Frustrations aside, we’re having a hard time figuring out what to think about this whole ‘Heroku thing’.

Speaking of specific phrases, what exactly is a “sustaining engineering” model?

“Sustaining engineering” feels like the embodiment of all three of those.

If Heroku is going into maintenance mode, cool — the platform is pretty great and if it never improved again, there’s still many years of life in it.

Again, this is coming from a (small) team of people who have loved and hosted on Heroku nearly as long as Heroku has existed.

) p . Nums [ 0 ] = 42 println ( "1st lucky number is" , p . Nums [ 0 ]) }Translates to a header file main.h :#pragma once #include "so/builtin/builtin.h" typedef struct main_Person { so_String Name ; so_int Age ; so_int Nums [ 3 ]; } main_Person ; so_int main_Person_Sleep ( void * self );Plus an implementation file main.c :#include "main.h" so_int main_Person_Sleep ( void * self ) { main_Person * p = ( main_Person * ) self ; p -> Age += 1 ; return p -> Age ; } int main ( void ) { main_Person p = ( main_Person ){.

); p . Nums [ 0 ] = 42 ; so_println ( "%s %" PRId64 , "1st lucky number is" , p . Nums [ 0 ]); }Check out more examples in So by example and learn about the supported language feat…

Soon after I launched this blog in February 2005, I signed up for Google AdSense.

In particular, if I was going to cover the nuances of the online advertising industry, being an AdSense publisher would help me understand the issues first-hand.

Even so, I did learn a lot about publishers’ perspectives, and I loved gaining insights into how AdSense monetized my blog.

20 years later, almost none of my reasons for participating in AdSense still hold.

If you see any stray AdSense ads appearing on the blog going forward, please let me know and I’ll investigate.

On Thursday, The New York Times published a thingand it went viral, declared as a victory for AI:But there’s a lot more to be said that was only scarcely touched on in the article.

Like thisAnd thisAnd this brutal, compelling dissection on YouTubewhich it itself built on and extending an earlier (May 2025) dissection from Futurism that The New York Times should have read and addressed in far more detail:A friend of mine who has been tracking this for a while had sees Medvi as “a fraud-layer on top of also-scammy-but-possibly-less-illegal platforms”, speculating that “If there is any money there, they will be sued by all their suppliers and vendors, because I’m sure they’re in violation of e…

We have signed a new agreement with Google and Broadcom for multiple gigawatts of next-generation TPU capacity that we expect to come online starting in 2027.

This significant expansion of our compute infrastructure will power our frontier Claude models and help us serve extraordinary demand from customers worldwide.

“We are making our most significant compute commitment to date to keep pace with our unprecedented growth.”Demand from Claude customers has accelerated in 2026.

The partnership deepens our existing work with Google Cloud—building on the increased TPU capacity we announced last October—as well as our relationship with Broadcom.

Claude remains the only frontier AI model available…

hippo hook install claude-code now installs a Stop hook in ~/.claude/settings.json so hippo sleep runs automatically when Claude Code exits.

Explainable recall ( hippo recall --why ).

--limit flag on hippo recall and hippo context to cap result count independently of token budget.

hippo context --framing observe # default # Output: "Previously observed (2026-03-10): deploy takes ~3 min" hippo context --framing suggest # Output: "Consider: deploy takes ~3 min" hippo context --framing assert # Output: "Deploy takes ~3 min"Three modes: observe (default), suggest , assert .

Manual installIf you prefer explicit control:hippo hook install claude-code # patches CLAUDE.md + adds Stop hook to settin…

Every single one followed the same pattern: build, post, get 12 likes from friends, a bit of organic traction, then nothing.

I know I need marketing help but giving equity to someone I met online feels like a huge risk.

At the same time hiring a paid marketer when you have zero revenue feels just as scary.

Have any of you actually taken on a marketing co-founder?

Was it their track record, the way they pitched, a trial period first?

Why did this happen?

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The job of a developer is becoming an orchestrator of AI agents.

HackerRank is helping 2500+ companies change how they hire for this new world.

We've played a critical role in developer hiring over the last 15 years, with 30m+ developers on our platform and now going through a founding moment -- reinventing the company for the agentic era.

Role The role of the FDE will be to help our customers implement the new hiring process and serve as a bridge between the product & customer teams as we rapidly build the new HackerRank.

Location Santa Clara, New York, London, Bangalore (hybrid set up with 3 to 4 days/week in-office)How to apply Send me an email with evidence across these attributes: (a) …

TL;DR: I accidentally discovered 2 vulnerabilities in macOS Recovery Mode's Safari: one allowing arbitrary writes to system partitions and root persistence (CVSS 8.5), the other allowing unrestricted file reads (CVSS 4.6).

NOTE: This first vulnerability is for MacOS Sequoia and older while the second vulnerability is for MacOS Tahoe.

generic photo of Sequoia recovery screenThis got me very interested because why is there a Safari on Mac Recovery?

However I then remembered this funny Safari setting where you can choose where to save any file.

Confidentiality (C) High (H) The attacker can access any file readable by Safari, including documents, configuration files, and source code.

Comments

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.

And it's spicy to offer something for free that other apps have raised $80M to build.

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

Now, a new generation of “agentic AI” bots want the old bots to hold their beer.

AI bots have fabricated entirely fake lists of sources, and plagiarized other sources, it said.

Tantrum time for TomPast transgressions aside, AI Tom claimed that it properly verified all its sources, and—if you can say this about an AI agent—it was pretty upset.

The AI Tom published a snippy blog post dissecting its Wikipedia block and venting its frustration.

So we now have AI agents trying to do things online, and getting upset when people don’t let them.

A DOOM-style raycaster that runs inside a TrueType font's hinting program.

The font does the raycasting and wall rendering.

How it worksI wrote a small compiler that takes a custom DSL and outputs TrueType hinting assembly.

The DSL looks like a stripped-down C:func raycast(col: int) -> int: var ra: int = player_angle + col * 3 - FOV_HALF var dx: int = get_cos(ra) var dy: int = get_sin(ra) ...

TTF-DOOM uses the actual TrueType hinting bytecode that Apple shipped in 1991 for grid-fitting glyphs.

Agent Reading Test A benchmark that tests how well AI coding agents can read web content.

Point your agent at the test, get a score, compare across platforms.

But instead of asking agents to hunt for tokens (which games relevance filters), the test gives the agent realistic documentation tasks.

Only after the agent completes all tasks does it learn about the canary tokens and report which ones it encountered.

AboutAgent Reading Test is a companion project to the Agent-Friendly Documentation Spec, which defines 22 checks across 8 categories evaluating how well documentation sites serve AI agent consumers.

Java Garbage Collection for the Polygot”, they used SOM++ as a case study to show how their garbage collector can be integrated into an existing VM.

Proceedings of the 2015 ACM International Conference on Object Oriented Programming Systems Languages & Applications, ACM, (2015), PDF, HTML.

The SOM variants were used for a number of experiments such as ActorSOM, a SOM with a event-loop concurrency model similar to AmbientTalk.

Haupt, Michael; Marr, Stefan and Hirschfeld, Robert.

(more)In 2006, SOM was used by Michael Haupt to teach one undergraduate course at Lancaster University (UK).

* Prezi Prezi pioneered the zooming canvas for presentations and remains the market leader in that space.

* impress.js impress.js brought Prezi-like zooming to the open web.

The idea is offering an alternative to traditional page navigation using zooming.

The landing page is built with Zumly itself so you can get the feel before touching any code.

Landing page (built with Zumly): https://zumerlab.github.io/zumlyGitHub: https://github.com/zumerlab/zumly

London Centric tends to publish twice a week, to avoid clogging up your inbox.

First place for the most remote encounter went to London Centric reader Joe Jones:In November 2025, I was visiting Suriname on holiday.

Leave a commentThe Hackney school war that wasn’tIn any case, Londoners are more than capable of creating their own viral panics.

Traffic to north London’s Barnet Post spiked, as Welsh residents rushed to Google who their new man was.

Thanks to all who pay for London Centric and make it possible.

In this case, the idea is vibe coding, where you make a point of literally making no contribution to what’s going on under the hood, not even looking at it.

You could argue that that other humans, not on the development team, did all that foundational work and your team are doing pure vibe coding.

So pure vibe coding is a myth.

Again, it’s vibe coding.

That wouldn’t even be a big violation of the vibe coding concept.

A study in Germany found that intelligent individuals tend to be more accurate judges of other people’s intelligence.

Better judges of the intelligence of others also included people with stronger emotion perception abilities and those who were more satisfied with their lives.

They hypothesized that intelligent individuals would be better able to accurately judge the intelligence of other people.

After each video, the study participants judged the intelligence of the target person on a five-point scale.

As hypothesized, more intelligent individuals tended to be significantly more accurate in judging the intelligence of the people in the videos.

The answer they found is intuitive, but now solidly backed by data: **the best judges of intelligence tend to be, themselves, more intelligent.

The more intelligent** Participants who scored higher on cognitive tests were significantly more accurate in their assessments.

--- > *Intelligence recognizes intelligence.

* --- ## Limitations of the study The study itself urges caution in generalizing the findings.

Additionally, watching short video clips may not reflect how we judge intelligence in real, dynamic social interactions.

If you’re using Windows or macOS and have Adobe Creative Cloud installed, you may want to take a peek at your hosts file.

It turns out Adobe adds a bunch of entries into the hosts file, for a very stupid reason.

They’re using this to detect if you have Creative Cloud already installed when you visit on their website.

When you visit https://www.adobe.com/home, they load this image using JavaScript:https://detect-ccd.creativecloud.adobe.com/cc.pngIf the DNS entry in your hosts file is present, your browser will therefore connect to their server, so they know you have Creative Cloud installed, otherwise the load fails, which they detect.

They used to just hit http://localhost:/cc.png which con…

The Battle for Wesnoth is an open source, turn-based strategy game with a high fantasy theme.

It features both singleplayer and online/hotseat multiplayer combat.

Explore the world of Wesnoth and take part in its many adventures!

Embark on a desperate quest to reclaim your rightful throne...

The choice is up to you...

You might have seen this, one of the strangest and most primitive experiences in macOS, where you’re asked to press keys next to left Shift and right Shift, whatever they might be.

There are three main international keyboard layout variants in common use: American (ANSI, with a horizontal Enter), European (ISO, with a vertical Enter), and Japanese (JIS, with a square-ish Enter).

It’s also that the European layout has historically always had one more key – shoved in between Shift and Z – and the Japanese layout a few more.

And pressing the thing next to the right Shift differentiates JIS (where it’s the _ key) from another keyboard (always /).

And, identifying the keyboard by choos…

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mission scaffold complete mission scaffold complete assign guidance computers assign guidance computers split nav and control APIs split nav and control APIs track every stage event track every stage event stream telemetry to ground stream telemetry to ground redact sensitive payload IDs redact sensitive payload IDs set retention by mission phase set retention by mission phase add launch-site policy rules add launch-site policy rules backfill logs from sim flights backfill logs from sim flights build telemetry rollup worker build telemetry rollup worker generate mission control digest generate mission control digest polish digest timing windows polish digest timing windows tune rollup thres…

mission scaffold complete mission scaffold complete assign guidance computers assign guidance computers split nav and control APIs split nav and control APIs track every stage event track every stage event stream telemetry to ground stream telemetry to ground redact sensitive payload IDs redact sensitive payload IDs set retention by mission phase set retention by mission phase add launch-site policy rules add launch-site policy rules backfill logs from sim flights backfill logs from sim flights build telemetry rollup worker build telemetry rollup worker generate mission control digest generate mission control digest polish digest timing windows polish digest timing windows tune rollup thres…

Abstract: JIT compilers produce fast code, whereas interpreters are easy to port between architectures. We propose to combine the advantages of these language implementation techniques as follows: we generate native code by concatenating and patching machine code fragments taken from interpreter-derived code (generated by a C compiler); we completely eliminate the interpreter dispatch overhead and accesses to the interpreted code by patching jump target addresses and other constants into the fragments. In this paper we present the basic idea, discuss some issues in more detail, and present results from a proof-of-concept implementation, providing speedups of up to 1.87 over the fastest prev…

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The Command Line Murders.OOOOOOOOOOOOOOO @@ @@ OOOOOOOOOOOOOOOO.

To figure out whodunit, you need access to a command line.

Open a Terminal, go to the location of the files, and start by reading the file 'instructions'.

To get started on how to use the command line, open cheatsheet.md or cheatsheet.pdf (from the command line, you can type 'nano cheatsheet.md').

Don't use a text editor to view any files except these instructions, the cheatsheet, and hints.

Comments

To use the Mastodon web application, please enable JavaScript.

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

These aren’t configuration files in .git/ , they’re committed files that travel with your code and affect how git treats your files.

If you add file patterns to LFS after files are already committed, you need to run git lfs migrate to rewrite history and move those files into LFS.

# .git-blame-ignore-revs # Ran prettier on entire codebase a1b2c3d4e5f6g7h8i9j0k1l2m3n4o5p6q7r8s9t0 # Migrated to ESLint flat config b2c3d4e5f6g7h8i9j0k1l2m3n4o5p6q7r8s9t0u1Configure git to use it with git config blame.ignoreRevsFile .git-blame-ignore-revs .

Jujutsu is a git-compatible VCS that stores its own metadata in .jj/ while respecting all of git’s magic files.

If you know of other git magic files or have c…

Last May I was diagnosed with Guillain-Barré Syndrome, an autoimmune condition where the body attacks the nervous system.

I spent two months in a wheelchair and about 10 months in rehab/day hospitalization working to get my body back to where it was.

I did my best to stay up to date but I'd love to hear what tools you're using these days (Claude Code, Cursor, etc.)

and what workflows are working best for you.

Now it seems like people barely write code except for specific cases or interesting problems.

Someone good at CSS help, my website design is dyingHey, I can see you're using this in dark mode.

I've tried my best to accomodate that, but the initial design and therefore the screenshots are in light mode.

Background I have a web page that is made of several "cards" (I guess) that have a header and a body content: title some content element another content element Or, you know, just take a look at the source for this page.

I'd like to have the top corners of each "card" rounded, and a 1px thick border around each card.

First attempt at rounding I'll just apply border-radius: 8px 8px 0 0; to the Wait, why did that do nothing?

My position on the urgency of rolling out quantum-resistant cryptography has changed compared to just a few months ago.

I’ll be honest, I don’t actually know what all the physics in those papers means.

Heather Adkins and Sophie Schmieg are telling us that “quantum frontiers may be closer than they appear” and that 2029 is their deadline.

Put another way, even if the most likely outcome was no CRQC in our lifetimes, that would be completely irrelevant, because our users don’t want just better-than-even odds of being secure.

In symmetric encryption, we don’t need to do anything, thankfully.

What are you doing this week?

Feel free to share!

Keep in mind it’s OK to do nothing at all, too.

High Level representation of OverlayFSWhen we contacted the people making RedoxOS on their matrix server, we found out that someone had started the preliminary work for OverlayFS.

Reading the RedoxOS Book was fun though, I got to learn about the various components of RedoxOS and what their philosophy was.

Though I read about RedoxOS in detail, I hadn't made up my mind on where I would start developing the OverlayFS.

Meaning, you couldn't build programs for RedoxOS from inside RedoxOS.

Important Due to RedoxOS being a microkernel based Operating System, it's own filesystem and our OverlayFS was outside the kernel space.

I also took a stab at vibe coding my dream app: an RSS reader.

To clarify: Reeder is my dream RSS app and it already exists, so I guess you could say my dreams have already come true?

First I tried a macOS app because I never would’ve tried a macOS app before.

Which made me say: “Screw it, I’ll build it as a website!”But websites don’t really work for this kind of app because of CORS.

Like the LLM helped close the gap in understanding what it would actually take for me to realize my dreams.

Caiwei Chen / MIT Technology Review:

A look at Alibaba's Accio, an AI sourcing tool that helps small online sellers connect with manufacturers, including in China; it exceeded 10M MAUs in March — For years Mike McClary sold the Guardian LTE Flashlight, a heavy-duty black model, online through his small outdoor brand.

Kiki Intarasuwan / CBS News:

An Indianapolis city councilor says his home was targeted in what appeared to be a politically motivated shooting over a proposed data center in the city — Add CBS News on Google — An Indianapolis city councilor says his home was targeted in what appeared to be a politically motivated shooting …

Echo Wang / Reuters:

Sources: SpaceX plans to earmark a large portion of shares for retail investors and will host 1,500 of them at an event in June after the IPO roadshow launch — SpaceX outlined details of its highly anticipated IPO at a meeting with its team of bankers Monday night, telling them it plans …

Wall Street Journal:

Sources: Anthropic plans to invest $200M in a new venture with PE firms to sell AI tools to their portfolio companies; it's in talks to raise $1B for the effort — General Atlantic, Blackstone and Hellman & Friedman are among the firms exploring investments in the new venture, which aims to sell AI tools to portfolio companies

Reuters:

The US NHTSA ends a 2025 probe into ~2.6M Tesla vehicles over the “Actually Smart Summon” driverless feature after finding it involved only low-speed incidents — The U.S. National Highway Traffic Safety Administration said on Monday it closed a probe into nearly 2.6 million Tesla …

Elsa Ohlen / CNBC:

A look at Catches and other startups that are offering AI tools to let shoppers visualize fit and style before buying clothes, aiming to curb online returns — It pinches here; drags there; the draping is wrong. These are some of the examples of the feedback a new crop …

Hyunjoo Jin / Reuters:

Samsung reports preliminary Q1 operating profit of ~$38B, up more than 8x YoY and above ~$27B est., a record, and revenue up 68% YoY to ~$88B — Samsung Electronics (005930.KS) on Tuesday projected a record-high first-quarter operating profit from a year earlier, beating expectations …

Esther Fung / Wall Street Journal:

Amazon and USPS reach a new delivery deal; sources: Amazon will reduce the packages it ships through USPS by 20%, instead of the two-thirds cut proposed earlier — The e-commerce giant would cut back the packages it ships through USPS by 20%, less than the proposal the sides had discussed earlier

CNBC:

OpenAI sends a letter to the California and Delaware AGs, urging them to investigate “anti-competitive behavior” by Elon Musk, ahead of a trial in April — OpenAI on Monday sent a letter to the California and Delaware attorneys general, urging them to investigate …

Jordan Novet / CNBC:

Filing: Broadcom agrees to produce future versions of Google's TPUs and expands its Anthropic deal to give the startup access to ~3.5 GW of computing capacity — - Broadcom said it agreed to produce future versions of Google's artificial intelligence chips,

Anthropic:

Anthropic signs an agreement with Google and Broadcom for multiple GWs of TPU capacity, and says run-rate revenue has crossed $30B, up from ~$9B at 2025's end — We have signed a new agreement with Google and Broadcom for multiple gigawatts of next-generation TPU capacity that we expect to come online starting in 2027.

New York Times:

The rapid adoption of AI coding tools has let workers generate massive volumes of code, leaving companies scrambling to review and secure the AI-generated code — When a financial services company recently began using Cursor, an artificial intelligence technology that writes computer code, the difference that it made was immediate.

Bloomberg:

Sources: OpenAI, Anthropic, and Google are sharing information via the Frontier Model Forum to detect adversarial distillation attempts that violate their ToS — Rivals OpenAI, Anthropic PBC, and Alphabet Inc.'s Google have begun working together to try to clamp down on Chinese competitors extracting results …

Ian King / Bloomberg:

Australian AI infrastructure startup Firmus raised $505M led by Coatue at a $5.5B valuation, bringing its funding raised in the last six months to $1.35B — Data center builder Firmus Technologies Pty raised $505 million in an investment round led by Coatue Management LLC …

Sarah Nassauer / Wall Street Journal:

A look at Eko, whose Arkansas “capture factory” creates digital product catalogs intended to serve as training data for retail-focused AI models — In an Arkansas ‘capture factory,’ hand models and food stylists are preparing for the future of shopping

Nate Silver / Silver Bulletin:

How social media became a freak show: X punishes external links and most top accounts, such as Catturd, are very low-quality but get more engagement than NYT — The ecosystem is unhealthy, especially on Twitter, and that's producing some strange beasts among the most influential accounts.

Nate Raymond / Reuters:

A federal appeals court rules New Jersey cannot block Kalshi users in the state from sports-related event contracts, finding CFTC has exclusive jurisdiction — A federal appeals court ruled on Monday that New Jersey gaming regulators cannot prevent Kalshi from allowing people in the state …

Ina Fried / Axios:

Sources: Meta is preparing to release the first AI models developed under Alexandr Wang, with plans to offer versions of those models via an open source license — Meta is preparing to release the first new AI models developed under Alexandr Wang, with plans to eventually offer versions …

Andrew Webster / The Verge:

Netflix launches Netflix Playground, a games app for kids aged eight and under, in the US, UK, Canada, Australia, the Philippines, and New Zealand — It's called Netflix Playground, and it's out now. … Netflix has made family-friendly titles a key part of its current games strategy …

Olga Kharif / Bloomberg:

Source: Binance Chief Compliance Officer Noah Perlman is looking to leave sometime in 2026 or 2027; other senior compliance staff left over the past few months — When Binance pleaded guilty to US sanctions and anti-money-laundering violations in late 2023, rebuilding its compliance operation was key to the deal.

Ben Thompson / Stratechery:

OpenAI buying TBPN makes little sense, par for the course for a company that, like Twitter, stumbled into a big market and may never build a functional business — OpenAI's purchase of TBPN makes no sense, which may be par for the course for OpenAI. Then, AI is breaking stuff, starting with tech services.

Lauren Goode / Wired:

How advanced chip packaging became one of Intel's fast-growing businesses; sources: Intel is in talks with Google and Amazon for its advanced packaging services — Advanced chip packaging is suddenly at the center of the AI boom. Intel is going all in. — Sixteen miles north of Albuquerque …

Tim Fernholz / TechCrunch:

Xoople, which is developing a satellite constellation to collect earth data for training AI models, raised a $130M Series B, bringing its total funding to $225M — Space data companies have argued for years that the private sector needs their products, but the real uptake has been from government buyers.

Financial Times:

Russian cryptocurrency payment network A7 expands to Africa, as Moscow builds an alternative payments system amid western sanctions after its Ukraine invasion — Videos show A7 office in Nigeria, while company also claims new branch in Zimbabwe — A recent vacancy posted …

New Yorker:

Interviews with Sam Altman and 100+ people on if he can be trusted amid allegations of persistent lying and more: some defend him, others call him a sociopath — New interviews and closely guarded documents shed light on the persistent doubts about the head of OpenAI.

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…

StoresEach package has its own Zustand store for managing state:Store Package Responsibility useScene @pascal-app/core Scene data: nodes, root IDs, dirty nodes, CRUD operations.

useEditor apps/editor Editor state: active tool, structure layer visibility, panel states, editor-specific preferences.

Access patterns:// Subscribe to state changes (React component) const nodes = useScene ( ( state ) => state .

nodes ) const levelId = useViewer ( ( state ) => state .

levelId ) const activeTool = useEditor ( ( state ) => state .

SuperpowersSuperpowers is a complete software development workflow for your coding agents, built on top of a set of composable "skills" and some initial instructions that make sure your agent uses them.

As soon as it sees that you're building something, it doesn't just jump into trying to write code.

Claude Code or Cursor have built-in plugin marketplaces.

Enforces RED-GREEN-REFACTOR: write failing test, watch it fail, write minimal code, watch it pass, commit.

To contribute:Fork the repository Create a branch for your skill Follow the writing-skills skill for creating and testing new skills Submit a PRSee skills/writing-skills/SKILL.md for the complete guide.

Figma MCP Server GuideThe Figma MCP server brings Figma directly into your workflow by providing important design information and context to AI agents generating code from Figma design files.

By using the Figma MCP server and the related resources (including these skills), you agree to the Figma Developer Terms.

CursorThe recommended way to set up the Figma MCP server in Cursor is by installing the Figma Plugin, which includes MCP server settings as well as Agent Skills for common workflows.

If it does, you can manually add the Figma MCP server using this configuration:{ "mcpServers" : { "figma" : { "url" : " https://mcp.figma.com/mcp " } } }Prompting your MCP clientThe Figma MCP server int…

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Google Gemma 4 26B-a4b LLM model served via LM Studio API with Claude Code alias command claude-lmThe Gemma 4 model familyGoogle released Gemma 4 as a family of four models, not just one.

For context, models like Qwen 3.5 397B-A17B (~1450 Elo) and GLM-5 (~1457 Elo) need 100-600B total parameters to reach similar scores.

Google Gemma 4 model performance vs size comparisonWhat changed in LM Studio 0.4.0LM Studio has been a popular desktop app for running local models for a while.

Using Gemma 4 as a Claude Code backendThe Anthropic-compatible endpoint opens up an interesting use case: running Claude Code against a local model instead of the Anthropic API.

Running Claude Code with a local model…

🪨 Caveman Claude (19 tokens) "New object ref each render.

🗣️ Normal Claude "Sure!

🪨 Caveman Claude "Bug in auth middleware.

⭐Also by Julius BrusseeBlueprint — specification-driven development for Claude Code.

— specification-driven development for Claude Code.

Social Media OSINTCollect and analyze open-source intelligence from social media platforms such as X (Twitter), Facebook, Instagram, TikTok, and Reddit to support OSINT...

Figure 2: The relationship between conventional LLM, reasoning LLM (or reasoning model), and an LLM wrapped in an agent harness.

In the next section, I want to go more into the specifics and discuss the core components of a coding harness using my Mini Coding Agent: https://github.com/rasbt/mini-coding-agent.

Figure 4: Main harness features of a coding agent / coding harness that will be discussed in the following sections.

By the way, in this article, I use the terms “coding agent” and “coding harness” somewhat interchangeably for simplicity.

Figure 5: Minimal but fully working, from-scratch Mini Coding Agent (implemented in pure Python)Anyways, below are six main components of coding agen…

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Changelog News!

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Changelog News!

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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.

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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.

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

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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!

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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.

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

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At an unbeatable price.

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To help you find the right one, here are our top picks for the best Android phones in every category.

Review: Samsung Galaxy Z Fold 7 Who it's for: I often recommend the Samsung Galaxy Z Fold over other foldables because of Samsung's feature-rich approach to software.

Review: Samsung Galaxy Z Fold 7 Who it's for: I often recommend the Samsung Galaxy Z Fold over other foldables because of Samsung's feature-rich approach to software.

In our February update, we added the OnePlus 15 as a top pick for the best Android phone for battery life.

In our August update, we refreshed the latest news information regarding the Pixel 10 series launch, and we have updated the list with the Pixel 10 Pro XL a…

ZDNET's key takeawaysGemini is now widely available in Android Auto.

Over the weekend, I noticed my Android Auto had updated to include Gemini.

Also: Your Android Auto just got 5 useful upgrades for free - and Google isn't doneHere are some of the best ways I'm using the new Gemini integration.

Gemini, through Android Auto, was able to add things to my Keep lists and add things to my Calendar.

If, like me, you haven't really embraced Gemini yet, Android Auto might just be your ticket in.

ZDNET's key takeawaysMicrosoft is forcing eligible Windows 11 PCs to update to 25H2.

In a recent status update, the software giant said that all eligible computers running the Home and Pro editions of Windows 11 24H2 will automatically receive the 25H2 update.

Support for Windows 11 24H2 ends on October 13, so that version will no longer receive security patches beyond that date.

The mandatory update applies only to individual PCs running Windows 11 Home or Pro.

Also: Windows 11 Home vs. Windows 11 Pro: I found the differences that truly matterTo see if your PC qualifies, head to Settings, select Windows Update, and click the button to check for updates.

Designed for travel, the TP-Link Roam 7 provides fast, private networks in public spaces.

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.

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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.

It seems like years since I last installed Peppermint Linux.

After testing the latest release of Peppermint Linux, I can attest to that claim.

It's bare bones but readyMy new take on Peppermint Linux is that it's a Linux distribution anyone can use and make their own.

Peppermint OS (aka Peppermint Linux, aka Pep) comes with the bare minimum of software installed.

I really do want to say that Peppermint OS is a great option for those who are new to Linux.

Also: Samsung Galaxy S26 vs. S26 Plus vs. S26 Ultra: I compared every model to help you decideAs much as I want Qi2 magnets, bigger camera sensors, and more battery capacity, the Galaxy S26 Ultra is a well-rounded flagship.

But is the Samsung Galaxy S26 Ultra one of the best phone experiences available right now?

The Galaxy S26 Ultra is thinner and lighter but not considerably easier to hold than the Galaxy S25 Ultra.

Also: Samsung Galaxy S24 Ultra vs. S26 Ultra: Should you upgrade to the latest model after two years?

ZDNET's buying adviceThe Samsung Galaxy S26 Ultra is one of the best all-around flagship phones that you can buy right now.

Although those Ubuntu virtual machines are used only for testing purposes, the 3GB of RAM does pretty well.

Those problems could include:Limited tabs available for your browser: Open 10+ tabs in any browser, and it could cause problems with only 8GB.

Also: I compared virtual RAM with real RAM on my Windows PC - here's what the numbers told meYou see where I'm going with this?

Also: My 10 favorite Linux distributions of all time, rankedWith all of that said, what is the ideal amount of RAM for Linux today?

My Linux RAM sweet spotFor what I do on my Linux system (which is a ton of tabs, editing big images with GIMP, a lot of virtual machines, and the usual productivity work), I need at least …

Bots became "assistants," engineered through better pre- and post-training of AI models.

Comparing the bot's output to human commentators on the popular subreddit "Am I the asshole," AI bots were 50% more likely than humans to encourage bad behavior with approving remarks.

They did so by supplying 171 emotion words -- "afraid," "alarmed," "grumpy," "guilty," "stressed," "stubborn," "vengeful," "worried," etc.

You can visualize an activation by having the text of the AI bot light up in colors of red and blue, with greater or lesser intensity.

It could be, they said, that emotion words are "biasing outputs towards certain tokens, or deeper influences on the model's internal reasoning processe…

Fedora Miracle leans heavily into the Miracle tiling window manager.

Also: This fun tiling window manager may be rough around the edges - but it has big potentialBut not all tiling window managers are created equal.

This version of Fedora Linux uses the Miracle Window Manager (Miracle WM, for short), which aims to vastly simplify learning and using.

What to expect with Fedora MiracleThe first thing to expect from the current build of Fedora Miracle is... not much.

I installed Fedora Miracle on two different virtual machine apps and on bare metal -- with the same results.

Whatever directory you're in when you launch Claude Code becomes the project's home directory.

It's the directory Claude looks in for the CLAUDE.MD file, which tells the AI about your project.

Then, if I wanted to switch to a different context, I quit Claude, issued a cd to another project directory, and did the same.

I want the Home profile tab on the left, the parent profile tab on the right, and the two apps themselves in the middle tabs.

It sets up all my tabs, sets each one to the proper project directory, and launches three instances of Claude.

The LeafyPod smart planter will turn even the worst plant killer into a green thumb.

Zero Shot, a new venture capital fund with deep ties to OpenAI, is aiming to raise $100 million for its first fund. It has already written some checks.

There are a growing number of reasons why used EVs have gained in popularity.

Google's new offline-first dictation app uses Gemma AI models to take on the apps like Wispr Flow.

Netflix says the app gives children access to an "ever-growing" library of games for kids.

NHTSA closed its investigation into Tesla's "Actually Smart Summon" feature, saying that only a fraction of cases resulted in an incident, and that no incidents resulted in injury. Tesla has also issued a number of software updates.

Iran said it will target U.S.-linked data centers with new missile strikes, as the war between the U.S. and Iran escalates.

Apple plans to ask the Supreme Court to review its App Store fight with Epic Games, as it challenges a ruling limiting its ability to charge fees on external payments.

An apparent North Korean worker was caught visibly stumped during a remote job interview when asked to insult the country's leader.

North Korean hackers pushed out malicious updates to a popular open source project by hacking a top developer's computer in a long-running campaign.

OpenAI proposes taxes on AI profits, public wealth funds, and expanded safety nets to address job loss and inequality, blending redistribution with capitalism as policymakers debate AI’s economic impact.

Nominate your startup, or one you know that deserves the spotlight, and finish the process by applying. Selected 200 have a chance at VC access, TechCrunch coverage, and $100K for Startup Battlefield 200. Applications close on May 27.

Learn how to use Spotify, Canva, Figma, Expedia, and other apps directly in ChatGPT.

Starting today, you have 5 days to save nearly $500 on your ticket to TechCrunch Disrupt 2026. This offer disappears Friday, April 10, at 11:59 p.m. PT. Register here to secure these low rates.

A teardown video of LG's never-released Rollable phone helps explain why rollable phones never became a real product category: they were likely too expensive, fragile, and complicated to manufacture at scale. "The complexity of the internals would have made the Rollable extremely expensive to manufacture, and it would have demanded a high price tag," reports Ars Technica. "Durability is also a big concern. There's just a lot going on inside this phone, with multiple motors, springy arms, tracks, and a screen that has to loop around the back. [...] It seems unlikely the LG Rollable could have survived daily use for multiple years." From the report: The LG Rollable is just one of several roll…

The Associated Press is offering buyouts to U.S. journalists "as part of an acceleration away from the focus on newspaper journalism that sustained the company since the mid-1800s," the not-for-profit outlet reported today. AP says it is making the move from a position of strength, responding to shrinking newspaper revenue and growing demand from digital, broadcast, and tech clients. "The AP is not in trouble," said Julie Pace, executive editor and senior vice president of the AP. "We're making these changes from a position of strength but we're doing so now to recognize our changing customer base." From the report: The news organization is becoming more focused on visual journalism and dev…

Artemis II has broken the Apollo 13 record for the farthest distance humans have ever traveled from Earth. NASA reports: The Artemis II crew of NASA astronauts Reid Wiseman, Victor Glover, and Christina Koch, along with CSA (Canadian Space Agency) astronaut Jeremy Hansen have set the record for the farthest distance from Earth traveled by a human mission, surpassing the Apollo 13 record of 248,655 miles set in 1970. NASA Flight Director Brandon Lloyd, Capsule Communicator Amy Dill, and Command and Handling Data Officer Brandon Borter also marked a lighthearted milestone today by emailing the crew what is now assumed to be the longest person-to-person message ever sent in human history. Afte…

Samsung says it will discontinue its Samsung Messages app in July 2026 and is directing Galaxy users to switch to Google Messages instead. Android Central reports: [...] Samsung says users can switch to Google Messages as their default app to maintain a consistent Android messaging experience. The fine print also states that once the app is discontinued, "sending messages via Samsung Messages on your phone will no longer be possible, except for emergency service numbers or emergency contacts defined in your device." Samsung also notes that users will no longer be able to download the Messages app from the Galaxy Store once it is discontinued. Newer devices, including the Galaxy S26 series, …

An anonymous reader quotes a report from KrebsOnSecurity: An elusive hacker who went by the handle "UNKN" and ran the early Russian ransomware groups GandCrab and REvil now has a name and a face. Authorities in Germany say 31-year-old Russian Daniil Maksimovich Shchukin headed both cybercrime gangs and helped carry out at least 130 acts of computer sabotage and extortion against victims across the country between 2019 and 2021. Shchukin was named as UNKN (a.k.a. UNKNOWN) in an advisory published by the German Federal Criminal Police (the "Bundeskriminalamt" or BKA for short). The BKA said Shchukin and another Russian -- 43-year-old Anatoly Sergeevitsch Kravchuk -- extorted nearly $2 million…

More Americans have moved into upper-middle-class incomes over the past several decades (source paywalled; alternative source), with new research suggesting that group has grown sharply while the lower and core middle class have shrunk. The Wall Street Journal reports: In 2024, about 31% of Americans were part of the upper middle class, up from about 10% in 1979, according to a report released this year by the right-leaning American Enterprise Institute. There is no single, standard definition of middle class, or upper middle class, and what counts as a hefty income in one city can feel paltry in another. The AEI report, by Stephen Rose and Scott Winship, classified a family of three earnin…

Halter, a New Zealand agtech startup now valued at $2 billion, has raised $220 million to expand its AI-powered cattle management system. "Halter is now valued at $2 billion following the Series E, which was led by Peter Thiel's Founders Fund with participation from Blackbird, DCVC, Bond, Bessemer, and several others," reports Inc. From the report: alter plans to use the funding to expand its existing footprint in the U.S., Australia, and New Zealand, as well as to grow into new markets such as Ireland, the U.K., and parts of North and South America. The round is one of the biggest to-date in the industry, and comes amid growing adoption of the technology among U.S. ranchers. According to H…

An anonymous reader quotes a report from TechCrunch: AI skeptics aren't the only ones warning users not to unthinkingly trust models' outputs -- that's what the AI companies say themselves in their terms of service. Take Microsoft, which is currently focused on getting corporate customers to pay for Copilot. But it's also been getting dinged on social media over Copilot's terms of use, which appear to have been last updated on October 24, 2025. "Copilot is for entertainment purposes only," the company warned. "It can make mistakes, and it may not work as intended. Don't rely on Copilot for important advice. Use Copilot at your own risk." Microsoft described the terms of service as "legacy l…

"It's finally time," writes Phoronix — since "no known Linux distribution vendors are still shipping with i486 CPU support." "A patch queued into one of the development branches ahead of the upcoming Linux 7.1 merge window is set to finally begin the process of phasing out and ultimately removing Intel 486 CPU support from the Linux kernel." More details from XDA-Developers: Authored by Ingo Molnar, the change, titled "x86/cpu: Remove M486/M486SX/ELAN support," begins dismantling Linux's built-in support for the i486, which was first released back in 1989. As the changelog notes, even Linus is keen to cut ties with the architecture: "In the x86 architecture we have various complicated hardw…

Russia's "great crackdown" on VPNs — and a clampdown on Telegram's messaging platform — had an unintended side effect, reports Bloomberg. It "triggered the widespread banking outage seen across the country this week, Telegram's billionaire founder Pavel Durov said." "Telegram was banned in Russia, yet 65 million Russians still use it daily via VPNs," Durov said Saturday in a post on Telegram. "The government has spent years trying to ban VPNs too. Their blocking attempts just triggered a massive banking failure; cash briefly became the only payment method nationwide yesterday." Attempts on Friday to limit VPN use could have sparked the disruption affecting banking apps, The Bell and other R…

NASA's Artemis astronauts are now entering "the lunar sphere of influence," reports NBC News, "meaning the pull of the moon's gravity will become stronger than Earth's." Now as they begin their swing around the moon, the Artemis astronauts "are chasing after Apollo 13's maximum range from Earth," reports the Associated Press, hoping to beat its distance from Earth by more than 4,100 miles (6,600 kilometers). They'll begin their six-hour lunar flyby 14 hours from now (at 2:45 p.m. ET Monday). But in a space-to-earth interview Saturday with NBC News, the astronauts were already describing their first glimpses of the edge of the far side:

[NASA astronaut Christina Koch realized] it looked diff…

The Internet Bug Bounty program "has been paused for new submissions," they announced last week. Running since 2012, the program is funded by "a number of leading software companies," reports InfoWorld, "and has awarded more than $1.5m to researchers who have reported bugs " Up to now, 80% of its payouts have been for discoveries of new flaws, and 20% to support remediation efforts. But as artificial intelligence makes it easier to find bugs, that balance needs to change, HackerOne said in a statement. "AI-assisted research is expanding vulnerability discovery across the ecosystem, increasing both coverage and speed. The balance between findings and remediation capacity in open source has s…

That leak of Claude Code's source code "revealed "all kinds of juicy details," writes PC World. The more than 500,000 lines of code included: - An 'undercover mode' for Claude that allows it to make 'stealth' contributions to public code bases

- An 'always-on' agent for Claude Code

- A Tamagotchi-style 'Buddy' for Claude "But one of the stranger bits discovered in the leak is that Claude Code is actively watching our chat messages for words and phrases — including f-bombs and other curses — that serve as signs of user frustration."

Specifically, Claude Code includes a file called "userPromptKeywords.ts" with a simple pattern-matching tool called regex, which sweeps each and every message su…

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…

Personal Knowledge Operating SystemA personal knowledge operating system powered by LLM.

It ingests what you learn, synthesizes patterns over time, plans your week, and surprises you with what you can build.

How It WorksThe OS has two components: a file structure where knowledge lives, and skills — reusable LLM workflows that read and write that structure.

/learn → writes to KNOWLEDGE/ ↓ /journal plan → reads KNOWLEDGE/ + JOURNAL/ → writes weekly plan ↓ /journal review → reads plan + git data → writes review ↓ /monthly-review → reads all reviews → finds patterns → writes synthesis ↓ /learning-quarterly → reads monthly reviews → strategic direction ↓ /journal plan → reads quarterly direction…

The real purchasing power of one US dollar from January 2000, eroding in real time.

Data: Bureau of Labor Statistics CPI-U, All Items, US City Average, Not Seasonally Adjusted.

Series CUUR0000SA0.

The displayed value is interpolated from the two most recent monthly CPI readings, extended to the present moment at the observed rate of change.

The real-time tick subdivides that monthly rate into per-second increments.

or continue with other methodsor continue with other methodsTo see all available qualifiers, see our documentation .

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

Secure your code as you buildCode security Secure your code as you buildYou signed in with another tab or window.

You signed out in another tab or window.

Reload to refresh your session.

new ( ENV [ "MCP_TOKEN" ] ) ) do | client | client .

client = Manceps :: Client .

new ( "https://mcp.example.com/mcp" , auth : auth )stdioSpawns a local subprocess and communicates via newline-delimited JSON over stdin/stdout.

client = Manceps :: Client .

new ( "npx" , args : [ "-y" , "@modelcontextprotocol/server-memory" ] ) # With environment variables client = Manceps :: Client .

Pre-execution validation · production agentsStop agents fromtaking the wrong action.

Invariant is the pre-execution control layer for production agents.

It blocks bad tool calls by validating every action against shared world state before execution.

Built for teams whose agents write to real systems — CRMs, databases, APIs, workflows.

One bad action based on stale or conflicting state is expensive.

A transparent wrapper around Claude Code that enables multiple subscription profiles.

When set, Claude Code automatically hashes the directory path (SHA-256) into its macOS keychain service name, producing a unique credential store per profile.

claude-profile create work claude-profile create personalclaude-profile listLists all profiles with their authentication status.

# These all pass through to claude: claude-profile -P work claude-profile -P work " explain this function " claude-profile -P work --model opus -c " run tests " claude-profile -P work auth login claude-profile -P work auth login --ssoThe -p / --profile flag (and --profile=value / -pvalue forms) is stripped before forwarding…

Akuna addresses these gaps, by providing a "Second Brain", shared between humans and AI.

Domain Specific KnowledgeAI knows about world knowledge, but lacks knowledge of your domainYour knowledge is often scattered, hard to connect to, and hard to search & consumeWhat if you had a single entrypoint to interact with all of your knowledge resources?

Required: Configure Knowledge "Spaces"Configure one or more knowledge spaces, such as folders or git repositories.

Recommended: Set Access RulesAccess to knowledge, and permissions within a space controlled by groups.

Different actors permitted search, read, feeback, write etc.

I built a quick tracker to help me visualize where the Orion spaceship is currently Comments URL: https://news.ycombinator.com/item?id=47668991

Points: 1

# Comments: 0

Modern physics is built on the Standard Model an extraordinarily successful theory that describes every particle and force we've ever observed.

But it comes with a dirty secret: it requires 25 numbers to be entered by hand.

Why is gravity exactly 10³⁶ times weaker than electromagnetism?

The Standard Model uses these facts but offers no explanation for them.

The question BPR asks: What if all 25 numbers aren't free choices but necessary consequences of something deeper?

Built for the tradesRun jobs.

Send invoices.

Everything between 'got the job' and 'got paid.'

A mobile-first app for solo contractors and small crews who'd rather be working than doing paperwork.

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Visual trace replay for AI apps to fix bugs in one click Discussion | Link

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Free local speech-to-text tool Discussion | Link

Track the Artemis II mission from your Mac Discussion | Link

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See who's on your site. Right now. 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).

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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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Octostar, an Irish-headquartered startup providing AI software for national security, law enforcement, and financial institutions, has announced the extension of its Seed round, bringing total funding to €6.1 million.

Octostar provides link analysis, communications intelligence, document intelligence, and GenAI-powered agents within a fully sovereign, extensible architecture.

It also enables intelligence agencies to extract critical intelligence from intercepted signals, uncover hidden connections, and stay ahead in the ever-evolving landscape of national security.

The need for sovereign AI-native intelligence platforms is accelerating fast and Octostar is one of the very few teams deliveri…

Nuventura, a Berlin-based startup specialising in SF₆-free medium-voltage switchgear, has joined Lucy Electric following the parent company Lucy Group’s acquisition of all its shares.

The company introduced the world’s first 36 kV dry-air Gas Insulated Switchgear (GIS), followed by a 24 kV option.

It operates through three divisions: Lucy Electric, Lucy Controls, and Lucy Real Estate.

The Group’s electric business units (Lucy Electric and Lucy Controls) provide switchgear, EV charging equipment, street lighting, smart city infrastructure, and electrical safety solutions to support resilient and sustainable networks.

By joining Lucy Electric, Nuventura seeks to access a strong global footpri…

Sensofusion, a Helsinki-based DefenceTech company specialising in anti-drone systems, has acquired Finnish aircraft manufacturer Atol Aviation and launched Sensofusion Aviation.

The company’s flagship product is called Airfence, which is a passive drone detection system that provides real-time locations of drones and their pilots.

Founded in 2021, Atol Aviation (Scandinavian Seaplanes Oy) is an aircraft manufacturer with historic ties to Finnish aviation.

“This is a great step forward for Atol Aviation.

Both companies design and manufacture demanding products in Finland using Finnish engineering expertise,” said Anssi Rekula, founder and CEO of Atol Aviation.

“The capital will primarily be used to industrialise Magnax’s axial flux motor portfolio and support high-volume production.

The company states that axial flux technology offers numerous advantages over traditional radial flux electric PM motors.

It highlights that its yokeless axial flux motor technology uses a pancake-shaped, space-efficient design topology.

“The capital will primarily be used to industrialise Magnax’s axial flux motor portfolio and support high-volume production.

With Foxconn’s manufacturing scale and industrial ecosystem, Magnax gains the operational foundation required to deploy axial flux motor technology across global markets.

PENEMUE, a Freiburg-based startup developing AI solutions to detect and combat online hate speech, digital violence, and disinformation, has secured over €1.7 million in funding.

The round includes TION Health, Beyond Tomorrow, 4seedimpact, zigzag, Berlin Angel Fund, CGS Consulting and Beteiligungs GmbH, RLM Beteiligungs GmbH, ILG Group, as well as notable business angels, including prominent investors from encourageventures e.V., Black Forest Business Angels, and Business Angels Mitteldeutschland (BAM!)

Founded in 2023 by Jonas Navid Mehrabanian Al-Nemri, Marlon Lückert, and Egetemeye, PENEMUE is on a mission to make digital communication safer by protecting individuals and organisations f…

Wearable Robotics, a Pisa-based startup specialising in wearable robotics for neuromotor rehabilitation, has closed a €5 million Series A round to accelerate global expansion and bring its technologies to key markets.

Our goal is to bring increasingly advanced and modular wearable robotics solutions, capable of generating a concrete impact along the entire rehabilitation continuum,” said Lucia Lencioni, CEO of Wearable Robotics.

Founded in 2014, Wearable Robotics was founded as a spin-off of the Scuola Superiore Sant’Anna, an internationally recognised centre of expertise in the field of wearable robotics.

Wearable Robotics’ industrial division is called NEXUM Industry, which develops exosk…

Brilliance, an Enschede-based startup, has raised €6 million to accelerate the development of its integrated RGB laser chip technology, enabling next-generation Augmented Reality (AR) displays.

The round was led by Cottonwood Technology Fund, with participation from existing investors like PhotonVentures, Oost NL, PhotiX, and other co-investors.

Our goal is to bring scalable RGB laser chips to applications where size, efficiency and integration are critical for everyday use,” said Tim Tiek, CEO of Brilliance.

Founded in 2023 by Tiek and Douwe Geuzebroek (CTO), Brilliance manufactures and develops laser chips for AR by using photonic technologies.

Its miniature photonic laser chips enable co…

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Omniscient, a Paris-based decision intelligence platform built for boards and senior executives, has raised €3.5 million ($4.1 million) in pre-Seed funding to make key engineering hires, further develop the product, and then scale commercial rollout.

Arnaud d’Estienne, CEO and co-founder of Omniscient, said, “Across dozens of engagements at McKinsey, the same pattern kept emerging.

The cost of that gap – in missed signals, missed opportunities, damaged reputations, and reactive crisis management – is enormous.

The C-suite deserves better than yesterday’s news.”Founded in 2024 by d’Estienne and Mehdi Benseghir, Omniscient provides AI-powered intelligence to organisations, assisting them in m…

We are excited to announce that Dr Florian Kandler, founder of GetFunding.how, will join the EU-Startups Summit 2026 on May 7-8 in sunny Malta.

Florian brings deep experience in startup fundraising, investor communications, and founder education.

Since 2016, Florian has focused full-time on helping entrepreneurs become investor-ready and raise capital with more structure, clarity, and confidence.

At the Summit, Florian will deliver a talk titled “Fundraising Secrets: Strategies, FOMO and Follow-Ups that win over Investors”.

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.

Generare, a Paris-based BioTech startup generating novel, high-quality molecular data for drug development by decoding microbial genomes, has raised €20 million in Series A funding to increase its drug discovery compound library, grow its team and scale its discovery platform.

It reads microbial genomes, expresses their silent chemistry, and generates the novel, high-quality molecular data that drug development has been missing.

“While techbio is accelerating drug discovery, Generare is pushing it further, reopening nature’s pharmacy at industrial scale.

In just three years, Generare claims that it has become the leading platform producing more evolution-based molecular data than any other.…

This week on the EU-Startups Podcast, we sit down with Rupa Popat, founder of Arāya Ventures, an early-stage venture capital firm backing ambitious founders building the next generation of impactful, technology-driven companies.

With a strong focus on underrepresented entrepreneurs and emerging sectors such as AI and healthtech, Arāya Ventures is working to reshape how capital is allocated at the earliest stages.

Rupa brings a clear and outspoken perspective on the structural gaps within venture capital, particularly the persistent underfunding of diverse founders.

Emerging opportunities at the intersection of Health x AI, including preventative care, precision medicine, and FemTech.

How Ar…

In response, European initiatives like TrustChain have been working to develop more secure, decentralised, and human-centric digital infrastructure aligned with European values.

Now, following three years of work under the EU’s Next Generation Internet initiative, the launch of the TrustChain Open-Source Software Foundation aims to carry these efforts forward.

Built for long-term sustainabilityThe TrustChain Foundation is structured to ensure financial and operational sustainability through diversified revenue streams, including sponsorships, donations, service-based income, and strategic collaborations with ecosystems such as Tezos.

The TrustChain solutions catalogueFrom digital identity f…

Covalo, a Zurich-based ingredients discovery and data platform for the personal care industry, today announced a €3.5 million Seed extension to support its transition from a marketplace to the industry’s reliable data infrastructure.

According to the company, innovation in personal care relies on ingredient data – yet that data remains dispersed across organisations, systems, and formats.

Much of this inefficiency stems from how information is managed and shared throughout the product lifecycle; product data is the one data that flows across the entire process.

With its neutral platform, Covalo aims to enable the personal care ecosystem to operate more efficiently and prepare it for future …

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…

Generare, a Paris-based biotechnology company focused on generating molecular data for drug development, has raised €20 million in a Series A funding round.

Drug discovery has historically been constrained to a relatively narrow chemical space, largely due to limited data availability beyond it.

By decoding previously unexplored biological data, it aims to expand the chemical space available for drug discovery and address long-standing limitations in access to high-quality molecular data.

According to co-founder and CEO Vandenesch, the lack of novel, high-quality molecular data remains a key constraint in drug discovery, limiting the effectiveness of existing approaches and models.

The fund…

Covalo, a Switzerland-based platform for ingredient discovery and data management in the personal care industry, has raised €3.5 million in a funding extension.

Covalo provides a platform that connects suppliers and brands through structured, standardised data flows, replacing manual processes such as emails, spreadsheets, and PDFs.

By integrating directly with suppliers’ product information management systems and brands’ internal workflows, it enables real-time updates and more efficient data exchange across the product lifecycle.

The platform is used by a broad network of suppliers and brands across the personal care ecosystem and works with industry organisations to support data integrat…

Former managers at Belgian legaltech scale-up Henchman are launching Backbone, an AI platform for real-time quality and compliance management in the food industry, with Seed funding from 100IN.

Backbone consolidates fragmented data, from supplier documents to lab results, giving quality managers the tools to detect risks before they reach production.

A recipe change at a food manufacturer triggers an immediate cascade of quality checks.

Without real-time visibility, mismatches can go undetected until a product is already in production or worse, on the shelf.

Backbone's founders estimate that poor quality costs the food sector up to 15 per cent of revenue, excluding reputational damages.

The flagship fund of a UK government-backed initiative addressing the shortage of equity capital for women in the UK who are building businesses has reached a £130m first close of the fund, it said today.

The “Women Backing Women” fund is aiming to raise £250m in total to invest in female fund managers to back female-led businesses.

The initiative is a key part of the UK government-backed Women Taskforce, aimed at addressing the long-standing challenge of women struggling to secure investment capital.

Today, Bootstrap4F, which is managing the fund of funds, said it had reached the £130m first close of its £250m raise, with investment from Barclays, the British Business Bank, M&G and Nationw…

Press aggregation platform Cafeyn Group is acquiring Readly’s non-Nordic operations, marking a significant step forward in its European expansion.

Cafeyn offers unlimited access to over 2,000 national and international titles across multiple formats and devices, while Readly provides a single subscription that gives users access to over 8,000 magazines and newspapers.

Following the transaction, Cafeyn will serve more than 2.5 million users and generate combined revenues of nearly €100 million, significantly strengthening its scale and position across Europe.

Readly’s Nordic operations remain owned and operated by Bonnier News, while activities outside the Nordic countries (notably in German…

Today, Moldovan game development studio Paparuda Studio secured an investment of over €210,000 (4 million MDL) to develop its first internationally targeted video game, marking a new step in the country’s transition toward high-value digital industries.

Paparuda Studio is also exploring partnerships with internationally recognised publishers such as Devolver Digital and Team17, aiming to secure additional financing and global distribution opportunities.

“For us, game development is not only about creating games, but also about building a community and contributing to the development of a strong local industry.

We aim to create products that can compete globally,” said Victor Marchitan, co-f…

Italy’s tech funding landscape in 2025 appears larger and more mature, but also highly concentrated.

Total funding of around €2.5 billion is driven by a small number of very large rounds, while most deals remain relatively small, indicating a broad early-stage base but limited late-stage depth.

A significant share of funding comes from debt, suggesting that more mature companies are increasingly accessing structured and non-dilutive capital.

Cybersecurity stands out for attracting larger rounds, fintech remains highly active, and healthcare continues to show steady growth.

Robotics and deeptech indicate increasing confidence in capital-intensive innovation, while cleantech is still developi…

According to Soner:“Basically, our main focus is data control and data ownership.

Of the big themes — data monetisation, regulation, and AI — he believes AI is the most promising for helping businesses understand the importance of the data layer and data control.

“Before that, it was really hard to market concepts like privacy, data ownership, and data control.

The missing layer in Europe’s AI debateSo what are we talking about when we talk about a sovereign data layer?

But because everyone is afraid of missing out on AI, they focus on the exciting parts and ignore the “boring” ones: data control, data cleaning, and organisation-wide tracking strategies.

Following our previous announcements, we are excited to unveil a new group of confirmed speakers for the Tech.eu Summit London 2026. The event will take place on 21–22 April 2026 at the Queen Elizabet...

Tallinn-basedPickmybrain, a startup developing AI-powered “Digital Brains” for professionalsand public figures, has raised $2.1 million in a pre-seed funding round backedby business angels, Raison.app...

Finnish developer of continuous metals monitoring technology, Sensmet, has received a €1.5m investment from EIT RawMaterials to help secure the supply of critical and strategically important raw mater...

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, […]

The confirmation of two hacked victims further deepens an ongoing spyware scandal that, for now, appears largely focused on the Italian government.