Around 2019 I attended a talk by one of the hyperscalers about their new cloud hardware for training Large Language Models (LLMs).

I hope that regardless of your background or feelings on the current generation of ML systems, you find something interesting to think about.

ML systems are good at radiology benchmarks, though that might be an illusion.

Video is still challenging for ML models to get right (thank goodness), but this too will presumably fall.

ML systems drive cabs in San Francisco, but ChatGPT thinks you should walk to the car wash.

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Flock's controversial AI-powered license plate cameras were shut down, and its partnership with local law enforcement ended.

Flock's drones, which reach speeds up to 60 mph, can follow vehicles or people and provide information to law enforcement.

With the myriad ways law enforcement shares Flock data with the federal government, it may seem like there's not much you can do.

The rise of laws limiting what Flock Safety and police can doState laws differ drastically when it comes to Flock surveillance, but legislation is on the rise.

NurPhoto/Contributor/Getty ImagesMarlow acknowledged that individuals can't do much about Flock surveillance without bans or legislation.

Comments

Many free IPTV/HLS sources require specific HTTP headers (User-Agent, Referer) that media servers don't send.

This proxy sits between your media server and the upstream, injecting the required headers and rewriting m3u8 playlists so all segment requests also go through the proxy.

Docker / container media serversIf your media server runs in Docker on a bridge network, the proxy URL must use the Docker gateway IP (not 127.0.0.1 ).

Finding the required headers (User-Agent & Referer)Every streaming site is different.

Step 4: Test .ts segments tooThe playlist ( .m3u8 ) and segments ( .ts ) may need different headers.

Copyright, Terry Bisson, 1991Originally published in OMNI, 1991, and featured in HARPER’S and around the internet since.

The messages to the stars?”“They use the radio waves to talk, but the signals don’t come from them.

They’re meat all the way through.”“No brain?”“Oh, there’s a brain all right.

Then I imagine it wants to explore the Universe, contact other sentiences, swap ideas and information.

Imagine how unbearably, how unutterably cold the Universe would be if one were all alone …”

We’re willing to give you conditions that even those who have rendered extraordinary service to the party wouldn’t dream of.

They all replied, “It’s whatever color the squad leader says it is.”Under the Prison Law, prisoners are entitled to read books.

On the surface, the CCP denies the existence of gods or ghosts.

Soldiers and officers told many amusing stories about their “struggle” against gods and ghosts.

There will be yet more absurdity and suffering until China ceases its struggle against the gods.

I've sold out2026-04-08What a nice WebGL shader.

Because I want you to know that I've seen some shit when it comes to OSS and commercial efforts.

I've also had many calls with people I look up to who turned out to be pi users.

I've seen them work, I've seen them be humans.

I think I've found a good home for pi, with great humans helping me take care of it.

Mario and EarendilToday I’m very happy to share that Mario Zechner is joining Earendil.

I have known Mario for a long time, and one of the things I admire most about him is that he does not confuse velocity with progress.

Mario has been running Pi in a rather unusual way.

At Earendil, Colin and I have been trying to think very carefully about what a different path might look like.

This is also why Mario joining Earendil feels so meaningful to me.

The Git Commands I Run Before Reading Any Code Five git commands that tell you where a codebase hurts before you open a single file.

What Changes the Mostgit log --format = format: --name-only --since = "1 year ago" | sort | uniq -c | sort -nr | head -20The 20 most-changed files in the last year.

But high churn on a file that nobody wants to own is the clearest signal of codebase drag I know.

A file that’s high-churn and high-bug is your single biggest risk.

If the team squashes every PR into a single commit, this output reflects who merged, not who wrote.

“Bicycle bells have remained almost unchanged for over a century, but the world around them has not.

Škoda DuoBell is the first bell ever designed to penetrate noise-cancelling headphones.

It is a smart analogue trick that outsmarts the artificial intelligence algorithms in these headphones.

For example, in London, the number of cyclists is expected to surpass the number of car drivers for the first time in history this year.

In 2024 alone, according to data from Transport for London, the number of such incidents increased by 24%.

Brought to you by: idrassi

Comments

Railway's entire production frontend no longer runs on Next.js.

The dashboard, the canvas, railway.com, all of it now runs on Vite + TanStack Router, and we shipped the migration in two PRs with zero downtime.

We were still on the Pages Router, which made shared layouts hacky.

We run our production frontend the same way our users run theirs: preview deploys per PR, health checks, zero-downtime rollouts.

Your frontend framework should be optimized for iteration speed, and your infrastructure should make shipping those iterations invisible.

Comments

By night, I was in the shed, building whatever I felt like.

The enterprise taught me the rules of structural integrity, but the shed gave me a place to actually be the architect.

The freedom to break things#When you’re building for yourself, the cost of a bad decision is a wasted evening.

You stop building things because you want to, and start building them because the business says so.

Protect your personal projects at all costs.

Nearly all of them were on port 443 / https, not port 80 / http.

Maybe the slow https server was falling behind?

What I think was going on: before Sonic's February 25th maintenance, my https server was probably barely keeping up.

Now closing https service is obviously just a temporary fix, because I do want to provide https, but it's actually not that bad.

My legit web traffic is 90% http / 10% https, so I'm losing at most 10% of my traffic.

The announcement has also sparked a debate about how to handle the proliferation of potentially dangerous A.I.

The GPT-2 algorithm produced a news article in response:The scientist named the population, after their distinctive horn, Ovid’s Unicorn.

Training the GPT-2 algorithm to adapt nimbly to various modes of writing is a significant achievement.

research that’s already out in the public could build a text generator comparable to GPT-2, even by renting servers from Amazon Web Services.

If OpenAI had released the algorithm, you perhaps would not have to spend as much time and computing power developing your own text generator.

"That is pure evil," the senator said of Trump's threat, which the president issued on his Truth Social platform.

"But even if he doesn't go through with it, even if Iran agrees to a deal, this is just not how the human race should operate—compelling others' behavior under the threat of murder of innocent people."

The threat against the nation of more than 90 million people also prompted growing calls for the US president's removal from office.

Rep. Ansari: "Donald Trump is trying to normalize language that essentially threatening genocide, threatening the potential use of nuclear weapons ... how is nobody trying to restrain this madman who is trying to get all of us killed.

said in a state…

The need for a high-level JavaScript IRWhy do we need a high-level IR for JavaScript specifically?

One design goal for JSIR is that we can convert JSIR back to the JavaScript AST perfectly.

Therefore, we need to expose a dataflow analysis framework (built on top of the MLIR dataflow analysis framework).

Internal evaluations on billions of JavaScript samples showed that AST - IR round-trips achieved 99.9%+ success resulting in the same source.

Contribute to MLIR region-based dataflow analysisWe believe that the ease-of-use improvements in JSIR’s dataflow analysis API can be upstreamed to MLIR’s built-in dataflow analysis API.

Xilem An experimental Rust architecture for reactive UIXilem and Masonry provide an experimental high-level architecture for writing GUI apps in Rust.

Xilem is a UI framework, whereas Masonry is a toolkit for building UI frameworks (including Xilem).

# For all crates within this repo nix develop ./docs # For a specific crate nix develop ./docs#xilem nix develop ./docs#masonry nix develop ./docs#xilem_webRecommended Cargo ConfigThe Xilem repository includes a lot of projects and examples, most of them pulling a lot of dependencies.

# See https://doc.rust-lang.org/cargo/reference/profiles.html#split-debuginfo split-debuginfo = " unpacked "Minimum supported Rust Version (MSRV)This version of X…

You can get something like this working in an afternoon and it looks okay on an LED strip or a lamp with a single RGB LED.

What I realized is that the audio LED visualizer uses much of the same frontend as a traditional speech recognition pipeline.

The LED strip was mounted above the stage for everyone to see, lighting up in real time as the band played.

Someone who had never soldered before bought an LED strip and a Raspberry Pi, followed the documentation, and got it working.

Every commercial audio reactive LED strip I've seen does this badly.

While working on Borogove there has been a desire to have full-text search of locally-stored chat message history.

So what’s the simplest, performant way to implement a full-text search on IndexedDB?

A “stopword” is a very common word that is not useful to include in the search query such as “and”.

With IndexedDB we only get one kind of index: an ordered index, usually build on a B-Tree.

So when we store a new message we need to include the terms as an array:tx.objectStore("messages").put({ text, terms: [...new Set(tokenize(text).map(stemmer))] });Now, this does not let us search by our full query, but rather only by one word.

Why we rebuilt MDN's frontend Rebuilding our frontend had been a long time coming because of how tricky it was to work on MDN's UI.

Server components and web components (on the server) So this is all well and good, web components seem pretty cool and solve some of our problems around adding interactivity within our static content.

Server Components on react.dev That's a quote from the documentation for React Server Components (RSC): so the project recognizes that this is a problem, and is working hard on solving it.

Web components Because we know where each web component lives based on name, we can do some clever things.

Server components For server components, the considerations are a litt…

A meta-framework to help you easily build robust CLI apps with stricli.

Copy code npm create stricline your-appFilesystem routingSimplified configurationContext managementRobust type safetyESM-firsttsdown & tsgo out of the boxFaststricline: Easily build robust CLI apps with stricliCopyright (C) 2026 Software Freedom ConservancyThis program is free software: you can redistribute it and/or modify it under the terms of the GNU Affero General Public License as published by the Free Software Foundation, either version 3 of the License, or (at your option) any later version.

This program is distributed in the hope that it will be useful, but WITHOUT ANY WARRANTY; without even the implied warranty…

Comments

For example,mod M = ( struct type foo = int ; wrap = foo ; unwrap = foo$ ; end :> sig type t ; val wrap : int -> t ; val unwrap : t -> int ; end );desugars intomod M = (( type foo = int ; let wrap = foo ; let unwrap=$foo ; { alias foo = foo ; foo ; foo$ ; wrap ; unwrap } ) :> { type t ; wrap: int -> t ; unwrap: t -> int ; } with [ t =_]);The problem here is that the type foo goes out of scope after the inner () that struct desugars to, meaning that it is no longer in scope when t is inferred:mod M = (( type foo = int ; let wrap = foo ; let unwrap=$foo ; { alias foo = foo ; foo ; foo$ ; wrap ; unwrap } // type foo goes out of scope here ) :> { type t ; wrap: int -> t ; unwrap: t -> int ; } w…

The need for a high-level JavaScript IRWhy do we need a high-level IR for JavaScript specifically?

One design goal for JSIR is that we can convert JSIR back to the JavaScript AST perfectly.

Therefore, we need to expose a dataflow analysis framework (built on top of the MLIR dataflow analysis framework).

Internal evaluations on billions of JavaScript samples showed that AST - IR round-trips achieved 99.9%+ success resulting in the same source.

Contribute to MLIR region-based dataflow analysisWe believe that the ease-of-use improvements in JSIR’s dataflow analysis API can be upstreamed to MLIR’s built-in dataflow analysis API.

Early in March, I reported two compiler bugs affecting Go releases up to 1.26.1 which broke the Go memory safety guarantees using only safe Go code.

I guess that’s how compilers break, you can write some compiler code and it looks reasonable, there’s math and tests and everything seems correct.

Sometimes, like in those cases, you can make the code dance around it and break security boundaries.

I got a sinking feeling in my stomach and went from feeling really smart to feeling really dumb, real fast.

Every optimization is a security claim and most of the time those claims are true.

SummaryNix daemon is vulnerable to arbitrary file overwrites as the daemon user ( root on NixOS and in multi-user installations).

All users allowed to submit builds to the Nix daemon ( allowed-users , everyone by default) can achieve arbitrary file writes as root and subsequent privilege escalation.

All Nix versions since 2.21 and patch releases >=2.18.2,>=2.19.4,>=2.20.5 prior to 2.34.5, 2.33.4, 2.32.7, 2.31.4, 2.30.4, 2.29.3, 2.28.6 are vulnerable.

This affects sandboxed Linux configurations, sandboxed macOS configurations are unaffected.

Patched nix versions of are being updated in nixpkgs:This vulnerability has been introduced as a part of prior fixes for CVE-2024-27297.

Juro Osawa / The Information:

Memo: Alibaba Cloud CTO Jingren Zhou will step down as CTO to focus on leading AI models in the new role of chief AI architect; executive Feifei Li becomes CTO — Alibaba Group senior executive Jingren Zhou, who is in charge of AI model development, will stop serving as Alibaba Cloud's chief …

Andrew E. Freedman / Tom's Hardware:

Asus ROG Xbox Ally review: comfortable design, Xbox Full Screen beats Windows 11, and affordable, but sleep/wake issues, weak display, and average performance — With the Steam Deck OLED in and out of stock, should you consider going the Windows route instead?

Ivan Mehta / TechCrunch:

X is rolling out worldwide automatic post translation powered by xAI's Grok models, and updates its iOS image editor to add tools like drawing and blurring — Social media platform X is now rolling out a new feature that automatically translates posts. The company is also launching …

Carter Johnson / Bloomberg:

UK-based currency hedging platform MillTech raised $60M from Apax Digital Funds at a $325M valuation, and plans to expand in North America and build AI tools — Currency hedging and cash management platform MillTech raised $60 million in a deal with Apax Digital Funds …

Sohee Kim / Bloomberg:

A profile of South Korea's Galaxy, which is trying to disrupt K-pop's traditional idol system by blending AI characters and life-size robots, as it plans an IPO — Humanoid robots dressed in black, luxury hip-hop outfits snap into formation, moving in perfect sync to K-pop songs.

Thomas L. Friedman / New York Times:

Anthropic's Mythos Preview is not a publicity stunt, and sources say tech companies privately spoke to Trump officials about the implications for US security — Normally right now I would be writing about the geopolitical implications of the war with Iran, and I am sure I will again soon.

Katherine Hamilton / Wall Street Journal:

GoPro says it will cut 23% of its workforce, or 145 employees, starting in Q2 and costing $11.5M to $15M, as the company struggles to return to profitability — The wearable camera maker will cut 145 employees as part of a restructuring plan — GoPro plans to cut 23% of its workforce …

Matt Burgess / Wired:

AI Forensics: in 16 Italian and Spanish Telegram groups, 24K+ men are sharing nonconsensual images of women and girls, buying spyware, and engaging in doxing — In Telegram groups, men are sharing thousands of nonconsensual images of women and girls, buying spyware, and engaging in doxing and sexual abuse.

Alexandra S. Levine / Bloomberg:

TikTok says ad leader Khartoon Weiss is leaving to pursue a new opportunity after nearly six years at the company, the latest high-profile executive to exit — TikTok advertising leader Khartoon Weiss is leaving the short-form video company, joining a wave of American executives stepping down over the past year.

New York Times:

An investigation suggests Blockstream CEO Adam Back, a British cryptographer who invented Hashcash, is Bitcoin's pseudonymous inventor Satoshi Nakamoto — One evening in the fall of 2024, my wife and I were sitting in traffic on the Long Island Expressway when, tired of listening …

Nikkei Asia:

RationalFX: tech layoffs totaled 78,557 in Q1 2026, with the US accounting for 76.7%; nearly half were attributed to AI implementation and workflow automation — PALO ALTO, California — The true impact of artificial intelligence on employment is yet to be felt even as the global tech …

Luz Ding / Bloomberg:

Z.ai raises prices for its most advanced AI model, GLM-5.1, by at least 8% compared to GLM-5 Turbo, joining Alibaba and Tencent as demand for agentic AI surges — Zhipu raised the cost of access to its most advanced AI model by at least 8%, joining other leading Chinese artificial intelligence players …

Sam Altman / @sama:

Sam Altman says OpenAI is resetting Codex usage limits “to celebrate 3M weekly codex users” and will reset them for every 1M new users until it reaches 10M — To celebrate 3 million weekly codex users, we are resetting usage limits. We will do this every million users up to 10 million. Happy building!

Bill Toulas / BleepingComputer:

FBI: US victims lost ~$21B to cybercrime in 2025, up 26% YoY, driven by investment scams, business email compromise, tech support fraud, and data breaches — U.S. victims lost nearly $21 billion to cyber-enabled crimes last year, driven primarily by investment scams, business email compromise …

Marilen Martin / Bloomberg:

Kuka, one of the largest industrial robotics suppliers, says it is prioritizing US and Asia investments, as Europe's industrial companies are slow to adopt AI — Many of Europe's industrial companies are too slow to adopt artificial intelligence, putting faster-moving global rivals in a position …

Reuters:

TikTok says it plans to invest €1B to build a second data center in Finland as part of its €12B European data sovereignty initiative for the data of 200M+ users — TikTok plans to invest 1 billion euros ($1.16 billion) to build a second data centre in Finland in less than a year …

Cristina Criddle / Financial Times:

Sources: Perplexity's estimated ARR rose to over $450M in March, jumping 50% in a month after the launch of a new agent tool and a shift to usage-based pricing — San Francisco-based start-up surges from push into more complex and potentially more lucrative AI services

Harsh Upadhyay / Entrackr:

Bengaluru-based KreditBee, a digital lending service for personal and business loans and more, raised a $280M Series E at a $1.5B post-money valuation — Digital lending platform KreditBee has raised $280 million in its Series E round at a post-money valuation of $1.5 billion.

Ryan Lawler / Axios:

Modus, which builds AI agents for audit workflows and invests in established accounting firms, raised a $5M seed and an $80M Series A led by Lightspeed — Modus, which buys majority stakes in advisory entities affiliated with accounting firms, raised $85 million in seed and Series A funding, CEO Arush Jain tells Axios exclusively.

The nvim-treesitter plugin providesfunctions for installing, updating, and removing tree-sitter parsers; a collection of queries for enabling tree-sitter features built into Neovim for these languages; a staging ground for treesitter-based features considered for upstreaming to Neovim.

InstallationYou can install nvim-treesitter with your favorite package manager (or using the native package feature of vim, see :h packages ).

This plugin is only guaranteed to work with specific versions of language parsers** (as specified in the parser.lua table).

When upgrading the plugin, you must make sure that all installed parsers are updated to the latest version via :TSUpdate .

setup { -- Directory t…

Google AI Edge Gallery ✨Explore, Experience, and Evaluate the Future of On-Device Generative AI with Google AI Edge.

AI Edge Gallery is the premier destination for running the world's most powerful open-source Large Language Models (LLMs) on your mobile device.

As the centerpiece of this release, Gemma 4 allows you to test the cutting edge of on-device AI.

Install the app today from Google Play Install the app today from App StoreFor users without Google Play access, install the apk from the latest releaseApp Preview✨ Core FeaturesAgent Skills : Transform your LLM from a conversationalist into a proactive assistant.

Download the App: Install the app from Google Play or App Store.

import supervision as sv from PIL import Image from rfdetr import RFDETRSmall image = Image .

open (...) model = RFDETRSmall () detections = model .

import supervision as sv from PIL import Image from inference import get_model image = Image .

import cv2 import supervision as sv image = cv2 .

copy (), detections = detections )supervision-0.16.0-annotators.mp4datasetsSupervision provides a set of utils that allow you to load, split, merge, and save datasets in one of the supported formats.

Hunt down social media accounts by username across 400+ social networksInstallation • Usage • ContributingInstallationWarning Packages for ParrotOS and Ubuntu 24.04, maintained by a third party, appear to be broken.

$ sherlock --help usage: sherlock [-h] [--version] [--verbose] [--folderoutput FOLDEROUTPUT] [--output OUTPUT] [--tor] [--unique-tor] [--csv] [--xlsx] [--site SITE_NAME] [--proxy PROXY_URL] [--json JSON_FILE] [--timeout TIMEOUT] [--print-all] [--print-found] [--no-color] [--browse] [--local] [--nsfw] USERNAMES [USERNAMES ...] Sherlock: Find Usernames Across Social Networks (Version 0.14.3) positional arguments: USERNAMES One or more usernames to check with social networks.

--fol…

You can even create custom fields with your own AI prompts to extract any specific information you need.

With built-in filtering, multi-project support, import/export capabilities, and custom categories, TaxHacker simplifies reporting and makes tax filing a bit easier.

TaxHacker works with a wide variety of documents, including store receipts, restaurant bills, invoices, bank statements, letters, even handwritten receipts.

TaxHacker automatically detects currencies in your documents and converts them to your base currency using historical exchange rates.

Write custom AI prompts for fields, categories, and projects, or modify the built-in ones to match your specific needs.

Onyx enables LLMs through advanced capabilities like RAG, web search, code execution, file creation, deep research and more.

🤖 Custom Agents: Build AI Agents with unique instructions, knowledge, and actions.

Build AI Agents with unique instructions, knowledge, and actions.

🌍 Web Search: Browse the web to get up to date information.

💻 Custom code: Run custom code to remove PII, reject sensitive queries, or to run custom analysis.

OpenScreenOpenScreen is your free, open-source alternative to Screen Studio (sort of).

Screen Studio is an awesome product and this is definitely not a 1:1 clone.

If you need all the fancy features, your best bet is to support Screen Studio (they really do a great job, haha).

But if you just want something free (no gotchas) and open, this project does the job!

Make it executable and run:chmod +x Openscreen-Linux- * .AppImage ./Openscreen-Linux- * .AppImageYou may need to grant screen recording permissions depending on your desktop environment.

Start Codex stronger, then let OMX add better prompts, workflows, and runtime help when the work grows.

Website: https://yeachan-heo.github.io/oh-my-codex-website/Docs: Getting Started · Agents · Skills · Integrations · Demo · OpenClaw guideOMX is a workflow layer for OpenAI Codex CLI.

Start OMX strongly, clarify first when needed, approve the plan, then choose $team for coordinated parallel execution or $ralph for the persistent completion loop.

$team or $ralph — use $team for coordinated parallel execution, or $ralph when you want a persistent completion loop with one owner.

Team runtimeUse the team runtime when you specifically need durable tmux/worktree coordination, not as the default …

It's a structured, visual, example-driven guide that teaches you to use every Claude Code feature with real-world templates you can copy into your project today.

Get Started in 15 MinutesTrusted by 5,900+ Developers5,900+ GitHub stars from developers who use Claude Code dailyfrom developers who use Claude Code daily 690+ forks — teams adapting this guide for their own workflows— teams adapting this guide for their own workflows Actively maintained — synced with every Claude Code release (latest: v2.2.0, March 2026)— synced with every Claude Code release (latest: v2.2.0, March 2026) Community-driven — contributions from developers who share their real-world configurationsNot Sure Where to St…

Real-time face swap and video deepfake with a single click and only a single image.

If using a real person's face, obtain their consent and clearly label any output as a deepfake when sharing online.

Choose a source face image and a target image/video.

Select a source face image.

That's Fucking Freaky Dude... That's So Wild Dude" IShowSpeed - "Alright look look look, now look chat, we can do any face we want to look like chat"- "Alright look look look, now look chat, we can do any face we want to look like chat" TechLinked (Linus Tech Tips) - "They do a pretty good job matching poses, expression and even the lighting"- "They do a pretty good job matching poses, expression and even the light…

English | 한국어 | 中文 | 日本語 | Español | Tiếng Việt | PortuguêsFor Codex users: Check out oh-my-codex — the same orchestration experience for OpenAI Codex CLI.

Multi-agent orchestration for Claude Code.

Don't learn Claude Code.

Team mode is explicit: use /team ... or omc team ... rather than a keyword trigger.

UtilitiesProvider Advisor ( omc ask )Run local provider CLIs and save a markdown artifact under .omc/artifacts/ask/ :omc ask claude " review this migration plan " omc ask codex --prompt " identify architecture risks " omc ask gemini --prompt " propose UI polish ideas " omc ask claude --agent-prompt executor --prompt " draft implementation steps "Canonical env vars:OMC_ASK_ADVISOR_SCRIPTOM…

🎙️ VibeVoice: Open-Source Frontier Voice AI📰 News 2026-03-29: 🎉 VibeVoice-ASR is being adopted by the open-source community!

Download: macOS | Windows 1.mov 2026-03-06: 🚀 VibeVoice ASR is now part of a Transformers release!

2025-12-03: 📣 We open-sourced VibeVoice‑Realtime‑0.5B, a real‑time text‑to‑speech model that supports streaming text input and robust long-form speech generation.

OverviewVibeVoice is a family of open-source frontier voice AI models that includes both Text-to-Speech (TTS) and Automatic Speech Recognition (ASR) models.

📖 Documentation | 🤗 Hugging Face | 📊 PaperEnglishES_._3.mp4Chinesedefault.mp4Cross-Lingual1p_EN2CH.mp4Spontaneous Singing2p_see_u_again.mp4Long Conversatio…

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The Data Drop #040 iPhone One device changed everything.

Scroll19 Years 52 Models 2.3B+ Sold worldwideThe Lineup Every iPhone at proportional size.

The StoryThe Moments That Mattered 11 milestones that defined a generation 2007 iPhoneThe SpecsThe Camera 2 megapixels · 2007 → 48 megapixels · 2026The Price Base model vs most expensive, by yearThe GraveyardWhat AppleTook AwayEvery Color.

From silver to cosmic orangeExploreThe Collection Every model.

✕Select first iPhone vs Select second iPhone Compare

We've been testing Claude Mythos Preview in our own security operations, applying it to critical codebases, where it's already helping us strengthen our code.

Joining Project Glasswing, with access to Claude Mythos Preview, allows us to identify and mitigate risk early and augment our security and development solutions so we can better protect customers and Microsoft.

When tested against CTI-REALM, our open-source security benchmark, Claude Mythos Preview showed substantial improvements compared to previous models.

Claude Mythos Preview demonstrates what is now possible for defenders at scale, and adversaries will inevitably look to exploit the same capabilities.

Anthropic has also been in …

DEFINE PLAN BUILD VERIFY REVIEW SHIP ┌──────┐ ┌──────┐ ┌──────┐ ┌──────┐ ┌──────┐ ┌──────┐ │ Idea │ ───▶ │ Spec │ ───▶ │ Code │ ───▶ │ Test │ ───▶ │ QA │ ───▶ │ Go │ │Refine│ │ PRD │ │ Impl │ │Debug │ │ Gate │ │ Live │ └──────┘ └──────┘ └──────┘ └──────┘ └──────┘ └──────┘ /spec /plan /build /test /review /shipCommands7 slash commands that map to the development lifecycle.

Codex / Other Agents Skills are plain Markdown - they work with any agent that accepts system prompts or instruction files.

Skills are workflows agents follow, not reference docs they read.

Skills bake in best practices from Google's engineering culture — including concepts from Software Engineering at Google and Google's …

He despairs by the end. There’s nothing to say really. It’s Darwin Awards every day now.

Ghost Pepper100% local hold-to-talk speech-to-text for macOS.

Hold Control to record, release to transcribe and paste.

All models run locally, no private data leaves your computer.

Enterprise / managed devicesGhost Pepper requires Accessibility permission, which normally needs admin access to grant.

On managed devices, IT admins can pre-approve this via an MDM profile (Jamf, Kandji, Mosaic, etc.)

MemPalace The highest-scoring AI memory system ever benchmarked.

The 96.6% is from raw verbatim mode, not AAAK or rooms mode (those score lower — see note above).

Independent benchmarks show AAAK mode scores 84.2% R@5 vs raw mode's 96.6% on LongMemEval — a 12.4 point regression.

Why Structure MattersTested on 22,000+ real conversation memories:Search all closets: 60.9% R@10 Search within wing: 73.1% (+12%) Search wing + hall: 84.8% (+24%) Search wing + room: 94.8% (+34%)Wings and rooms aren't cosmetic.

The 96.6% headline number is from raw mode , not AAAK mode.

Multiple prominent investors who have worked with Altman told us that he has a reputation for freezing out investors if they back OpenAI’s competitors.

(OpenAI told us that several employees recall Karnofsky abstaining, and provided the minutes from the meeting recording his vote as an abstention.)

Altman told us, “I don’t think anyone has had more private investigators hired against them.”Extreme claims have circulated.

“This is disgusting behavior from a competitor that I assume is part of an attempt at tainting the jury in our upcoming cases,” Altman told us.

“We’re not going to be building advanced chips in the U.A.E.,” a leader at the Department of Commerce told Altman.

Update: Since this was published, the lovely internet community has let me know we were missing two Copilots: Since this was published, the lovely internet community has let me know we were missing two Copilots: Gaming Copilot and Microsoft Dragon Copilot (🤦‍♀️).

The chart has been updated and I'll continue to update it as Microsoft continues to Copilot.

A few weeks ago, I tried to explain to someone what Microsoft Copilot is.

I couldn’t… because the name ‘Copilot’ now refers to at least 75 different things.

All named ‘Copilot’.

Improve your search results with advanced search prefixes.

Search with YouTube Google VideoClear Play AllNo results foundTry adjusting your search terms or filters

Built a ~9M param LLM from scratch to understand how they actually work.

Vanilla transformer, 60K synthetic conversations, ~130 lines of PyTorch.

Trains in 5 min on a free Colab T4.

The fish thinks the meaning of life is food.

Fork it and swap the personality for your own character.

ff6347 starred arman-bd/guppylm

This Article is also available as a video (My first):The ParadoxAs mentioned, in Switzerland, you can get 25 Gigabit per second fiber internet to your home, symmetric and dedicated.

In Germany, you are in a somewhat similar situation to the United States.

The United States prides itself on free markets.

Germany champions infrastructure competition, meaning it prefers multiple companies laying their own cables rather than sharing a single network.

The American ModelThe United States took a different path, but the result is equally bad.

Advice to Young People, The Lies I Tell Myself¶I'm really not qualified to give advice.

If you don't believe in yourself, believe in me that believes in you.

I don't think I'm a leader at any of these things, but I do think I'm elite at learning.

Public Speaking¶People don't believe this, but my talk at the AI Summit was actually my first public speaking experience.

If I went to the gym alone, I would just think, "Wow, people must think I'm so weak.

terminal spreadsheet application made with bubbletea

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.

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In the meantime, enjoy some clips!

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.

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.

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

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.

Push-button deployments that scale to thousands of instances.

Check out the speedrun to get started in minutes.

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

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

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

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.

For the April 2026 update, we added the Galaxy Book6 Ultra to the main list as the best Windows laptop for content creators and the Dell XPS 14 as the Best OLED Windows laptop.

Read More Show Expert Take Show lessWhat is the best Windows laptop?

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

Show moreLatest updatesApril 2026: We added the Samsung Galaxy Book6 Ultra as the new Best Windows laptop for creators and the Dell XPS 14 as the new Best OLED Windows laptop.

February 2026: We replaced the Legion Pro 9i and added the Lenovo Legion 9i as the new best gaming Windows laptop for its stupendous performance.

Not in a creepy, invasive way, but as a personal safety device, one that can discreetly or loudly alert your friends, family, or loved ones during an emergency.

The device combines a physical emergency trigger, a 130dB siren, a 150-lumen strobe, live location sharing, and an everyday-carry flashlight into one compact, rechargeable keychain device.

Personal safety featuresWhere the Halo truly shines is as a personal safety device.

ZDNET's buying adviceThe Pebblebee Halo retails for $59.99, which might seem a high price for a finder tag.

By transforming a standard tracker into a versatile personal safety tool, the Halo stands out as a truly innovative product.

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

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

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

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

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

The LG C6 is a refreshed version of the brand's flagship OLED TV, but is it worth upgrading over the C5?

Vertical tabs are one of those must-have features that can help you juggle all your open web pages.

As of Tuesday, vertical tabs have started rolling out for all Chrome users, Google announced in a blog post.

Vertical tabs in actionNext, you can control the sidebar that displays your vertical tabs.

To switch to reading mode, just right-click a page and select "Open in reading mode" from the menu.

In reading mode, you're able to adjust the font, color, line height, and other visual elements.

According to the announcement, "We formed Project Glasswing because the capabilities we've observed in Mythos Preview could reshape cybersecurity."

This fact is why he says Cisco joined Project Glasswing: "This work is too important and too urgent to do alone."

But last fall, I decided to feed the full source code to Claude Code and OpenAI's Codex.

What Project Glasswing is fighting is a machine-speed collapse of the entire defensive perimeter.

Do you see Project Glasswing as a genuine defensive effort, or more of a coordinated industry power move to control access to advanced AI security tools?

Linux offers several popular tiling window managers to try.

For those who've never experienced a tiling window manager, you're in for a treat.

This reliance on the keyboard can prevent new Linux users from adopting a tiling window manager.

The most popular tiling window managers available for LinuxAs of now, the best tiling window managers you should consider are the following:Hyprland: One of the most popular tiling window managers, Hyprland is highly customizable via dot files.

A fundamental element of this tiling window manager is broken, and until that feature is fixed, the window manager isn't useful.

Confluence users can now create visual assets within the software in addition to new third-party agents working with Lovable, Replit, and Gamma.

New automatic translations and photo editing on X are powered by the company's flagship AI model.

Avalanche Energy is working on an DARPA project to build a new class of materials capable of turning damaging radiation into electricity.

Arcee is a tiny 26-person U.S. startup that built a high-performing, massive, open source LLM. And it's gaining popularity with OpenClaw users.

Eclipse will put some of that money towards incubating, or building startups.

A joint FBI, NSA and CISA advisory warns that Iranian hackers have 'escalated' their tactics in response to the ongoing U.S.-Israel war with Iran.

BrianFagioli writes: Artificial intelligence has now run directly on a satellite in orbit. A spacecraft about 500km above Earth captured an image of an airport and then immediately ran an onboard AI model to detect airplanes in the photo. Instead of acting like a simple camera in space that sends raw data back to Earth for later analysis, the satellite performed the computation itself while still in orbit. The system used an NVIDIA Jetson Orin module to run the object detection model moments after the image was taken. Traditionally, Earth observation satellites capture images and transmit large datasets to ground stations where computers process them hours later. Running AI directly on the …

An anonymous reader quotes a report from TechCrunch: A group of Russian government hackers have hijacked thousands of home and small business routers around the world as part of an ongoing campaign aimed at redirecting victim's internet traffic to steal their passwords and access tokens, security researchers and government authorities warned on Tuesday. [...] The hacking group targeted unpatched routers made by MikroTik and TP-Link using previously disclosed vulnerabilities according to the U.K. government's cybersecurity unit NCSC and Lumen's research arm Black Lotus Labs, which released new details of the campaign Tuesday. According to the researchers, the hackers were able to spy on larg…

Apple may have a supply problem on its hands with the MacBook Neo... The laptop reportedly relies on "binned" A18 Pro chips with one GPU core disabled, and demand is so strong that the supply of those cheaper leftover chips could run out before the next model is ready. That leaves Apple choosing between lower margins, shifting production plans, or changing the lineup to keep its $599 hit product in stock. MacRumors reports: The all-new MacBook Neo has been such a hit that Apple is facing a "massive dilemma," according to Taiwan-based tech columnist and former Bloomberg reporter Tim Culpan. [...] In the latest edition of his Culpium newsletter today, Culpan said the MacBook Neo is selling so…

"Anthropic has unveiled Claude Mythos, a new AI model capable of discovering critical vulnerabilities at scale," writes Slashdot reader wiredmikey. "It's already powering Project Glasswing, a joint effort with major tech firms to secure critical software. But the same capabilities could also accelerate offensive cyber operations." SecurityWeek reports: Mythos is not an incremental improvement but a step change in performance over Anthropic's current range of frontier models: Haiku (smallest), Sonnet (middle ground), and Opus (most powerful). Mythos sits in a fourth tier named Copybara, and Anthropic describes it as superior to any other existing AI frontier model. It incorporates the curren…

Chrome is finally adding built-in vertical tabs, "which will move the tabs to the side of the browser window, making it easier to read full page titles and manage tab groups," reports TechCrunch. The company is also introducing an immersive reading mode for a distraction-free, text-focused experience. From the report: The company notes that the new vertical tabs can be enabled at any time by right-clicking on a Chrome window and selecting "Show Tabs Vertically." The company says there's no hard limit on the number of tabs that can be opened (beyond what would be limited already by the user's hardware). The vertical tabs work just as the horizontal tabs do, meaning you can have different Chr…

An anonymous reader quotes a report from TorrentFreak: Following on the heels of the landmark Cox v. Sony ruling, the Supreme Court has vacated the contributory copyright infringement verdict against ISP Grande Communications, ordering the Fifth Circuit to reconsider its decision in light of the new precedent. [...] The order (PDF) effectively removes the case from the Supreme Court docket, urging the Fifth Circuit Court of Appeals to take another look at its decision in light of the new ruling. Given the similarities between the two cases, it is no surprise that the Supreme Court came to this conclusion. It is now up to the Fifth Circuit to revisit whether Grande's conduct meets the intent…

A New York Times analysis found Google's AI Overviews now answer questions correctly about 90% of the time, which might sound impressive until you realize that roughly 1 in 10 answers is wrong. "[F]or Google, that means hundreds of thousands of lies going out every minute of the day," reports Ars Technica. From the report: The Times conducted this analysis with the help of a startup called Oumi, which itself is deeply involved in developing AI models. The company used AI tools to probe AI Overviews with the SimpleQA evaluation, a common test to rank the factuality of generative models like Gemini. Released by OpenAI in 2024, SimpleQA is essentially a list of more than 4,000 questions with v…

Anthropic says its annualized revenue run rate has surpassed $30 billion and disclosed plans to secure roughly 3.5 gigawatts of next-generation Google TPU compute starting in 2027. Broadcom will supply the key chips and networking gear for the effort, the company announced. The Register reports: News of the two deals emerged today in a Broadcom regulatory filing that opens with two items of news. One is a "Long Term Agreement for Broadcom to develop and supply custom Tensor Processing Units ("TPUs") for Google's future generations of TPUs." Google and Broadcom have collaborated to produce custom TPUs. Broadcom CEO Hock Tan recently shared his opinion that hyperscalers don't have the skill t…

Cloudflare is accelerating its post-quantum security plans and now aims to make its entire platform fully post-quantum secure by 2029. "The updated timeline follows new developments in quantum computing research that suggest current cryptographic standards could be broken sooner than previously expected," reports SiliconANGLE. From the report: The decision by Cloudflare to move its post-quantum security roadmap forward comes after Google LLC and research from Oratomic demonstrated significant advances in algorithms and hardware capable of breaking widely used encryption methods such as RSA-2048 and elliptic curve cryptography. [...] The company said progress across three key areas -- quantu…

An anonymous reader quotes a report from the New York Times: President Javier Milei of Argentina promoted a cryptocurrency last year that quickly skyrocketed in value then cratered just as fast, costing investors millions of dollars and setting off a scandal and an investigation. Mr. Milei said he was simply highlighting a private venture and had no connection to the digital coin called $Libra. New evidence is now raising questions about his assertion. Phone logs from a federal investigation by Argentine prosecutors into the coin's collapse show seven phone calls between Mr. Milei and one of the entrepreneurs behind the cryptocurrency on the night in 2025 when Mr. Milei posted about $Libra …

theodp writes: "Gates Computer Science Building renamed Peter Thiel Center for Panoptic Computing" reads the headline of an April Fools' Day story that ran in the Humor section of The Stanford Daily (with the further disclaimer that "This article is purely satirical and fictitious"). The story begins: "Following revelations that the billionaire founder of Microsoft, Bill Gates, had a longstanding relationship with convicted child sex trafficker Jeffrey Epstein, Stanford has announced it will strip Gates' name from the William H. Gates Computer Science Building and instead honor alumnus Peter Thiel B.A. '89, JD '92. Gates, who is not a Stanford alumnus, gave an initial gift of $6 million tow…

LinkedIn is facing allegations that it quietly scans users' browsers for installed Chrome extensions. The German group Fairlinked e.V. goes so far as to claim that the site is "running one of the largest corporate espionage operations in modern history." "The program runs silently, without any visible indicator to the user," the group says. "It does not ask for consent. It does not disclose what it is doing. It reports the results to LinkedIn's servers. This is not a one-time check. The scan runs on every page load, for every visitor." PCMag reports: This browser extension "fingerprinting" technique has been spotted before, but it was previously found to probe only 2,000 to 3,000 extensions…

Apple has survived 50 years by being the only company integrating hardware and software; if the company loses because of AI it will be because the point of integration changes.

Я шарю скилл несколько раз, самое время кинуть в пост

Как делать дизайн с ЛЛМ, чтобы не было дефолтно и ИИшно: Не делать, делать руками

Кидать референсы

Дать скиллов Пост про опцию три. https://impeccable.style

Есть вот такой набор скиллов, в нем разные вещи, чтобы делать дизайн и верстку: Аудит того, что есть и критика

Есть работа с текстом

Есть работа с визуалкой На промостранице есть объяснения, начните с них.

Это не серебрянная пуля, по начать, например, можно с этого. https://developers.openai.com/blog/designing-delightful-frontends-with-gpt-5-4/

Скилл и объяснение от опенаи

Human.json is a new

idea for asserting that a site is authored by a person, and for vouching for

other sites’ authorship. I’ve added one to this site.It’s a fun idea, and I’ve joined in, but to be honest, I have some concerns.

When I made my human.json file, I looked through my browser history, and saw a

number of sites that were clearly personal sites that I liked. But if I list

one, am I claiming to know that there is no AI content on that site? I can’t

know that for sure.I haven’t let this stop me from adding my own

/human.json, and I’ll be interested to see what

comes of it.Human.json isn’t a new idea. There have been a number of attempts to add

structured data to web pages:

tags are a…

Agents are fundamentally changing the shape of demand for compute, both in terms of how they work and in terms of who will use them. They're so compelling that I no longer believe we're in a bubble.

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…

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The Mac app your body thanks you for Discussion | Link

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

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

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

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

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

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

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

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

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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Picnic, a London-based startup building an OS for photos to make it easy for people to organise their photo libraries, has been acquired by Paris-based mobile app publisher MWM.

Over the last 18 months, it has gained over 1.5 million users, reached €3.4 million ($4 million) in annual recurring revenue (growing 4x in 2025), and become profitable.

Regarding privacy, Picnic states that users’ photos remain on their devices, ensuring complete privacy and security.

In 2026, MWM launched MWM AI, a platform to transform simple prompts into truly native iOS apps with integrated App Store distribution, monetisation, and growth.

Alongside MWM AI, MWM has developed a portfolio of consumer apps spannin…

We are excited to announce that Andrea Lamperini, COO at WeRoad, joins the speaker lineup of the EU-Startups Summit 2026 to share insights on scaling a community-led business across culturally diverse markets.

Founded in 2017, WeRoad is a travel platform that connects millennials and Gen Z through group adventures designed to foster real-life connections.

The company combines curated travel experiences with a strong community-driven model, turning strangers into travel companions and building a global network of like-minded travellers.

Originally launched in Italy, WeRoad has expanded internationally with operations in Spain, the UK, France, and Germany, alongside the growth of its global p…

AirHub, a Groningen-based drone operations software company, has secured €4.4 million in Series A funding to boost its growth as a leading European provider of software for executing drone missions in security, defence, public safety, and critical infrastructure.

Thomas Brinkman, Co-CEO and co-founder of AirHub, said, “This funding helps us accelerate AirHub’s growth as a European software company serving​ organisations that operate in high-stakes environments.

As a European company, AirHub claims that it is building that capability, helping strengthen Europe’s independence, resilience and data sovereignty in mission-critical drone operations.

AirHub develops software that helps organisatio…

The company has also announced the launch of DeepBlue OS, an autonomous communications platform designed to replace fragmented, human-led response models with always-on agentic AI.

“We built DeepBlue OS as a utility – you switch it on, you pay for what you use, and it works.

The fact it can be deployed quickly, without the usual complexity, makes it highly compelling.”According to Narwhal Labs, it has built DeepBlue OS to manage the full lifecycle of communications.

The company states that DeepBlue OS is designed for use in complex and regulated environments such as housing, financial services, insurance, government, and retail.

API integrations connect DeepBlue OS directly into existing CR…

London-based Trent AI, an agentic security company, today announced its €11 million ($13 million) Seed round as it emerges from stealth with a layered security solution built for the agentic era.

The UK stands out in particular, as three of the closest comparable rounds are also London-based, placing Trent AI in a notably active domestic cluster.

“We believe Trent AI is well placed to define this category.”Founded in 2025, Trent AI aims to redefine agentic AI with context-driven agentic security.

By orchestrating these agents across customer workflows, Trent AI transforms agentic security into a continuous part of agent development.

“Agentic systems are quickly becoming part of the software…

PLD Space will also be present in the upcoming EU-Startups Summit, where they will join a panel of experts to discuss “Insights from European Space Innovators“.

“Securing this unique €30 million financing from the European Investment Bank marks a decisive milestone for PLD Space and for Europe’s space industry.

“With its innovative rocket technology and infrastructure, PLD Space is taking important steps in this direction.

The PLD Space financing agreement makes a strong contribution to the eight core priorities set out in the EIB Group 2024-2027 Strategic Roadmap.

“With this new financing, PLD Space has now secured €210 million so far in 2026, following the €180 million Series C closed in …

We are excited to announce that David Trayford, educator, advisor, and creator of talkware, returns to the EU-Startups Summit 2026 on May 7-8 in sunny Malta!

He is the creator of “talkware”, a practical system used globally to support clearer communication and stronger business storytelling.

At the Summit, David will deliver a Growth Stage keynote titled “Innovation begins with Communication: The 7 ingredients you need to perfect your startup communication”.

Join us at the EU-Startups Summit 2026 for two days of learning, networking, and inspiration.

The IONOS Cloud Start-up Program provides young companies with up to €100,000 in cloud credits for up to five years after their founding.

neuroClues warns that the number of people affected by Parkinson’s disease worldwide is expected to double to 13 million by 2040.

neuroClues has developed a portable, CE-marked class IIa medical device that quickly extracts neurological biomarkers from eye movements.

neuroClues assists clinicians in objectively evaluating neurological anomalies, replacing the subjective “follow my finger” test with quantified, reproducible data.

The company also reports growing inbound demand from clinicians who have seen the device at congresses or referenced by peers.

The company also states it was chosen by Bpifrance’s National Prevention Accelerator, supporting the commercialisation with dedicated assis…

London-based GovTech scale-up Fivium, a public sector software provider, has raised a “multi-million pound” minority investment from growth capital investor BGF to back its next phase of expansion.

Matt Fletcher, CEO and co-founder of Fivium, says: “This investment marks the next exciting chapter for Fivium.

Our software platform and digital solutions enable public bodies to deliver effective, transparent and well – governed services, and BGF’s backing allows us to accelerate that mission.

Its flagship software platform, eCase, is a flexible case management solution used across a wide range of applications, covering Data Protection, Freedom of Information and citizen engagement.

Their produ…

Bondstone Ventures operates as a fund management company authorised and supervised by the Portuguese Securities Market Commission (CMVM), providing a fully regulated platform for venture capital investment.

“Bondstone Ventures represents a natural extension of our investment philosophy and values.

Its venture capital business supports Europe’s most promising DeepTech companies at the Seed and early-stage.

Both management firms operate as regulated investment management firms under CMVM oversight.

Alongside its investment efforts, Bondstone Ventures is also forging strong links with the scientific and academic communities, the firm revealed.

nFuse, a Sofia-based Intelligent B2B company acting as the ordering and communication layer between brands and their distribution networks, has raised a €1.7 million ($2 million) in investment.

According to the company, the adoption rates for B2B ordering apps in fragmented trade are approximately 15%.

The company states that fragmented trade, comprising independent retailers, small shops, and kiosks, dominates commerce in emerging markets and accounts for over €4.3 trillion ($5 trillion) globally.

Outlets themselves are choosing nFuse as their primary ordering channel over portals, call centres, or waiting for a rep,” nFuse mentioned in the press release.

The company works with leading FMC…

European tech activity in March 2026 showed a modest cooling compared to February, while overall market conditions remained stable.

The ecosystem recorded 292 funding deals and €7.5 billion in total capital raised, compared to 296 deals and €7.8 billion in February, representing declines of 1.4 per cent and 3.8 per cent respectively.

CompaniesOut of 292 deals in March, 13 companies raised more than €100 million each.

The largest deal in March 2026 was Nscale’s €1.7 billion Series C, valuing the company at $14.6 billion.

IndustriesAI was the leading sector by investment volume in European tech startups in March 2026, capturing 24.8 per cent of the month’s total funding, at €1.8 billion.

At Tech.eu, we keep track of the investment landscape with data-driven insights.

Our Tech.eu Insiders enjoy unlimited, exclusive access to all our content, including market-intelligence analysis, reports, articles, and useful insights on tech trends and developments.

But we know that a lot of folks interested in tech might not have the funds for a subscription.

In response, we're offering compact versions of our monthly reports to all of our readers.

Our versions offer a glimpse into the valuable insights provided by our monthly reports, covering key investment trends, notable company activities, and emerging industry sectors.

I spoke to Petar Petrov, Chief Commercial Officer and co-founder of Eilla AI, to learn more.

Eilla AI runs a structured process similar to what top-tier investment banks use, but applied to the SMB market.

It is a completed deal.”The founders of both acquired companies credited Eilla AI with making the transactions possible.

For Eilla AI, client response tends to fall into two distinct categories, according to Petrov.

Scaling M&A for the long tail of businessesThe deal executed by Eilla AI arrives at a moment of acute structural pressure on the European M&A market.

A London-based startup which helps mitigate risks and vulnerabilities of businesses deploying so-called AI agents or AI tools that can complete specific tasks has emerged from stealth with a $13m seed round.

The funding round in Trent AI was led by LocalGlobe and Cambridge Innovation Capital, with participation from leaders at OpenAI, Spotify, Databricks, and Amazon Web Services.

AI agents and autonomous workflows introduce new security risks that traditional security tools were not designed to address, it says.

Trent AI says its product secures AI agents with specialised AI security agents that continuously scan environments, judge risk, mitigate vulnerabilities, and evaluate overall secur…

The round comes amid growing demand from enterprises in high-trust sectors, where organisations are increasingly finding that existing AI tools fail to deliver reliable, auditable insight from large volumes of text data.

While most organisational data is unstructured, teams continue to struggle to analyse it at scale.

Founded by Emily Kucharski and Dr Adam Kucharski, WholeSum was born out of the founders’ frustration with existing AI tools while analysing large-scale qualitative datasets in a previous venture.

Early work with universities, financial institutions and pharmaceutical companies has demonstrated that the most valuable early signals are often buried in unstructured text data rath…

But across Scandinavia and the Baltics, the hacker house mentality, the esprit de corps, is particularly acute, given the relative smallness of the markets.

They are now enjoying a resurgence, with a more explicit hacker house/ builder lab format.

ShipyardMeanwhile, across the Baltics, in Latvia, another newish hacker house space is the AI-centred Shipyard.

It is a venture studio that builds startups from the ground up, with a hacker house mentality.

Sophus Blom-Hanssen, who runs the operation, said there is nothing like Bifrost House in Europe, given the scale of its ambitions.

Xoople, the data infrastructure company building a global system of record for physical change on Earth, has closed a $130 million Series B round.

The company refers to this infrastructure as the “Earth’s System of Record,” designed to connect digital systems with real-time physical-world intelligence.

Every major computing era creates a new system of record; those that define that system become the economic centers of that era.

We are building the system of record for the physical world in the AI era with Xoople.

Xoople’s mission is to provide organisations with access to real-time physical-world intelligence, supporting the next generation of AI systems.

Adoption rates for B2B ordering apps in fragmented trade hover around 15 per cent.

They didn't learn about fragmented trade from market research - they lived it, visiting thousands of small retailers and watching firsthand as digital initiatives repeatedly failed to gain traction.

"We were the people being asked to make these B2B platforms work," Radov explains.

nFuse hits 70 per cent where B2B platforms stallThe numbers back the approach: while traditional B2B platforms struggle to reach 10–15 per cent adoption, nFuse reports 70 per cent+ adoption among enterprise clients.

Traditional B2B ordering - whether through sales reps, call centres, or underused portals - carries a high cost per tr…

Last week, we tracked more than 60 tech funding deals worth over €1.2 billion, and over 5 exits, M&A transactions, rumours, and related news stories across Europe.

📊 The top three industries that raised the most were artificial intelligence (€733.5 million), fintech (€232.6 million), and food (€73.7 million).

Regionally, 🇫🇷 France took first place (€808.2 million), followed by 🇬🇧 the UK (€227.7 million) and 🇩🇪 Germany (€79.3 million).

❗ Now, let's get you up to speed on everything that happened last week, including your handy.csv file, allowing for an even more in-depth analysis.

This week, we tracked more than 60 tech funding deals worth over €1.2 billion and over 5 exits, M&A transactions, rumours, and related news stories across Europe.

Alongside the week’s top funding rounds, we’ve highlighted key industry developments, as well as notable trends in European venture activity, investor moves and emerging sectors shaping the current funding landscape.

This week we shared the announcement of 🎤 new speakers for the 🇬🇧 Tech.eu Summit London 2026, taking place on 21–22 April at the Queen Elizabeth II Centre in London, featuring senior leaders, founders, and investors from leading organisations shaping technology across Europe and beyond.

If email is more your thing, yo…

Wearable Robotics, an Italy-based company developing wearable robotics for neuromotor rehabilitation, has raised €5 million in a Series A funding round to support international expansion and product development.

The company develops rehabilitation solutions that combine wearable robotics with augmented and virtual reality technologies, aiming to improve neuromotor recovery and support activities of daily living.

Building on this foundation, Wearable Robotics is focused on expanding its product portfolio with modular and integrable robotic solutions that extend applications across additional rehabilitation areas.

This includes the development of new partnerships and entry into key regions, p…

Paris-based Omniscient, a decision intelligence platform for boards and senior executives, has raised $4.1 million in pre-seed funding.

As corporate reputation continues to represent a significant share of enterprise value, organisations face growing challenges from fragmented data sources, reactive workflows, and the limitations of manual monitoring.

Founded by Arnaud d’Estienne and Mehdi Benseghir, both former McKinsey consultants, Omniscient aims to address these challenges by providing a unified intelligence layer for senior leadership.

It gives executive teams the intelligence they need, and frees the operational teams around them to focus on what actually moves the needle, rather than…

The Xiaomi 17 Ultra gives you a ton of options to play around with images, including preset filters and hardware add-ons.

CERT-EU blamed the cybercrime group TeamPCP for the recent hack on the European Commission, and said the notorious ShinyHunters gang was responsible for leaking the stolen data online.

London’s Air Street Capital has raised a large Fund III with eyes locked on backing early-stage European and North American AI companies.

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, […]