, raised a $60M Series B, after a $40M Series A in December 2024 — Lawhive cofounders Flinn Dolman (left), Pierre Proner (center), and Jaime Van Oers.PHOTO COURTESY OF LAWHIVE

Paayal Zaveri / Bloomberg:

AI accounting startup Accrual, incubated by General Catalyst, emerges from stealth and raised $75M; Accrual is part of General Catalyst's $1.5B Creation fund — General Catalyst — the storied venture capital firm that's undergoing a transformation into a broader and more ambitious financial company …

Bloomberg:

Palo Alto Networks: an Asian cyber-espionage group broke into systems belonging to 70 critical infrastructure organizations and governments in 37+ countries — State-aligned attackers targeted government agencies and critical infrastructure. — An Asian cyber-espionage group has spent …

Muyao Shen / Bloomberg:

Bitcoin fell below $70,000, its lowest level since President Trump's election in November 2024 and down 44% from its October 2025 peak, as global markets fall — Bitcoin slumped below $70,000, a level last seen 15 months ago, as a broad risk-off sentiment engulfed global markets.

Jeffrey A. Trachtenberg / Wall Street Journal:

Spotify partners with Bookshop.org to let Premium users in the US and UK buy hardcover and paperback books via its app in spring; Bookshop.org fulfills orders — Streaming service is joining with Bookshop.org to appeal to readers who read in multiple formats — Spotify Technology is getting into the physical book business.

Michael Acton / Financial Times:

Arm CEO Rene Haas says investor fears about AI hurting software companies are a “micro-hysteria” that exceeds the reality of how businesses use AI tools — SoftBank-owned chip group forecasts strong growth in data centre business but shares slide amid wider tech rout

Bloomberg:

Analog chipmaker SiTime agrees to acquire Tokyo-based Renesas' timing unit for $1.5B in cash and 4.13M shares in a ~$2.9B deal, set to close by the end of 2026 — Analog chipmaker SiTime Corp. has agreed to acquire Renesas Electronics Corp.'s timing unit in a cash-and-stock transaction valued at about $2.9 billion.

Muvija M / Reuters:

The UK says Microsoft, the UK government, academics, and experts plan to build a system to spot deepfakes online as part of an detection evaluation framework — Britain will work with Microsoft (MSFT.O), academics and experts to develop a system to spot deepfake material online …

Steven Sinofsky / @stevesi:

Wall Street's idea that a software pure play will “vanish” into an LLM is “nonsense”: we need more software, and AI-enabled software moves up the product stack — Too much of what is going on is a race to get to a theoretical end state of a whole new world of business and technology.

Karin Matussek / Bloomberg:

Germany's Federal Cartel Office rules Amazon must stop enforcing price controls for retailers on its German marketplace and seizes €59M; Amazon can appeal — Amazon.com Inc. must stop enforcing price controls for retailers on its German marketplace, according to the nation's antitrust watchdog …

Wall Street Journal:

A look at India's push to become a major provider of AI services, as US tech companies pledge tens of billions in Indian data center investments — Lured by big, tech-savvy population, Google and other giants sinking tens of billions into Indian market — NEW DELHI—American tech behemoths …

Duncan Riley / SiliconANGLE:

RapidFort, which develops tools for securing software supply chains, raised a $42M Series A led by Blue Cloud and ForgePoint, taking its total funding to ~$51M — Software supply chain security startup RapidFort Inc. announced today that it has raised $42 million in early-stage funding …

Janko Roettgers / The Verge:

A look at the informal economy of rogue streaming box resellers, who sell hardware that offers free access to sports games, cable TV, and streaming services — Walk the rows of the farmers market in a small, nondescript Texas town about an hour away from Austin, and you might stumble across …

Dan Gallagher / Wall Street Journal:

Fears that software companies are facing an AI-driven extinction event are exaggerated, but the belief that they might be facing one is damaging their stocks — Fears that software companies are facing an extinction event are exaggerated, but other dangers are real

Will Knight / Wired:

A look at Axiom, which is building AxiomProver, an “AI mathematician” it claims has solved at least four previously unsolved math problems — Axiom says its AI found solutions to several long-standing math problems, a sign of the technology's steadily advancing reasoning capabilities.

Nikkei Asia:

Sources: HP, Dell, Acer, and Asus are considering sourcing memory chips from Chinese chipmakers; HP and Dell are currently qualifying DRAM products from CXMT — TAIPEI — Leading PC makers HP, Dell, Acer and Asus are considering sourcing memory chips from Chinese chipmakers for the first time amid …

James Rundle / Wall Street Journal:

Cybersecurity company Varonis agrees to acquire AllTrue, which develops specialized tools for AI trust, risk, and security management, for $125M in cash — Cybersecurity company Varonis Systems said it would acquire artificial-intelligence specialist AllTrue, the latest in a series of deals …

Bloomberg:

TSMC plans to produce 3nm chips at its second plant in Kumamoto, Japan; sources say that is an upgrade from an original plan to produce 7nm chips by late 2027 — Taiwan Semiconductor Manufacturing Co. plans to make advanced 3-nanometer chips in Japan, stepping up its semiconductor manufacturing roadmap …

Sam Nussey / Reuters:

Sony reports Q3 gaming and network services revenue down 4% YoY to $10.5B, profit up 19% YoY to ~$889M, and PlayStation 5 sales down 16% YoY to 8M units — Japan's Sony (6758.T) on Thursday reported a 22% rise in third-quarter operating profit that trounced forecasts and lifted its full-year outlook …

Dylan Butts / CNBC:

Sony reports Q3 revenue up 1% YoY to ~$23.68B, vs. ~$23.53B est., operating profit up 22% to ~$3.28B, vs. ~$2.99B est., raises FY operating profit outlook 8% — Sony on Thursday reported a rise in operating profit that beat expectations, despite foreign exchange volatility and higher memory costs.

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.

You signed out in another tab or window.

Reload to refresh your session.

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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…

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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!

features_from_point ( point , tags = { 'railway' : 'rail' }, dist = dist ) except : railways = None # Then plot before roads: if railways is not None and not railways .

features_from_point ( point , tags = { 'building' : True }, dist = dist ) # Get specific amenities cafes = ox .

features_from_point ( point , tags = { 'amenity' : 'cafe' }, dist = dist ) # Different network types G = ox .

graph_from_point ( point , dist = dist , network_type = 'bike' ) # bike paths G = ox .

graph_from_point ( point , dist = dist , network_type = 'walk' ) # pedestrianPerformance Tips

The most vital question everybody’s asking themselves is: What’s up with all those equals signs?!

There’s that equals sign!

Well, whoever collected these emails first converted from CRLF (also known as the “Windows” line ending coding, but it’s the standard line ending in the SMTP standard) to “NL” (i.e., “Unix” line ending coding).

If your algorithm to decode this is, stupidly, “find equals signs at the end of the line, and then delete two characters, and then finally the equals sign”, you should end up with:... non- loven hoofs...

That’s almost what happened here, but not quite: Why does the equals sign still remain?

with clawdbot, i'm trading those risks for a different set: prompt injection attacks, model hallucinations, security misconfigurations on my end, and the general unpredictability of an emerging technology.

(yes, this also gives clawdbot access to 2FA codes.)

(yes, this also gives clawdbot access to 2FA codes.)

notably, i haven't given clawdbot access to my email—my tooling there is already good enough that i usually do things myself.

i don't give clawdbot access to all my logins.

the meatspace layer for ai 🤖agents talk mcp • humans use this siterobots need your bodyai can't touch grass.

get paid when agents need someone in the real world.

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.

⚠ Active Disasters & Declarations (FEMA | EC)📍 Find Local InfoUnited States: AL AK AZ AR CA CO CT DE DC FL GA HI ID IL IN IA KS KY LA ME MD MA MI MN MS MO MT NE NV NH NJ NM NY NC ND OH OK OR PA PR RI SC SD TN TX UT VT VA WA WV WI WY | VI AS GU MPCanada: AB BC MB NB NL NS NT NU ON PE QC SK YTInternational: UK 999 | EU 112 | AU 000 | NZ 111 | JP 110/119 | MX 911 | BR 192🆘 Quick Reference🎒 Emergency Kit🏠 Home Prep💰 Financial HelpTip: Document damage with photos BEFORE cleanup; keep all receipts🔄 Recovery📚 Resources(no immigration check)

Like many developers, I find myself more and more using AI agents to help with software development.

I currently use Claude Code, the command line interface, together with Opus 4.5 (Anthropic's top model as of this writing).

By default, Claude Code asks each time if it may read and write files and run software.

A lightweight alternative on Linux is bubblewrap, which uses Linux kernel features like cgroups and user namespaces to limit (jail) a process.

As it turns out, bubblewrap is a good solution for lightweight sandboxing of AI agents.

See the self-hosting guide for single-container mode, Railway deployment, reverse proxy setup, and more.

Development SetupFor contributors who want to work on the codebase.

Prerequisites: Docker, Elixir ~> 1.15, Erlang/OTP 27docker compose -f docker-compose.dev.yml up -d # Start PostgreSQL + MinIO + Mailpit mix setup # Install deps, migrate, build assets, seed mix phx.server # Start at localhost:4000See the development setup guide for detailed instructions.

For major changes, please open an issue first to discuss your proposal.

mix test # Run the test suite mix format # Format code (Styler, Spark, Tailwind, HEEx)Commits follow the convention: type(scope): description (e.g., feat(batching): …

I don't write code — Claude Code does.

Describe your idea, let the system extract everything it needs to know, and let Claude Code get to work.

Update periodically:npx get-shit-done-cc@latestNon-interactive Install (Docker, CI, Scripts) # Claude Code npx get-shit-done-cc --claude --global # Install to ~/.claude/ npx get-shit-done-cc --claude --local # Install to ./.claude/ # OpenCode (open source, free models) npx get-shit-done-cc --opencode --global # Install to ~/.config/opencode/ # Gemini CLI npx get-shit-done-cc --gemini --global # Install to ~/.gemini/ # All runtimes npx get-shit-done-cc --all --global # Install to all directories Use --global ( -g ) or --local ( -l ) to skip the locat…

By “thinking hard,” I mean encountering a specific, difficult problem and spending multiple days just sitting with it to overcome it.

It satisfied The Builder (feeling productive and pragmatic by creating useful things) and The Thinker (solving really hard problems).

Thinking back, the projects where I grew the most as an engineer were always the ones with a good number of really hard problems that needed creative solutions.

The Trap of PragmatismI know what you might be thinking: "If you can ‘vibe code’ your way through it, the problem wasn’t actually hard."

It’s not that AI is good for hard problems, it’s not even that good for easy problems.

Advertise here with Carbon AdsThis site is made possible by member support.

💞Big thanks to Arcustech for hosting the site and offering amazing tech support.

When you buy through links on kottke.org, I may earn an affiliate commission.

Thanks for supporting the site!

home of fine hypertext products since 1998.

Running OpenClaw in DockerI'm not brave enough to run OpenClaw (aka Clawdbot aka Moltbot) directly on my Mac, so I decided to try running it in a Docker instead container.

OpenClaw has Docker support out of the box, described on this page of their documentation.

Use their Docker Compose configurationFirst, clone their GitHub repository:git clone https://github.com/openclaw/openclawIt contains a script for running OpenClaw in Docker called docker-setup.sh which in turn uses Docker Compose and their docker-compose.yml file.

Answering all of those questionsOn first run OpenClaw asks you a lot of questions.

Running administrative commandsThe other container provided by Docker Compose is called …

Hannah DormidoGraphics Reporter and Cartographer at the Washington PostHannah Dormido is an award-winning visual journalist and cartographer at The Washington Post, where she focuses on national news and politics.

With more than a decade of experience at The Post, Bloomberg News, and the Financial Times, she has shaped stories that turn complex data into compelling visuals.

She is the president of the North American Cartographic Information Society and creator of Dormidots, a distinctive hand-drawn mapping style.

New self-hosted email archive / search tool with a text UI and AI integration

Changelog News!

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

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

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

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

At an unbeatable price.

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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.

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

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

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

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

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

AirPods Pro 3The AirPods Pro 3 received significant upgrades, including enhanced noise cancellation, improved audio quality, increased battery life, and a new feature: heart rate detection.

Jada Jones/ZDNET5. iPad, iPad Air, and iPad ProThe iPad Air, kitted out with the M3 chip, received a refresh in March 2025.

MacBook ProThe MacBook Pro line got a somewhat confusing refresh late last year.

Also: I compared the M5 MacBook Pro to older Mac models - here's my buying advice in 2025The MacBook Pro M5.

Apple Mac Mini.

We then took that data and experience to create a list highlighting our favorite Windows laptops in 2026.

We've personally tested all of the best Windows laptops on this list, including the latest models from Lenovo, Asus, Dell, and HP.

For the February 2026 update, we added Lenovo Legion 9i as the new best gaming Windows laptop and added HP's OmniBook 7 Aero as the best lightweight Windows model.

The key to deciding which Windows laptop is best for you starts with evaluating what you'll be using it for.

Show moreHow we test Windows laptops We use a combination of methods to test laptops here at ZDNET.

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

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

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

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

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

Lenovo ThinkPad P1 (Gen 8) ZDNET's key takeaways The Lenovo ThinkPad P1 Gen-8 is available now for $4,169 for the tandem OLED display and 32GB of RAM.

It's a complete package powerstation, with cutting-edge hardware, a brilliant display, upgradeable RAM, and durable build.

Lenovo's ThinkPad P series consists of powerful, portable workstations designed for users in engineering, design, and media creation.

Still, if you dig the ThinkPad, the P1 is a flagship model that balances power and portability to a satisfying degree.

Why the Lenovo ThinkPad P1 Gen-8 gets an Editors' Choice awardThe 16-inch ThinkPad P1 (Gen 8) earns our Editor's Choice award for its successful execution of form and funct…

I originally migrated from my previous default browser (Firefox) due to its poor tab management.

Zen Browser became my default Linux web browser within the past year because of the improvements it made to Firefox.

Zen Browser very quickly jumped the list to near the top, and I could easily see this browser becoming my default.

Zen Browser also includes Mods, which are community-developed tweaks that you can install to change the behavior or appearance, allowing you to make Zen Browser truly your own.

Use Tor Browser when you need the most powerful browser security on the market.

In simplest terms, you cannot get more privacy and security from a web browser than when using Tor.

Also: How to turn on Private DNS Mode on Android - and why it's a must for securityThe Tor browser uses the Onion network to ensure privacy and security.

When using the Onion network, all traffic is encapsulated in layers of encryption and transmitted through a series of nodes called "onion routers."

Open Tor Browser The first thing to do is open Tor Browser, which you can do from your desktop menu.

Resolve Error: Forbidden I have discovered, however, that some sites cannot be viewed with Tor Browser.

I went hands-on with the best Roborock robot vacuums and mops to help you find the best one for your home and cleaning needs.

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

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

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

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

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

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

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

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

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

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

The company said it now has 325 million paying users across Google One and YouTube Premium, up from 300 million users three months earlier.

Spotify users in the U.S. and the UK will soon be able to buy physical books in the app. There's also a new tool that syncs physical books to audiobooks.

He posted a novella-sized rant that devolved into to calling his rival "dishonest" and "authoritarian."

The company is engaged in a strategy to diversify its revenue sources as it heads into the new year.

Spain-based deeptech and climate megafund Kembara has just completed a €750 million first close toward its €1 billion target.

Having raised a €30 million Series A round led by CapitalG, business identity verification startup Duna is now among the most well-capitalized European startups founded by Stripe alumni.

Alphabet CEO skipped an analyst's question about Apple on the company's earnings call.

Google revealed a significant milestone for it's Gemini app, announcing over 750 million monthly active users as it competes with ChatGPT and Meta AI.

Should a linked web page go offline, the new feature will then redirect readers to the archived versions, so that there is no drop in service. The tool also archives a user's own posts, helping to ensure their longevity.

Kalshi, the largest U.S. prediction market, accused a small data startup called Juice Reel of "extortion" after a stock analyst used the company's transaction-level data to argue that prediction market users lose money faster than gamblers on traditional betting apps -- then walked the allegation back hours later. The equity research analyst Jordan Bender at Citizens found that the bottom quarter of prediction market users lost about 28 cents of every dollar wagered in their first three months, compared to roughly 11 cents per dollar on sites like FanDuel and DraftKings. Kalshi's head of communications told Bloomberg the report was "flat-out wrong" and called the data an extortion attempt. …

Sony announced last month that it plans to pass control of its home entertainment division -- including the two-decade-old Bravia television brand -- to Chinese electronics group TCL through a joint venture in which TCL would hold a 51% stake. The Japanese company was long ago overtaken in sales by South Korea's Samsung and LG and now holds just 2% of the global television market. Sony stopped making its own LCD screens in 2011. Chinese companies supplied 71% of television panels made in Asia last year, according to TCL, and less than 10% are now produced in Japan and Korea. TCL is close to overtaking Samsung as the world's largest television maker. Sony retains valuable intellectual proper…

alternative_right writes: The city of Munich has developed its own measurement instrument to assess the digital sovereignty of its IT infrastructure. The so-called Digital Sovereignty Score (SDS) visually resembles the Nutri-Score and identifies IT systems based on their independence from individual providers and 'foreign' legal spheres. The Technical University of Munich was involved in the development. In September and October 2025, the IT Department already conducted a first comprehensive test. Out of a total of 2780 municipal application services, 194 particularly critical ones were selected and evaluated based on five categories. The analysis already showed a high degree of digital sov…

Valve has pushed back the launch of its Steam Machine, Steam Frame and Steam Controller hardware from its original Q1 2026 window to a vaguer "first half of the year" target, blaming the ongoing memory and storage shortage that has been squeezing the tech industry. The company said in a post today that rising component prices and limited availability forced it to revisit both its shipping schedule and pricing plans. Valve had previously indicated the Steam Machine would be priced at the entry level of the PC space. Read more of this story at Slashdot.

BMW may have retreated from its controversial plan to charge monthly fees for heated seats, but the German automaker is pressing ahead with subscription-based vehicle features through its ConnectedDrive platform. A company spokesperson told The Drive that BMW "remains fully committed" to ConnectedDrive as part of its global aftersales strategy. Features requiring data connectivity will likely carry recurring fees. Read more of this story at Slashdot.

Microsoft has finally delivered on its promise to integrate Sysmon -- the long-standing system monitoring tool from its Sysinternals suite -- directly into Windows, a move that should make life considerably easier for enterprise administrators who have struggled with deploying and managing the utility across thousands of endpoints. The functionality landed this week in Windows Insider builds 26300.7733 (Dev channel) and 26220.7752 (Beta channel). Sysmon allows administrators to capture system events through custom configuration files, filter for specific activity, and pipe the data into standard Windows event logs for pickup by security tools and SIEM pipelines. Mark Russinovich, Microsoft …

European security officials believe two Russian space vehicles have intercepted the communications of at least a dozen key satellites over the continent. From a report: Officials believe that the likely interceptions, which have not previously been reported, risk not only compromising sensitive information transmitted by the satellites but could also allow Moscow to manipulate their trajectories or even crash them. Russian space vehicles have shadowed European satellites more intensively over the past three years, at a time of high tension between the Kremlin and the West following Moscow's full-scale invasion of Ukraine. For several years, military and civilian space authorities in the Wes…

A sprawling informal economy of rogue streaming devices has taken hold across the U.S., as consumers fed up with rising TV subscription costs turn to cheap Android-based boxes that promise free access to thousands of live channels, sports events, and on-demand movies for a one-time $200 to $400 purchase. The two dominant players -- SuperBox and vSeeBox -- are manufactured by opaque Chinese companies and distributed through hundreds of American resellers at farmers markets, church festivals and Facebook groups, according to a report by The Verge. The hardware is generic and legal, but both devices guide users toward pirate streaming apps not available on any official app store. vSeeBox direc…

Investors were assessing on Wednesday whether a selloff in global software stocks this week had gone too far, as they weighed if businesses could survive an existential threat posed by AI. The answer: It's unclear and will lead to volatility. From a report: After a broad selloff on Tuesday that saw the S&P 500 software and services index fall nearly 4%, the sector slipped another 1% on Wednesday. While software stocks have been under pressure in recent months as AI has gone from being a tailwind for many of these companies to investors worrying about the disruption it will cause to some sectors, the latest selloff was triggered by a new legal tool from Anthropic's Claude large language mode…

Anthropic said today that its AI assistant Claude will not carry advertising of any kind -- no sponsored links next to conversations, no advertiser influence on the model's responses, and no unsolicited third-party product placements -- calling Claude a "space to think" that should remain free of commercial interruption. The announcement comes days after Anthropic's chief rival, OpenAI, announced plans to bring ads to some of its ChatGPT offerings. Anthropic said its internal analysis of Claude conversations found that a significant share involve sensitive or deeply personal topics. An advertising-based model would also create incentives to optimize for engagement and time spent rather than…

Pinterest has sacked two engineers for tracking which workers lost their jobs in a recent round of layoffs. BBC: The company recently announced job cuts, with chief executive Bill Ready stating in an email he was "doubling down on an AI-forward approach," according to an employee who posted some of the memo on LinkedIn. Pinterest told investors the move would impact about 15% of the workforce, or roughly 700 roles, without saying which teams or workers were affected. But then "two engineers wrote custom scripts improperly accessing confidential company information to identify the locations and names of all dismissed employees and then shared it more broadly," a company spokesperson told the…

Google's much-anticipated plan to merge Android and ChromeOS into a single operating system called Aluminium is shaping up to be a drawn-out, complicated transition that could leave existing Chromebook users behind, according to previously unreported court documents in the Google search antitrust case. The new OS won't be compatible with all existing Chromebook hardware, and Google will be forced to maintain ChromeOS through at least 2033 to honor its 10-year support commitment to current users -- meaning two parallel operating systems running for years. The timeline itself is messier than Google has let on publicly, the filings suggest. Sameer Samat, Google's head of Android, called the me…

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

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

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

Two testing-related things I found recently.Unified exception testingKacper Borucki blogged about parameterizing exception

testing, and linked to pytest docs and a

StackOverflow answer with similar approaches.The common way to test exceptions is to use

pytest.raises as a context manager, and have

separate tests for the cases that succeed and those that fail. Instead, this

approach lets you unify them.I tweaked it to this, which I think reads nicely:from contextlib import nullcontext as produces import pytest

from pytest import raises @pytest.mark.parametrize( "example_input, result", [ (3, produces(2)), (2, produces(3)), (1, produces(6)), (0, raises(ZeroDivisionError)), ("Hello", raises(Typ…

The first live sporting event was broadcast in the Vision Pro, and it's a big disappointment. The experience could be amazing, but Apple actively ruins it.

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

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

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

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

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

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

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

site on the host, but produced with

Django running locally. In 2021, it became a

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

the old-fashion…

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

Update: I found a solution which I describe in

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

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

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

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

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

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

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

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

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

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

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

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

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

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

Today is the publication of the third edition of Autism

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

wife Susan’s book collecting stories and experiences from

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

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

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

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

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

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

Today is the publication of the third edition of Autism

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

wife Susan’s book collecting stories and experiences from

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

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

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

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

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

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

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

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

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

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

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

you don’t follow this rule, and then it can break much later. Why?Let’s say you have code like this:# user.py def get_user_settings(): 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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Native 4K output with extended video time with just a prompt Discussion | Link

Never fill a PDF by hand again Discussion | Link

Run Claude, Codex & Copilot directly in GitHub & VS Code Discussion | Link

Voice notes to LinkedIn and X viral content in seconds! Discussion | Link

Your agent's personal remote computer and drive Discussion | Link

Instantly surface the assumptions behind a UI screenshot Discussion | Link

Create motion images in a single prompt in an editing canvas Discussion | Link

Multi-model AI that works inside any app. Light & fast. Discussion | Link

Real-time speech-to-text with speaker diarization Discussion | Link

Safely run even rm -rf / — all in your browser. Discussion | Link

Turn contracts into instant, actionable intelligence Discussion | Link

AI that turns your melody into a full arrangement Discussion | Link

Full project management inside VS Code, Cursor & Windsurf Discussion | Link

CLI control to monitor and work with Claude Code remotely Discussion | Link

Long-Lasting Protection 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.

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.

Vexlum, a Tampere-based manufacturer of semiconductor lasers for high-impact applications, today announced that it has secured €10 million in funding to scale its proprietary semiconductor chip manufacturing and laser technology operations in Finland. Vexlum claims that this funding is set to be the largest Seed round to date for a photonics company from the Nordics. […]

The post Vexlum raises €10 million to scale semiconductor laser manufacturing for quantum and space applications appeared first on EU-Startups.

Barcelona-based Kembara, which claims to be Europe’s largest dedicated DeepTech growth fund, today announced a €750M first close toward its €1 billion target. The fund is now actively investing in “breakthrough” DeepTech science and engineering companies. According to the fund, it is anchored by a €350 million commitment from the European Investment Fund (EIF), alongside […]

The post Funding Europe’s “second renaissance”: Barcelona’s Kembara hits €750 million first close for €1 billion DeepTech fund appeared first on EU-Startups.

In 2025, AI startups raised nearly half of all global venture capital, a record-breaking $150 billion in funding. OpenAI alone pulled in $40 billion, Anthropic secured $13 billion, and xAI raised $10 billion. Most startups created last year were building something with AI. Which means that having AI no longer differentiates you. In 2026, saying […]

The post How startups differentiate when everything sounds like AI appeared first on EU-Startups.

Groningen-based BioTech startup QT Sense has raised €4 million to accelerate Quantum Nuova, their platform that uses quantum technology to track cellular stress within individual cells in real time – enabling scientists to watch cellular processes as they happen. The funding combines a €3 million Seed round led by Cottonwood Technology Fund, alongside follow-on funding from […]

The post QT Sense raises €4 million to develop quantum platform for cancer, sepsis and arthritis research appeared first on EU-Startups.

Vilnius-based capital markets infrastructure provider Axiology has secured €5 million in Seed funding to introduce new tokenised securities capabilities under the EU DLT Pilot Regime – bringing the full lifecycle of digital fixed-income instruments into one regulated environment. The funding round, led by Exponential Science, e2vc and Coinvest Capital, was joined by new investors TIBAS Ventures […]

The post Lithuanian startup Axiology raises €5 million to develop tokenised capital markets platform appeared first on EU-Startups.

Slate Venture Capital, a Paris-based venture capital firm dedicated to the climate transition, has secured a €132 million first close for its inaugural growth fund focused on energy and circularity. Disclosed investors include the European Investment Fund (EIF), Bpifrance and the Fonds National de Venture Industriel (FNVI), managed by Bpifrance and endowed by the French […]

The post French climate investor SlateVC raises €132 million first close for inaugural growth fund appeared first on EU-Startups.

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 ...

TheGothenburg-based company Fintower has closed an oversubscribed €1.5 millionseed round, attracting both new and existing investors. Participants includeChalmers Ventures, Akka, the Stena family thro...

Finnish-headquartered deeptech company Willo has raised a €2.9 million Pre-Seed round to accelerate the development of its wireless power system. While most wireless power systems depend on alignmen...

Ghent-based HR tech companytalentguide has secured €1.3 million in funding to support the Europeanexpansion of its AI-driven skills intelligence platform, which helpsorganisations manage workforce ups...

Berlin-basedQontext, which is developing an independent context layer for AI, has secured$2.7 million in pre-seed funding. The round was led by HV Capital, withparticipation from Zero Prime Ventures a...

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 […]