This is the prompt i used:You are an Enterprise Context Layer (ECL) Agent that builds and maintains internal mental models, the reasoning frameworks our experts use, not just raw facts.

The enterprise context layer will be democratized very soonAs LLMs get better and have longer contexts, we’ll probably see people dumping more and more stuff into this enterprise context layer.

The main thing that makes the enterprise context layer work isn’t really the harness, but rather the ability for the newest models to intelligently reason through scattered context and come up with a holistic mental model.

Next steps:I’ll probably make better harnesses for actually retrieving answers from the enterpri…

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We are building a unified identity layer—a single integration that handles KYC, AML, biometrics, authentication, and fraud prevention globally.

We eventually realized that for most engineering teams, "global identity" is a fiction—in reality it is a fragmented mess.

Rather than just wrapping existing APIs, we built our own ID verification and biometric AI models—from classification and fraud detection to OCR models for almost every language.

We believe that identity verification is one of the most critical problems on the internet, and must be solved correctly and ethically.

We’d love your brutal HN feedback on our APIs, platform, and integration flow!

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Debian decides not to decide on AI-generated contributions [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.

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In other words, given a set of inputs (prompt, context, data), the output will differ due to some inherent randomness.

As you can imagine, building an agent that is model agnostic is a massive headache as a result.

It’s a client-server protocol for connecting data and tools, not an universal LLM API standard.

your agent) but also the prompt, context, model, etc.

Three priorities emerged: security by design as a non-negotiable baseline, cross-industry coalitions for interoperable agent security standards and AI-enabled defense mechanisms that can match the speed and sophistication of AI-enabled attacks.

Turing Award winner and former Oxford professor Tony Hoare passed away last Thursday at the age of 92.

Jill Hoare, Tony Hoare, Jim Miles.

Cambridge, 7 September 2021Last Thursday (5th March 2026), Tony Hoare passed away, at the age of 92.

I visited Tony Hoare several times in the past 5 years, as we both live in Cambridge (UK) and it turned out that my family knew his.

RIP Tony Hoare (11 January 1934 - 5 March 2026)

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Hypothetically, if we wanted to run a more complicated log command, it is very easy to do that in Magit.

Some examples:To limit to a particular author, we type -A and then Magit gives us a fuzzy-matching list of all repository authors.

and then Magit gives us a calendar view in which we can select a date, or type one manually.

Because it’s right there in the Magit log hints!

This might seem like an excessive rant about the git log in an article ostensibly about rebasing, but there’s a reason for that: the git log is how we’ll understand the structure of our repo.

Why did this happen?

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The goal of this tutorial is to set up a simple REST API that allows you to send XMPP messages to an existing XMPP account.

While there are command-line tools like go-sendxmpp that send messages by connecting to an XMPP server directly, this guide is specifically about providing an HTTP interface.

apt install prosody prosody-modules lua-unbound liblua5.4-dev certbotThe Prosody community module we need doesn’t come with the prosody-modules Debian package.

Replace /etc/prosody/prosody.cfg.lua with this configuration:pidfile = "/var/run/prosody/prosody.pid" modules_enabled = { "tls" ; "dialback" ; "http" ; "admin_shell" ; "post_msg" ; } modules_disabled = { "c2s" ; "offline" ; } log = { info…

Hisense Smart TV owners are reporting a new ad placement that goes beyond the usual home-screen tiles and sponsored recommendations: a mandatory advertisement shown immediately after powering on the TV.

Nexxen has publicly positioned itself as a programmatic partner for VIDAA-native Smart TV inventory, enabling advertisers to buy and serve ads dynamically through automated systems.

Some users claim the startup ads appeared even after disabling data-consent options, which—whether it’s a settings mismatch, a firmware change, or a regional policy difference—creates a perception problem.

At this point, Hisense hasn’t been tied (in the provided reports) to a clear, consumer-facing toggle that di…

LLM Neuroanatomy: How I Topped the AI Leaderboard Without Changing a Single WeightIn mid-2024, the HuggingFace Open LLM Leaderboard was the Colosseum for Open-Weight AI.

Each Transformer layer learns, during training, to expect the specific statistical properties of the previous layer’s output via gradient decent.

And now for the weirdness: There was never the case where any Transformer layer would have seen the output from a future layer!

Give the model extra copies of a particular reasoning layer, get better reasoning.

If Transformer reasoning is organised into discrete circuits, it raises a series of fascinating questions.

Part of what makes my photos site fast is the use of the CDN and the fact that the site is entirely static.

Sample AppOnce you have the required software installed, you should be able to build and view the sample site provided within this repo (in the sample dir).

You can start first by adding to the sample config in sample/config/albums.yaml .

The config directory is the default, so feel free to put your config files there (just copy the examples and edit them).

CommandsThe Makefile is a good reference for the commands (you used them to run the sample site).

There is a way to do computing on encrypted data without ever having it decrypted.

It encrypts data using a quantum-computer-proof algorithm, but, crucially, uses corollaries to the mathematical operations usually used on unencrypted data.

The Labors of HeraclesHeracles was initiated under a DARPA program five years ago to accelerate FHE using purpose-built hardware.

Once on the chip, data musters in 64 megabytes of cache memory—somewhat more than an Nvidia Hopper-generation GPU.

FHE Competition“It’s very good work,” Kurt Rohloff, chief technology officer at FHE software firm Duality Technology, says of the Heracles results.

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You can access the Query Tool via the Query Tool menu option on the Tools menu, or through the context menu of select nodes of the Object explorer control.

Query Tool in Workspace Layout¶ The workspace layout offers a distraction-free, dedicated area for the Query Tool.

Note: In the Workspace layout, all Query Tool and View/Edit Data tabs open within the Query Tool workspace.

After filling in all the required fields, click the Connect & Open Query Tool button to launch the Query Tool with the provided server details.

Upon macro execution, the placeholder will be replaced with the currently selected text in the Query Editor pane of the Query Tool.

Is it still somehow alive today?

Is it archived anywhere?

1Choose Your SpotClick anywhere on the canvas to select your block size and position.

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Hypothetically, if we wanted to run a more complicated log command, it is very easy to do that in Magit.

Some examples:To limit to a particular author, we type -A and then Magit gives us a fuzzy-matching list of all repository authors.

and then Magit gives us a calendar view in which we can select a date, or type one manually.

Because it’s right there in the Magit log hints!

This might seem like an excessive rant about the git log in an article ostensibly about rebasing, but there’s a reason for that: the git log is how we’ll understand the structure of our repo.

I wanted a simple blogging platform that I could run from my own Markdown files.

#activitypub support allows Madblog to fully federate with Mastodon, Pleroma, Misskey, Friendica or any other #fediverse instance.

It's well-designed, but it uses a database (SQLite or MySQL), has its own (very minimal) editor, and doesn't support Webmentions.

All mentions are stored as Markdown files under your content directory ( mentions/incoming// ), so they're version-controllable and easy to inspect.

LaTeX and MermaidMadblog supports server-side rendering of LaTeX equations and Mermaid diagrams directly in your Markdown files — no client-side JavaScript required.

I've been working a lot on colours (or "color") in CSS, for csskit's minifier.

During this work, trying to minify oklch colours, I wondered "just how precise is precise enough?".

Is a color like oklch(0.659432 0.304219 234.75238) needlessly precise?

The International Commission on Illumination - CIE - inventors of the LAB colour space - made some fancy formula for figuring this out.

For the color() function spaces (Linear RGB, Display P3, A98 RGB, ProPhoto RGB, Rec.2020), all channels are 0-1, so they get 3dp - same as oklab.

Before the managed data types extension to WebAssembly was incorporated in the standard, there was a huge debate about type equality.

Sometimes you want nominal types, in which no type declaration is equivalent to any other.

In fact, the type declarations above are equivalent to these:(rec (type $t (struct i32))) (rec (type $u (struct i32)))Which is to say, each type is in a group containing just itself.

Within a Wasm module, rec gives you an approximation of nominal typing.

cursèd nominal typingI said before that Wasm doesn’t have nominal types.

TCXO failure analysis2026-03-06 14:00BackstoryBack in January, the ThunderScope team sent me a PCIe card version of their prototype open hardware oscilloscope.

As a result, one bond wire has to cross over the controller die to reach the far side of the package.

The controller die measures approximately 645 x 930 μm (0.6 mm^2) including scribe lines, and is made by Asahi Kasei Microsystems (a major supplier of TCXO controller ICs) according to the “AKM” logo in the northeast corner.

Bond wire inspectionWith that detour out of the way, it was time to look at the last remaining suspect: the bond wires.

ConclusionsThe failure of the TCXO was the result of the long bond wire between the con…

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Working to Decentralize FedCMThis is a guest post from Emelia Smith, originally published on the Decentralizing FedCM blog.

We're excited to sponsor Emelia's work on FedCM for the entire open social web!

Over the past few months, there's been growing interest from the open social web community in FedCM, a new standard from the FedID Working Group at the W3C.

In the open social web, there are countless authorization servers and countless applications: anyone can host their own!

In January, I applied for Invited Expert status at the FedID Working Group.

troubleshooting BSD TCP network performance: part 2 (fixing NetBSD)This is a followup of a previous article linked here.

In the previous article I dug a bit into testing TCP, UDP and HTTP speeds, TCP being particularly sensitive to congestion.

Previous NetBSD Speeds (VirtIO)The best performance I could previously get from NetBSD (green), coming from the previous article, was this:This is with NetBSD with default settings installed on a KVM VM using VirtIO as its virtual network interface.

No matter how much I increased the TCP buffer sizes, it just wasn't able to reach higher speeds.

At this point I also wasn't expecting that all OSes have their TCP performance affected negatively by VirtIO…

Bloomberg:

In a preliminary ruling, a US judge orders Perplexity to stop using Comet browser to make purchases on behalf of users from password-protected Amazon accounts — Perplexity AI Inc. must for now stop using its Comet web browser agent to make purchases on behalf of shoppers …

Sarah Perez / TechCrunch:

After a backlash, Google adds a toggle to let Google Photos users return to the “classic” search experience instead of the newer AI-powered “Ask Photos” option — In a slight capitulation to those who don't want AI infused into their everyday apps …

Chris Welch / Bloomberg:

An interview with Sonos CEO Tom Conrad about Sonos' new speakers, its first consumer product since 2024, killing its set-top box plans, the app fiasco, and more — Tom Conrad's tenure as CEO of Sonos Inc. kicked off with both personal and company crises. — He had spent years as a board member …

Katrina Manson / Bloomberg:

Emil Michael says Google will deploy Gemini AI agents to Pentagon's 3M-strong workforce, initially on unclassified networks for tasks such as creating budgets — Alphabet Inc.'s Google is introducing artificial intelligence agents across the Pentagon's three million-strong workforce …

Dina Bass / Bloomberg:

Rhoda AI, which is developing an AI model for industrial robots trained on public internet videos, raised $450M led by Premji Invest at a $1.7B valuation — Rhoda uses widely available internet video to train industrial robots for a variety of conditions — A new AI startup is betting …

Kerry Flynn / Axios:

YouTube expands its likeness detection tool to select government officials, political candidates, and journalists to “manage unauthorized AI-impersonation” — YouTube is expanding a tool designed to detect impersonations to a select group of government officials, political candidates and journalists.

Ina Fried / Axios:

Sources: Meta buys Moltbook, a social network for AI agents, for an undisclosed fee, set to close in mid-March, and hires creators Matt Schlicht and Ben Parr — Meta has acquired Moltbook, a viral social network designed for AI agents, Axios has learned. … - Meta did not disclose Moltbook's purchase price.

Jess Weatherbed / The Verge:

Meta's Oversight Board calls for an AI content moderation overhaul, saying current methods are not “comprehensive enough” to handle misinformation in a conflict — The board is calling on Meta to scale AI content labeling, including C2PA.

Jake Rudnitsky / Bloomberg:

Israeli startup Jazz, which uses AI agents to tackle data loss prevention, raised $61M across seed and Series A led by Glilot and Team8, and has 15 paying users — Israel's Jazz raised $61 million in funding to create a platform that uses artificial intelligence to tackle data loss prevention.

The Information:

Sources: Tencent is developing a top-secret AI agent for WeChat, and has tested using models from Zhipu, Alibaba, and DeepSeek, to compete with Qwen and Doubao — Tencent Holdings is secretly building a new AI agent for its hugely popular WeChat messaging app, in hopes of leapfrogging rivals …

Aisha Malik / TechCrunch:

Google rolls out Gemini-powered AI capabilities across Docs, Sheets, Slides, and Drive, including a “Help me create” tool in Docs to generate first drafts — Google announced on Tuesday that it's bringing a slew of new Gemini-powered AI capabilities to Docs, Sheets, Slides, and Drive.

Yazhou Sun / Bloomberg:

Swedish legal AI startup Legora raised a $550M Series D led by Accel, tripling its valuation to $5.55B since its October 2025 raise, as it expands in the US — Swedish legal artificial intelligence startup Legora has raised $550 million in a Series D funding round led by Accel …

Andrew E. Freedman / Tom's Hardware:

MacBook Neo review: premium chassis, vivid display, mechanical touchpad is clickable anywhere, and affordable, but no backlit keyboard and no USB-C port labels — The MacBook Neo looks and feels like it's expensive. That's the magic. … Why you can trust Tom's Hardware …

Financial Times:

Mira Murati's Thinking Machines Lab signs a chip supply deal with Nvidia worth tens of billions of dollars, planning to deploy 1GW+ of next-gen Vera Rubin chips — Multiyear partnership includes a further ‘significant’ investment from Nvidia into one-year-old AI start-up

Chris Metinko / Axios:

Paris-based Qevlar AI, an agentic AI developer for security operations centers, raised $30M led by Partech and Forgepoint Capital International — Qevlar AI, an agentic AI developer for security operations centers, raised $30 million led by Partech and Forgepoint Capital International …

Bloomberg:

Sources: Amazon starts its bond sale, targeting ~$37B to ~$42B in an offering in dollars and euros, in potentially one of the biggest-ever corporate bond sales — Amazon.com Inc. has kicked off what is likely to be one of the biggest corporate bond offerings ever, in the latest blockbuster fundraising …

Rafe Rosner-Uddin / Financial Times:

Memo: Amazon SVP Dave Treadwell says junior and mid-level engineers now require more senior engineers to sign off any AI-assisted code changes, after outages — Ecommerce giant says there has been a ‘trend of incidents’ linked to ‘Gen-AI assisted changes’ — Amazon's ecommerce business …

Julie Bort / TechCrunch:

AI networking equipment startup Eridu emerges from stealth and raised a $200M Series A led by Socratic, John Doerr, and more, taking its total funding to $230M — Drew Perkins has been inventing computer network tech and building startups since the dawn of the internet age.

Gian Volpicelli / Bloomberg:

Meta emails advertisers about “location fees” in select European countries to cover digital services taxes, starting July 1; Google and Amazon have similar fees — Meta Platforms is asking advertisers to cover the costs of digital services taxes, levies imposed by countries on local sales made by technology firms.

Dan Milmo / The Guardian:

Kazuo Ishiguro, Philippa Gregory, Richard Osman, and ~10,000 writers publish Don't Steal This Book, an “empty” book to protest AI companies using their work — About 10,000 writers including Kazuo Ishiguro, Philippa Gregory and Richard Osman join copyright campaign

Rebecca Torrence / Bloomberg:

Nexthop AI, which offers specialized switches to reduce power consumption and latency for hyperscalers, raised $500M led by Lightspeed at a $4.2B valuation — Nexthop AI, an artificial intelligence infrastructure startup, has raised $500 million in a deal led by Lightspeed Venture Partners …

Josh Dzieza / The Verge:

How AI training company Mercor, valued at $10B in 2025, uses AI interviewer Melvin and invasive monitoring software Insightful to manage its 30K+ workforce — ART BY SAMAR HADDAD — This article is a collaboration between The Verge and New York Magazine.

Create a notebook and add sources notebooklm create " My Research " notebooklm use < notebook_id > notebooklm source add " https://en.wikipedia.org/wiki/Artificial_intelligence " notebooklm source add " ./paper.pdf " # 3.

Generate content notebooklm generate audio " make it engaging " --wait notebooklm generate video --style whiteboard --wait notebooklm generate quiz --difficulty hard notebooklm generate flashcards --quantity more notebooklm generate slide-deck notebooklm generate infographic --orientation portrait notebooklm generate mind-map notebooklm generate data-table " compare key concepts " # 5.

Download artifacts notebooklm download audio ./podcast.mp3 notebooklm download video ./o…

Generative AI on Google CloudGemini 3.1 Pro has been released!

Here are the latest notebooks and demos using the new model: Intro to Gemini 3.1 ProThis repository contains notebooks, code samples, sample apps, and other resources that demonstrate how to use, develop and manage generative AI workflows using Generative AI on Google Cloud with Vertex AI.

vision/ Use this folder if you're interested in building your own solutions from scratch using features from Imagen on Vertex AI (Vertex AI Imagen API).

setup-env/ Instructions on how to set up Google Cloud, the Vertex AI Python SDK, and notebook environments on Google Colab and Vertex AI Workbench.

blogs, YouTube playlists) about Generative A…

World MonitorReal-time global intelligence dashboard — AI-powered news aggregation, geopolitical monitoring, and infrastructure tracking in a unified situational awareness interface.

Details →Data Collection435+ RSS feeds with 4-tier source credibility, server-side aggregation, and per-feed circuit breakers.

Details →Edge functions — 60+ Vercel Edge Functions split into per-domain thin entry points (~85% cold-start reduction).

If you use npm run dev instead, only the frontend starts — news feeds and API-dependent panels won't load.

World Monitor relies on 60+ Vercel Edge Functions in the api/ directory for RSS proxying, data caching, and API key isolation.

Use pip install 'markitdown[all]' to have backward-compatible behavior.

MarkItDown is a lightweight Python utility for converting various files to Markdown for use with LLMs and related text analysis pipelines.

Earlier in this document, we installed all optional dependencies with the [all] option.

For example:pip install ' markitdown[pdf, docx, pptx] 'will install only the dependencies for PDF, DOCX, and PPTX files.

text_content )Document Intelligence conversion in Python:from markitdown import MarkItDown md = MarkItDown ( docintel_endpoint = "" ) result = md .

tool import Toolkit , execute_python_code , execute_shell_command import os , asyncio async def main (): toolkit = Toolkit () toolkit .

environ [ "DASHSCOPE_API_KEY" ], stream = True , ), memory = InMemoryMemory (), formatter = DashScopeChatFormatter (), toolkit = toolkit , ) user = UserAgent ( name = "user" ) msg = None while True : msg = await agent ( msg ) msg = await user ( msg ) if msg .

werewolf_voice_agent.mp4Realtime Voice AgentBuild a realtime voice agent with web interface that can interact with users via voice input and output.

tool import Toolkit import os async def fine_grained_mcp_control (): # Initialize the MCP client client = HttpStatelessClient ( name = "gaode_mcp" , trans…

Hermes Agent ⚕The self-improving AI agent built by Nous Research.

Use any model you want — Nous Portal, OpenRouter (200+ models), z.ai/GLM, Kimi/Moonshot, MiniMax, OpenAI, or your own endpoint.

Switch with hermes model — no code changes, no lock-in.

After installation:source ~ /.bashrc # reload shell (or: source ~/.zshrc) hermes setup # configure your LLM provider hermes # start chatting!

Getting Startedhermes # Interactive CLI — start a conversation hermes model # Switch provider or model hermes setup # Re-run the setup wizard hermes gateway # Start the messaging gateway (Telegram, Discord, etc.)

spiders import Spider , Response class MySpider ( Spider ): name = "demo" start_urls = [ "https://example.com/" ] async def parse ( self , response : Response ): for item in response .

spiders import Spider , Request , Response class QuotesSpider ( Spider ): name = "quotes" start_urls = [ "https://quotes.toscrape.com/" ] concurrent_requests = 10 async def parse ( self , response : Response ): for quote in response .

add ( "stealth" , AsyncStealthySession ( headless = True ), lazy = True ) async def parse ( self , response : Response ): for link in response .

css ( '.quote' ) # CSS selector quotes = page .

css ( '.quote' ).

Codebuff beats Claude Code at 61% vs 53% on our evals across 175+ coding tasks over multiple open-source repos that simulate real-world tasks.

error ( 'Codebuff error:' , error .

run ( { agent : 'base' , // Codebuff's base coding agent prompt : 'Add error handling to all API endpoints' , handleEvent : ( event ) => { console .

run ( { agent : 'greeter' , agentDefinitions : [ myCustomAgent ] , prompt : 'My name is Bob.'

Codebuff agents are the new MCP!

Welcome to Anthropic's Prompt Engineering Interactive TutorialCourse introduction and goalsThis course is intended to provide you with a comprehensive step-by-step understanding of how to engineer optimal prompts within Claude.

The course is broken up into 9 chapters with accompanying exercises, as well as an appendix of even more advanced methods.

Anthropic has two other models, Claude 3 Sonnet and Claude 3 Opus, which are more intelligent than Haiku, with Opus being the most intelligent.

This tutorial also exists on Google Sheets using Anthropic's Claude for Sheets extension.

When you are ready to begin, go to 01_Basic Prompt Structure to proceed.

Superset is a turbocharged terminal that allows you to run any CLI coding agents along with the tools to 10x your development workflow.

Install dependencies and run bun install bun run dev 5.

Build the desktop app bun run build open apps/desktop/releaseKeyboard ShortcutsAll shortcuts are customizable via Settings > Keyboard Shortcuts ( ⌘/ ).

{ "setup" : [ " ./.superset/setup.sh " ], "teardown" : [ " ./.superset/teardown.sh " ] }Option Type Description setup string[] Commands to run when creating a workspace teardown string[] Commands to run when deleting a workspaceExample setup script#!

/bin/bash # .superset/setup.sh # Copy environment variables cp ../.env .env # Install dependencies bun i…

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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WiFi DensePose turns commodity WiFi signals into real-time human pose estimation, vital sign monitoring, and presence detection — all without a single pixel of video.

The CSI signal field acts as a "sixth sense" for detecting humans in the environment without requiring line-of-sight.

It reads WiFi signal data and makes decisions locally in under 10 ms. ADR-041 defines 60 modules across 13 categories — all 60 are implemented with 609 tests passing.

Raw WiFi CSI (56 subcarriers, noisy) | +-- ruvector-mincut ---------- Which channels carry body-motion signal?

Fine-tune ESP32 CSI + camera pseudo-labels Environment-specific multipath adaptation ruvector-solver for Fresnel geometry, ruvector-attn…

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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Sandbox Protocol : Defines sandbox lifecycle management APIs and sandbox execution APIs so you can extend custom sandbox runtimes.

: Defines sandbox lifecycle management APIs and sandbox execution APIs so you can extend custom sandbox runtimes.

git clone https://github.com/alibaba/OpenSandbox.git cd OpenSandbox/server uv sync cp example.config.toml ~ /.sandbox.toml # Copy configuration file uv run python -m src.main # Start the service2.

Create a sandbox sandbox = await Sandbox .

Create a code interpreter interpreter = await CodeInterpreter .

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VisiCalc would repeatedly recalculate cells from left-to-right and top-to-bottom, sweeping over them again and again until none of them changed.

Yes, we recalculate every cell in the document, but at least we only recalculate every cell once.

Should we recalculate Burrito Price first, or Total ?

Ideally, we first calculate Burrito Price , notice that its output has changed, then recalculate Burrito Price w Ship , and finally recalculate Total .

However, if we instead recalculate Total first, we'll have to recalculate it a second time once the new $9 burrito price propagates down.

Print, write, scan — done.

Get StartedDownload and print the template — US Letter or A4.

How to use the three rows: Row 1 is always uppercase.

Lay the sheet flat on a table with even lighting — no shadows, no curl.

A phone camera works great if the sheet is flat and well-lit.

Can coding agents relicense open source through a “clean room” implementation of code?

Over the past few months it’s become clear that coding agents are extraordinarily good at building a weird version of a “clean room” implementation of code.

[...] I understand this is a new and uncomfortable area, and that using AI tools in the rewrite of a long-standing open source project raises legitimate questions.

Can a model trained on a codebase produce a morally or legally defensible clean-room implementation?

This question is hitting the open source world first, but I expect it will soon start showing up in Compaq-like scenarios in the commercial world.

Building a Procedural Hex Map with Wave Function Collapse Procedural medieval islands from 4,100 hex tiles, built with WebGPU and a lot of backtracking.

Hex WFC is... less so.

For example this 3-way junction has 3 road edges and 3 grass edges.

A road tile at level 3 needs to connect to another road tile at level 3, or a slope tile that transitions between levels.

The solution is two-fold: BatchedMesh — each hex grid gets 2 BatchedMeshes: one for tiles, one for decorations.

Some Rust types have direct JS representations (those implementing IntoWasmAbi ); others live entirely on the Wasm side and are accessed through opaque handles.

#[wasm_bindgen] extern "C" { #[wasm_bindgen(js_name = logCurrentTime)] pub fn js_log_current_time ( timestamp : u32 ); } #[wasm_bindgen] extern "C" { #[wasm_bindgen(js_name = Hero )] type JsCharacter ; #[wasm_bindgen(method, getter, js_name = hp)] pub fn js_hp ( this : & JsCharacter ) -> u32 ; } // Elsewhere const gonna_win : bool = maelle .

As an added bonus, this makes you very aware of where you’re making method calls over the Wasm boundary.

The cost of going over the Wasm boundary definitely eclipses an Rc bump, so this is highl…

RSS's liftoff was driven by Google, who released a great RSS reader called "Google Reader" in 2007.

Firefox has a built-in "Reader View" that re-renders the contents of a web-page as black type on a white background.

You can skip this whole process by simply toggling Reader View as soon as you get the login pop up.

On some websites (like The Verge and Wired), you'll only see the first couple paragraphs of the article in Reader View.

Activate Reader View puts a Reader View toggle on every page, but clicking that toggle sometimes throws up an error message, when the page is so cursed that Firefox can't figure out what part of it is the article.

Historically in practice literate programming is most commonly found as Jupyter notebooks in the data science community, where explanations live alongside calculations and their results in a web browser.

That said, I have had enough success with using literate programming for bookkeeping personal configuration that I have not been able to fully give up on the idea, even before the advent of LLMs.

Claude and Kimi and friends all have a great grasp of Org Mode syntax; it's a forgiving markup language and they are quite good at those.

The fundamental extra labor of literate programming, which I believe is why it is not widely practiced, is eliminated by the agent and it utilizes capabilities t…

On New Year’s Day, programmer Steve Yegge launched Gas Town, an open-source platform that lets users orchestrate swarms of Claude Code agents simultaneously, assembling software at blistering speed.

The results were impressive, but also dizzying.

“[T]here’s really too much going on for you to reasonably comprehend,” wrote one early user.

“I had a palpable sense of stress watching it.

Gas Town was moving too fast for me.”

IntroductionGoogle Threat Intelligence Group (GTIG) has identified a new and powerful exploit kit targeting Apple iPhone models running iOS version 13.0 (released in September 2019) up to version 17.2.1 (released in December 2023).

The exploit kit, named “Coruna” by its developers, contained five full iOS exploit chains and a total of 23 exploits.

The core technical value of this exploit kit lies in its comprehensive collection of iOS exploits, with the most advanced ones using non-public exploitation techniques and mitigation bypasses.

The Coruna exploit kit provides another example of how sophisticated capabilities proliferate.

The Coruna exploit kit is not effective against the latest ve…

Getting startedDownload a single shell script, make it executable, and run your agent inside it.

Download safehouse (single self-contained script) mkdir -p ~/.local/bin curl -fsSL https://raw.githubusercontent.com/eugene1g/agent-safehouse/main/dist/safehouse.sh \ -o ~/.local/bin/safehouse chmod +x ~/.local/bin/safehouse # 2.

Run any agent inside Safehouse cd ~/projects/my-app safehouse claude --dangerously-skip-permissionsSafehouse automatically grants read/write access to the selected workdir (git root by default) and read access to your installed toolchains.

Most of your home directory — SSH keys, other repos, personal files — is denied by the kernel.

See it fail — proof the sandbox…

Run the new Qwen3.5 LLMs including Medium: Qwen3.5-35B-A3B, 27B, 122B-A10B, Small: Qwen3.5-0.8B, 2B, 4B, 9B and 397B-A17B on your local device!

35B-A3B27B122B-A10B397B-A17BFine-tune Qwen3.50.8B • 2B • 4B • 9Bhashtag ⚙️ Usage GuideTable: Inference hardware requirements (units = total memory: RAM + VRAM, or unified memory)Qwen3.5 3-bit 4-bit 6-bit 8-bit BF16 + 3 GB 3.5 GB 5 GB 7.5 GB 9 GB 4.5 GB 5.5 GB 7 GB 10 GB 14 GB 5.5 GB 6.5 GB 9 GB 13 GB 19 GB 14 GB 17 GB 24 GB 30 GB 54 GB 17 GB 22 GB 30 GB 38 GB 70 GB 60 GB 70 GB 106 GB 132 GB 245 GB 180 GB 214 GB 340 GB 512 GB 810 GBcircle-checkBetween 27B and 35B-A3B, use 27B if you want slightly more accurate results and can't fit in your device.

As…

If no GPU was detected, the override creates a synthetic GPU entry so models are scored for GPU inference.

VRAM = system RAM.

VRAM = system RAM.

VRAM = system RAM (shared pool).

VRAM = system RAM (shared pool).

Research is now entirely the domain of autonomous swarms of AI agents running across compute cluster megastructures in the skies.

The training code here is a simplified single-GPU implementation of nanochat.

— fixed constants, one-time data prep (downloads training data, trains a BPE tokenizer), and runtime utilities (dataloader, evaluation).

First, this makes experiments directly comparable regardless of what the agent changes (model size, batch size, architecture, etc).

First, this makes experiments directly comparable regardless of what the agent changes (model size, batch size, architecture, etc).

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.

Squarespace – Turn your expertise into a business with the all-in-one platform for websites, services, and getting paid.

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

Notion – Custom Agents that automate the busywork so your team can focus on real work.

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.

Squarespace – Turn your expertise into a business with the all-in-one platform for websites, services, and getting paid.

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

Notion – Custom Agents that automate the busywork so your team can focus on real work.

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.

Steve Ruiz joins us for a deep-dive on tldraw (a very good free whiteboard) and the business he’s built selling SDKs that help others build very good whiteboards (and more) with tldraw’s high-performance web canvas.

Along the way, we discuss the excitement/fear we share about keeping our agents busy, how SDK and infra companies are affected differently by agentic software than SaaS companies, how Steve is approaching the coming era of internal tooling, what will happen when we equip LLMs with an infinite canvas, and more.

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.

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

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Fly.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.

Check out the speedrun to get started in minutes.

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.

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

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.

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.

Unfortunately, AI is also good at finding bugs for hackers to exploit.

The good news and the bad newsRussinovich's experiment is striking because the code predates today's languages, frameworks, and security checklists.

Also: This new Claude Code Review tool uses AI agents to check your pull requests for bugs -- here's howHow do these models do it?

For example, Anthropic's Claude Opus 4.6 AI is helping clean up Firefox's open-source code.

It's not just little bugs: AI created 1.3-1.7 times more critical and major issues."

I'm a longtime Google Maps (and Google Earth) user.

Show moreElyse Betters Picaro / ZDNETOffline maps and data use Winner: Google Maps, for letting you download maps Waze needs a data connection for pretty much everything.

AI voice assistance Google Maps (near tie) Gemini is live in both apps, but it's more fully integrated in Google Maps.

It might cache part of a route, but it doesn't offer true offline maps as Google Maps does.

Also: I ditched Google Maps for this free alternative that doesn't track me - or drain my battery To enable Incognito Mode in Google Maps, tap your profile photo and select "Turn on Incognito mode."

Windows 12.

It happened with Windows 8, Windows 10, and Windows 11.

Someone translated a German article about Windows 12 releasing in 2026, and it proved to be untrue (and was later retracted).

Second, there are a lot of other "speculations" as to what Windows 12 will be like.

And I believe that what we'll see with Windows 12 will make the migration from Windows 10 to Linux look quaint.

ZDNET's key takeawaysIf you want to create memes, Linux has an app for that.

Let me show you how to install Memerist and how to start creating your first memes.

How to install MemeristMemerist is available as a Flatpak app on Flathub, which means you can install it on any Linux distribution that supports Flatpak.

Fortunately, nearly all Linux distributions support Flatpak, so let's install Memerist.

There are two ways to install Memerist: from your distribution's GUI app store or the command line.

Your router's USB port is convenient, but its unreliability makes it susceptible to security attacks. Here are your alternatives.

The Samsung Galaxy S26 Ultra is an experiential upgrade over its predecessor.

Also: Samsung Unpacked 2026 recap: Galaxy S26 Ultra specs, Buds 4 Pro, Bixby, moreI've been testing Samsung's latest flagship phone, the Galaxy S26 Ultra, to find out exactly how it differentiates from its predecessor, the S25 Ultra.

You should buy the Samsung Galaxy S26 Ultra if…Prakhar Khanna/ZDNET1.

You should buy the Samsung Galaxy S25 Ultra if…Kerry Wan/ZDNET1.

Writer's choicePersonally, if I could find a good trade-in offer, I'd upgrade to the Galaxy S26 Ultra in a heartbeat.

As expected, both pinned tabs and tab groups on Chrome for Android are very easy to use, but you have to know how to find the option.

How to pin tabs on AndroidPinning tabs on Android is quite easy.

All you have to do is locate the tab you want to pin, long-press that tab, and then tap "Pin tab" in the context menu.

You can also share the tab, add the tab to a new tab group, or edit the bookmark.

A new pop-up then appears, where you can either create a new tab group or select the tab group that will hold the new tab.

The Firewalla Orange makes network monitoring and security accessible for home setups, small businesses, and more.

Blackview MP20 Mini PC 4 / 5 Very good pros and cons Pros A genuinely whisper-quiet Windows 11 Pro mini PC.

Also: I replaced my full-sized desktop with a mini Windows PC, and it's somehow just as capableBut things have moved on, and now you can get Windows PCs that dwarf even the Mac Mini.

Blackview, a company better known for its rugged smartphones, has also been making some impressive mini PCs lately, and the new, updated MP20 mini PC continues this legacy.

ZDNET's buying adviceThe Blackview MP20 is a solid mini PC, as long as you're aware of the limitations of small-form-factor systems.

The $599 price tag is on the high side, but these mini PCs are still commanding a premium.

The multi-year deal involves at least a gigawatt of compute power and also includes a strategic investment from Nvidia.

The option appears on the Google Photos Search screen and lets users pick which experience they want.

Legora, an AI platform for lawyers, is now valued at $5.55 billion following a $550 million Series D led by Accel to fuel its growth in the U.S.

Meta says that Moltbook's approach to "connecting agents through an always-on-directory" is novel.

YouTube's AI deepfake detection tool is becoming available to politicians, journalists, and officials, letting them flag unauthorized likenesses for removal.

Adobe is also adding new AI-powered image editing features to Firefly.

The company's first demonstration mission is expected in early 2027.

Startup Hyperscale Power is developing technology that promises to shrink power transformers, freeing up precious space within data centers.

The idea behind the new features is to make the apps more personal and capable to help users get things done faster, right within the platforms themselves.

Zoom is also introducing a real-time deepfake detection tech for meetings

German publishers and advertising groups are urging regulators to fine Apple over its App Tracking Transparency (ATT) system, arguing it unfairly restricts access to advertising data while allowing Apple to remain the central gatekeeper -- without subjecting its own apps to the same restrictions. If Germany's antitrust authority does rule against Apple, the company could face fines of up to 10% of its global revenue. 9to5Mac reports: One of the countries investigating whether ATT is anticompetitive is Germany. Last year, in an attempt to appease the country's antitrust watchdog, the company proposed several changes to the framework's rules. From Reuters' original coverage of Apple's changes…

Private equity firm EQT AB is reportedly exploring a sale of SUSE that could value the open-source Linux pioneer at up to $6 billion, roughly doubling the valuation since EQT took the company private in 2023. Reuters reports: EQT "has hired investment bank Arma Partners to sound out a group of private equity investors for a possible sale of the company, said the sources, who requested anonymity to discuss confidential matters. The deliberations are at "an early stage and there is no certainty that EQT will proceed with "a transaction, the sources said. [...] The potential deal comes amid a broader selloff in software stocks, which has disrupted mergers and acquisitions activity. Investors a…

An anonymous reader quotes a report from Ars Technica: This week, tens of thousands of game developers and producers will once again gather in San Francisco, as they have since 1988, for the weeklong Game Developers Conference. But this year's show will be missing many international developers who say they no longer feel comfortable traveling to the United States to attend, no matter how relevant the show is to their work and careers. Dozens of those developers who spoke to Ars in recent months say they're wary of traveling to a country that has shown a callous disregard for -- or outright hostility toward -- the safety of international travelers. That's especially true for developers from …

The FBI is investigating a breach affecting systems tied to wiretapping and surveillance warrant data, after abnormal logs revealed possible unauthorized access to law-enforcement-sensitive information. "The FBI identified and addressed suspicious activities on FBI networks, and we have leveraged all technical capabilities to respond," a spokesperson for the bureau said. "We have nothing additional to provide." The Register reports: [W]hile the FBI declined to provide any additional information, it's worth noting that China's Salt Typhoon previously compromised wiretapping systems used by law enforcement. Salt Typhoon is the PRC-backed crew that famously hacked major US telecommunications f…

A startup called Reflect Orbital wants to launch thousands of mirror-bearing satellites to reflect sunlight onto Earth at night and "power solar farms after sunset, provide lighting for rescue workers and illuminate city streets, among other things," reports the New York Times. From the report: It is an idea seemingly out of a sci-fi movie, but the company, Reflect Orbital of Hawthorne, Calif., could soon receive permission to launch its first prototype satellite with a 60-foot-wide mirror. The company has applied to the Federal Communications Commission, which issues the licenses needed to deploy satellites. If the F.C.C. approves, the test satellite could get a ride into orbit as soon as …

An anonymous reader quotes a report from Heise: Pay securely with an Android smartphone, completely without Google services: This is the plan being developed by the newly founded industry consortium led by the German Volla Systeme GmbH. It is an open-source alternative to Google Play Integrity. This proprietary interface decides on Android smartphones with Google Play services whether banking, government, or wallet apps are allowed to run on a smartphone. Obstacles and tips for paying with an Android smartphone without official Google services have been highlighted by c't in a comprehensive article. The European industry consortium now wants to address some problems mentioned. To this end, …

Samsung says it's thinking about bringing "vibe coding" to future Galaxy phones, allowing users to describe apps or interface changes in plain language and have AI generate the code. TechRadar interviewed Won-Joon Choi, Samsung's head of mobile experience, to learn more about the plans. Here's an excerpt from their report: As noted by Won-Joon Choi, the usefulness of vibe coding on smartphones is that it opens up the "possibility of customizing your smartphone experience in new ways, not just your apps but your UX." He added, "Right now we're limited to premade tools, but with vibe coding, users could adjust their favorite apps or make something customized to their needs. So vibe coding is …

Electronic Arts has laid off staff across multiple Battlefield studios despite Battlefield 6 being the best-selling game in the U.S. in 2025 and the "biggest launch in franchise history." According to IGN, the layoffs include workers at Criterion, Dice, Ripple Effect, and Motive Studios. From the report: Individuals are being informed that the layoffs are taking place as part of a "realignment" across the Battlefield studios, as the team continues its ongoing, live service support for Battlefield 6 following launch. All four studios will remain operational, though the layoffs seem to be impacting a variety of teams across multiple studios and offices. IGN asked EA for comment on total numbe…

Live Nation reached a settlement with the U.S. Department of Justice that avoids breaking up its dominant live events empire with Ticketmaster. Instead, the deal requires changes like "open sourcing" their ticketing model and divesting some venues. NBC News reports: The company and the Justice Department reached a settlement on Monday, following a week of testimony during an antitrust trial that threatened to potentially separate the world's largest live entertainment company. [...] On a background call with reporters Monday, a senior justice official said the deal will drive down prices by giving both artists and consumers more choice. As part of the agreement, Ticketmaster will provide a …

An anonymous reader quotes a report from KrebsOnSecurity: AI-based assistants or "agents" -- autonomous programs that have access to the user's computer, files, online services and can automate virtually any task -- are growing in popularity with developers and IT workers. But as so many eyebrow-raising headlines over the past few weeks have shown, these powerful and assertive new tools are rapidly shifting the security priorities for organizations, while blurring the lines between data and code, trusted co-worker and insider threat, ninja hacker and novice code jockey. The new hotness in AI-based assistants -- OpenClaw (formerly known as ClawdBot and Moltbot) -- has seen rapid adoption sin…

Bluesky CEO Jay Graber is stepping down after overseeing the platform's growth from a Twitter research project into a 40-million-user alternative to X. "As Bluesky matures, the company needs a seasoned operator focused on scaling and execution, while I return to what I do best: building new things," Graber wrote in a statement. She will be transitioning to a new Chief Innovation Officer role while Venture capitalist Toni Schneider will serve as interim CEO until the board searches for a permanent replacement. Wired reports: Graber joined Bluesky in 2019, when it was a research project within Twitter focused on developing a decentralized framework for the social web. She became the company's…

Anthropic is in a standoff with the Department of War; while the company's concerns are legitimate, it position is intolerable and misaligned with reality.

Pytest’s parametrize is a great feature for writing tests without repeating

yourself needlessly. (If you haven’t seen it before, read

Starting with pytest’s parametrize first).

When the data gets complex, it can help to use functions to build the

data parameters.I’ve been working on a project

involving multi-line data, and the parameterized test data was getting

awkward to create and maintain. I created helper functions to make it nicer.

The actual project is a bit gnarly, so I’ll use a simpler example to

demonstrate.Here’s a function that takes a multi-line string and returns two numbers,

the lengths of the shortest and longest non-blank lines:def non_blanks(text: str) -> tuple[int, int]: …

Игра, чтобы выучить свой район

Как ведь бывает, переехал в новый район, а там все улицы незнакомые. Как вот их учить?

Сделал игру: Случайный положительный эффект: можно легко сравнить масштаб городов, понять, что Садовое в Москве — это от Фонтанки с заходом на начало Васьки и Петроградки.

Thick clients were the dominant form of device throughout the PC and mobile era; in an AI world, however, thin clients make much more sense.

I have a new small project: edtext provides text

selection and manipulation functions inspired by the classic ed

text editor.I’ve long used cog to build documentation and HTML

presentations. Cog interpolates text from elsewhere, like source code or

execution output. Often I don’t want the full source file or all of the lines of

output. I want to be able to choose the lines, and sometimes I need to tweak the

lines with a regex to get the results I want.Long ago I wrote my own ad-hoc function to include a

file and over the years it had grown “organically”, to use a positive word. It

had become baroque and confusing. Worse, it still didn’t do all the things I

needed.The old function has 16 arg…

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.

На пост меня натолкнула рабочая ситуация: Я написал (будем честны, попросил ллм написать) один скрипт, и некоторые коллеги прореагировали «о, давно о таком мечтаю». И у меня в голове щелкнуло.

Когда я сейчас написал про один промт, я не утрировал, это был реально один промт.

Сейчас простые задачи решаются ллмками достаточно хорошо. Ядро линукса они все еще не напишут, но пропарсить все ресурсные файлы проекта, сгруппировать одинаковые строчки и дать к ним мгновенный поиск — это задача на один промт. И все, что удерживает людей сейчас, от того, что некоторая часть их задач начнет быть проще — рефлексия. Все что нужно — остановиться, и заметить момент «ага, я тут хочу упрощение, которое возмо…

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…

Я задал один и тот же промт нескольким моделям и вот что вышло

Промт

Прочитай @/llm/PRD.md и сверстай статическую html-страницу about. Укажи в ней все преимущества, придумай как их проиллюстрировать, используй модный современный дизайн Сохрани в файл about-page/{model-name}.html Ориентируйся только на prd, не используй about-страницу.Эксперимент проведен в декабре 2025-январе 2026. Использовался openrouter или облака ллммок. В скриншотах могут быть небольшие артефакты, скриншоты снимал плейрайт, он не умеет в стики-позиции.

Для сравнения дизайн кожаного мешка (меня): https://recipe-scaler.ru/#/about

Gemini 3 pro Grok code fast 1 Minimax 2.1 Minimax 2.1 Minimax 2.1 Minimax 2.1

Тут я просил ш…

Клод код (Claude Code) заботится обо мне и показывает команды на согласования, к сожалению, он делает это без уважения плохо.

Посмотрите на этот апрув: Выполняет трехстрочную шелл-команду с вложенными конструкциями: циклы, условия. Если там где-то будет какая-то ошибка, я её просто не замечу.

Я не специально выбирал, что скриншотить, они все такие: У меня остается два варианта: Как мартышка жать и жать на кнопку «Approve». В итоге вырабатывается привычка, которая не даст мне себя защититить в опасной ситуации. См. принцип «подтверждения не работают».

Один раз апрувнуть тоже не выйдет, потому что эта конкретная трехэтажная команда вряд ли когда-нибудь появится.

Согласитья на YOLO (You Only L…

На новогодние праздники вышли два больших апдейта recipe-scaler

Первый апдейт — публичный профиль и коллекции

Сейчас можно шарить не только рецепты как одну штуку, но и всю коллекцию.

Или выборочно, или прибранные рецепты (с рецептом и фоткой), или вообще все-все-все

https://recipe-scaler.ru/#/public/@/mike.ozornin Интеграция с ИИ-иссистентом

Можно через MCP подключиться к своему ассистенту. У кого-то клод, у кого-то курсор. Пока подглючивает чуток. Но смотрите, какая красота:

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.

Делал большую фичу, попросил ревью у ИИ. Попросил найти важные моменты во всех областях: безопасность, логика, деплой, производительность и прочее, и прочее.

Опус 4.5 (лучшая на сейчас ЛЛМ в мире) написал: Критикал sql-инъекция. Как оказалось: пользователь сам себе после всех входов и разрешений на свой же запрос получит чуть больше своих же результатов. Опус не написал: Конфиг nginx забыли поправить и ничего не будет работать в целом.

Сервис-воркер (фоновый код в браузерном приложении) блокировал работу новой вещи, перехватывая все обращения на себя.

Кеширование oauth-запросов было настроено некорректно.

Часовые пояса неправильные, посему токен не имел шансов подойти.

Некоторые адреса обра…

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.

Осознал недавно, чем вайб-кодинг в его классическом виде похож на лудоманию и при чем тут дофамин

Что за вайб-кодинг такой

Давайте сначала начнем с определений. Не каждая разработка с ллмкой — вайб-кодинг, но каждый вайб-кодинг — разработка с помощью ллмки.

Вайб-кодингом я буду называть программирование с помощью ллмки, в котором есть вот такие характеристики: Мало изначального планирования. Буквально короткое описание, вкинутое в ллмку и потом разберемся походу.

Попытка сразу попасть в нужную конечную точку. Желательно за одну итерацию.

Значительная часть кода написана ллмкой. Человек в целом не читает весь код, не проверяет его, только смотрит на результат. Архитектура придумана тоже ллмк…

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.

В сайд-бай-сайде вышла следующая версия

Изменения: Человекочитаемые URL для голосований

Было: /v/06b95c10-7688-4106-8e75-762035290c67/

Стало: /v/HairyParrotsPursueRudely/ Улучшение интеграции с Mattermost:

Сайд-бай-сайд сгенерирует превьюшки к уведомлениям в чате.

По окончании голосованию в чате будет итог голосования. Было: Стало: Мелочи: Кликабельные ссылки в описаниях. Ссылки в комментарии станут кликабельными.

На странице голосования теперь тоже показывается количество проголосовавших.

На странице голосований можно прокручивать картинки перетаскиванием мыши

Белый список доменов эл. почты. Можно указать домены, вход с которых будет разрешен.

Драг-н-дропать файлы можно на всю страницу, да…

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.

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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.

The Museum of Radio & Technology explores the birth and evolution of electronic communication and entertainment with artifacts ranging from the earliest broadcast radios to mid-century televisions to vintage computers.

Founded in 1991, the museum grew from a passion project into one of the nation’s standout collections of historical electronic gear. It preserves not just old radios but the stories of how communities connected, from the uses of Morse code to the golden age of radio broadcasts to the dawn of television.

Visitors can wander among cathedral-cabinet radios, early broadcast equipment, military communications gear, and even a working ham radio station. A dedicated section honors t…

When the Mauritanian iron ore railway was being constructed in the 1960s, this line of track through the desert had a problem.

Officials within the region, at this point still under the auspices of French colonialism, indentified that the most convenient route for the train would in fact briefly go through Western Sahara, at this point territory controlled by Spain.

Rather than the involvement of diplomacy, and likely monies given to the Spanish government, it was instead decided to tunnel through two kilometres of granite in the mountainside near the town of Choum.

Initially, the iron ore train did run through this tunnel. However, in 1991, it was decided by railway bosses within the now i…

When you walk through the door at Griffith & Feil Soda Fountain in Kenova, it feels like someone flicked a switch back to another era. Here, in a pharmacy with roots stretching back to 1892, the soda fountain isn’t a decorative relic; it’s a living centerpiece where locals and visitors gather for milkshakes, root beer floats, and burgers. Beneath the metal-tiled ceiling, soda jerks pull tart-sweet phosphate drinks and sling sundaes across the counter the same way they were made over a century ago. But it’s not all sweets and comfort food; the store is still a working pharmacy. Current owner Ric Griffith and his daughter, Heidi, keep the drugstore alive as well. Sip a malt while you wait for…

In a cozy restaurant in downtown Huntington, steak and spaghetti have enough star power to draw presidents, boxers, and musicians.

The story began in 1938 when Jim Tweel opened a small restaurant serving cheeseburgers and milkshakes in an old dairy store. By 1962, Tweel merged the eatery with a local spaghetti house and, after a bit of remodeling and menu tweaking, christened the restaurant Jim’s Steak and Spaghetti House.

Even all these years later, retro touches abound, from the green vinyl booths to the servers in crisp uniforms to a menu that has changed very little over the years. The signature spaghetti sauce has been made with the same recipe since the 1930s, and the ribeye steak din…

Nestled deep in the Allegheny Highlands, Watoga State Park offers a rare refuge from the glow of city lights. Its name itself comes from a Cherokee term meaning “starry waters,” a poetic reminder that the sky overhead is as much a part of this landscape as the pine and hardwood forests.

In 2021, Watoga—along with adjacent Calvin Price State Forest and Droop Mountain Battlefield State Park—became an officially certified Dark Sky Park by DarkSky International, a global nonprofit dedicated to protecting night skies. That designation means Watoga meets exacting standards for darkness, lighting control, and public engagement, making it one of the darkest publicly accessible skies in the eastern …

When you step inside the Poky Dot, it’s hard not to instantly feel cheerful. From the bright yellow booths to the hamburger wallpaper to the towering milkshakes served in chocolate-dipped mason jars, everything appears bigger and more colorful here. With a soundtrack of 1950s music and retro decor, the ambience feels like a candy-colored time capsule. Whether you’re tucking into the nine-pound banana split, a pile of onion rings, or s'mores French toast, every meal feels a bit like a celebration. The menu includes standard diner comforts like burgers and breakfast platters, but the true standouts here are the homemade desserts. Clocking in at nine pounds, the banana split is a particularly …

Installed in 2020, Gesellschaftsspiegel is a public artwork in Hamburg by Danish-Icelandic artist Olafur Eliasson. Two brown-black patinated brass sculptures, each about 28 feet (8.5 meters) tall, stand on raised legs, allowing visitors to walk underneath. Their geometric forms, a triangular base and a diamond shape, contrast with the ornate historic buildings nearby. From a distance, they resemble abstract rockets on stilts. Inside, a kaleidoscope of angled mirrors reflects fragments of the surrounding architecture and sky, creating shifting patterns that change with light and movement.

The title Gesellschaftsspiegel translates as “society mirror.” Eliasson has said the work is intended to…

Hidden away in woods of the old Cally Estate is a little gothic tower, simply known as "The Temple".

The Temple was built as a folly in 1779, as a decorative feature to be seen from Cally House across the parklands. The Temple is now surrounded by trees but these are the result of the Forestry Commission who purchased the land in 1933 and would never have previous blocked the views.

The Cally Estate grounds were laid out by James Ramsay an architect turned landscape gardner. Although there is no concrete evidence of his involvement, the construction of the folly is attributed to him.

The Temple was once occupied by William Todd, a cow herd who looked after the estate’s black cattle. This is…

This article comes from Atlas Obscura’s Places newsletter. Subscribe or manage your subscription here.

The enterprising 19th-century journalist Nellie Bly didn’t just write stories—she stepped into danger to force readers to see things that they might prefer to ignore. Bly went undercover in the 1880s to expose the asylum system, in which women (with or without mental illness) were often abused or neglected. More than a century later, Bly’s work was honored with a monument near the site of the asylum she investigated, on New York’s Roosevelt Island.

“The Girl Puzzle,” named after one of the journalist’s early works, includes five monumental faces of women, one of them Bly’s, along with four…

AMI is developing a new kind of AI systems that comprehend the world, possess persistent memory, and are capable of reasoning, planning, and remaining controllable and safe.

According to AMI, real-world data is continuous, high-dimensional, and noisy, whether it is obtained through cameras or any other sensor modality.

However, since much real-world sensor data is unpredictable, generative methods often fall short.

It is time to move beyond shortcuts and work on a foundational solution.”This is where world data comes in.

“AMI is developing world models that learn abstract representations of real-world sensor data, ignoring unpredictable details, and that make predictions in representation s…

In practice, this means enterprises moving away from “AI features” towards AI workers handling entire processes.

Tipping autonomous workflows for take-offThere’s no doubt that agentic AI is where the enterprise AI puck is moving next.

Intuitively, enterprise software incumbents should be leading the way in the pivot towards autonomous workflows.

The startups behind the momentumIn 2026, we’ll see even more AI-native startups launch products centred around autonomous workflows.

This is a crucial development that speaks to a broader trend shaping enterprise AI and what it means to be a successful enterprise technology company in 2026 and beyond.

Seprify, a Fribourg-based biomaterials company developing high-performance cellulose-based ingredients for industrial applications, today announced that it has raised €13.4 million (CHF 12.25 million) in Series A funding.

Supported by this funding, the company has also announced the transition of its cellulose platform from pilot validation into procurement-ready industrial supply.

In the near term, that means supporting cosmetics and personal care, including suncare, as well as food and pet food.

We are also scaling for higher-volume applications such as coatings, inks and printed electronics, reflecting the broader potential of our cellulose platform,” said Lukas Schertel, co-founder and …

Paris-founded Escape, an offensive security engineering platform, has raised €15.4 million ($18 million) in Series A funding to automate the entire security lifecycle with AI agents.

We are building Escape as the offensive security engineering platform to solve that problem at scale,” said Tristan Kalos, CEO and co-founder of Escape.

Point-in-time pentesting and fragmented legacy tools can’t keep pace, leaving security teams who are currently outnumbered 100-to-1 by developers, overwhelmed and exposed.

The company is used by more than 2,000 security teams globally, including companies such as BetterHelp, PandaDoc, CyberCube and Arkose Labs.

Overall, Escape now conducts over 300,000 security…

Qevlar AI, a Paris-based startup providing an agentic AI Security Operations Centre (SOC) platform that automates and deepens security investigations, has raised €25.8 million ($30 million) in funding for its platform.

The funding will be used to turn alert investigations into security insights that help SOC teams strengthen their overall security posture.

Ahmed Achchak, Qevlar AI co-founder and CEO, said, “Today, most SOCs measure success by how many alerts they tackle and how quickly they are resolved.

According to the company, SOC teams are overwhelmed by the volume of threat alerts they must manage.

The company says that, without a corresponding increase in resources, SOC teams are faci…

It will form part of a €1.1 million (£1 million) Seed round expected to close in April.

Darach Neeson, CEO at SignaCor, says: “The Spark programme’s content was exceptional – value-filled insights from UK life science industry experts and meaningful investor engagement.

We are excited to now join Zinc’s portfolio of innovative life science companies.

Taken together, these announcements represent over €136 million in funding across the European cardiovascular innovation sector in 2025–2026.

Within this context, the €288k investment in Belfast-based SignaCor Therapeutics, part of a €1.1 million Seed round, reflects ongoing support for early-stage companies developing new treatments for heart …

On May 7-8, 2026, the EU-Startups Summit returns to sunny Malta, bringing together around 2,500 founders, investors, and startup ecosystem leaders for two days of networking, inspiration, and knowledge-sharing.

Entrepreneurship is often portrayed as a combination of talent, strategy, and hard work, but many founders know that timing and unexpected events can play an equally important role.

In our panel “The role of luck in entrepreneurship, and how to deal with bad luck and keep going”, we bring together founders who have experienced both the highs and the setbacks of building companies.

Karolina Pelc is an entrepreneur, investor, and author of the upcoming book “Her Play: Make Your Own Luc…

In Switzerland, SAEKI raised €6.4 million in Seed funding to develop autonomous factories and automate digital manufacturing workflows.

Also in Switzerland, Forgis secured €3.8 million in pre-Seed funding to automate industrial machines and increase production throughput using physical AI.

In Germany, Cologne-based United Manufacturing Hub raised €5 million to develop an open-source data infrastructure layer for modern factories.

By combining precision machining with a software-driven factory network, Isembard aims to speed up manufacturing and strengthen Western industrial supply chains.

Franchisees can launch new Isembard factories from the ground up or convert existing businesses into an…

“We see a clear path to establishing Saltz as the leading infrastructure for food distribution in Europe and beyond.

Founded by Andrius Šlimas, Tomas Šlimas, Reinis Štrodahs, Saltz is a digital marketplace for the food supply industry, connecting professional kitchens directly with verified food suppliers.

According to the company, it was founded after the team realised how fragmented and offline the food distribution sector remains.

When we looked at food distribution, we were surprised by how little infrastructure exists for direct cross-border transactions.

“We see a clear path to establishing Saltz as the leading infrastructure for food distribution in Europe and beyond.

British AI infrastructure hyperscaler Nscale today announced its €1.7 billion ($2 billion) in Series C funding, to further accelerate Nscale’s global development of vertically integrated AI infrastructure – from GPU compute and networking to data services and orchestration software – across Europe, North America, and Asia.

This round values Nscale at €12.6 billion ($14.6 billion).

This follows Nscale’s €1.1 billion debt facility in February, and its €936 million Series B in September 2025.

In the UK, London-based Encord also raised €50 million in Series C funding to expand its AI-native data infrastructure platform.

Altogether, these rounds – combined with Nscale’s €1.7 billion Series C – r…

Apillon raised its latest funding round in 2021 and has secured €3.1 million in funding to date.

Confiva Global raised its latest funding round in 2021 and has secured €300K in funding to date.

Sunrise Robotics raised its latest funding round in 2025 and has secured €7.2 million in funding to date.

The company raised its latest funding round in 2021 and has secured €350K in funding to date.

With its latest funding round being in 2025, they have secured €1 million to date.

Copenhagen-based business and IT consulting company emagine, today announced that it has completed its acquisition of Waada The Movement, a Netherlands-based consultancy specialising in business transformation, data and software development.

Earlier this year, in January, emagine announced that it had entered into an agreement to acquire the Dutch company.

As part of a larger international network, we can bring our advisory and engineering expertise to a broader set of complex, global programs.

Waada is expected to contribute approximately €40 million in annual revenue, adding further scale to emagine’s global business.

“The acquisition reinforces emagine’s focus on complex, large-scale tra…

Mirai Robotics, a Puglia-based physical AI and robotics startup building autonomous systems and information intelligence platforms for maritime operations, has closed a €3.6 million ($4.2 million) pre-Seed equity round to accelerate technology development, strengthen the team, and launch new pilot projects.

This is a technological and industrial challenge that requires a true robotics-lab approach,” said Luciano Belviso, co-founder and CEO of Mirai Robotics.

Mirai Robotics was founded to address this challenge.

The company focuses on the integration of autonomous vehicles, advanced sensing, artificial intelligence, and control systems.

Mirai Robotics was born at the intersection of this ind…

Golf tech startup Hosel is aiming to take a swing at a global second-hand club, equipment, and accessory market valued at $3 billion. Ascension VC has led a pre-seed £500,000 investment round, with a ...

Swiss bio-materials company Seprify today announced that it has raised €13.4 million in Series A funding to scale their cellulose-based alternative to titanium dioxide used across cosmetics, food and ...

BioInnovation Institute (BII), a Copenhagen-based non-profit innovation hub established bythe Novo Nordisk Foundation, is supporting 11 companies through its 12-monthVenture Lab programme. Each compan...

As consumer devices become smaller, smarter and more wearable, one of the most stubborn design challenges remains sound. Traditional speakers rely on mechanical components that take up space, consume ...

Mantle8,a European natural hydrogen exploration company, has received a €2.06 milliongrant from the European Union’s Just Transition Fund to support the developmentof its natural hydrogen exploration ...

Yann LeCun’s much-anticipated new startup, which is developing alternative AI models to large language models (LLMs), has raised more than $1bn in Europe’s largest-ever seed funding round, it has conf...

France-based Qevlar AI, which develops AI technology for securityoperations centres (SOCs), has raised $30 million in funding for the development of its autonomous AI SOC platform. The round was joint...

Escape,an offensive security engineering platform, has raised $18 million in a Series A funding round to develop AI agents designed to automate the security lifecycle. Theround was led by Balderton, w...

February 2026 saw a notable increase in funding comparedwith January, driven mainly by larger capital inflows rather than a sharp risein the number of deals. Deal activity reached 296 transactions, up...

Cytotrait, aspinout from The University of Manchester focused on developing new traits forfood and agricultural applications, has closed a £3 million seed funding round.The round was led by Northern G...

Intelligent Legal Solutions (ILS), a globallegal technology company building automation software for investment fundlawyers, has secured a seed funding round led by Chicago Ventures, bringing itstotal...

EU lawmakers found their government-issued devices were blocked from using the baked-in AI tools, amid fears that sensitive information could turn up on the U.S. servers of AI companies.

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

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 […]