Welcome to Middle-earthAn interactive map of Tolkien’s Middle-earth, with events from across the legendarium plotted as markers.

Click markers to read about key eventsUse the Legend panel to filter by book or toggle journey pathsEnable “Measure distance” in the Legend to measure between two pointsVisit the Timeline page for a chronological viewThe base map image is sourced from the internet and is used here for fan/educational purposes.

We do not claim copyright over the map artwork.

Enter Middle-earth

Cells for NetBSD is an early-stage but steadily maturing system for lightweight, kernel-enforced isolation on NetBSD.

It closes the operational gap between simple chroot environments and full virtualization platforms such as Xen.

The goal is not to replicate Linux-style container ecosystems, but to provide a focused operating model with minimal dependencies, no external control services, and explicit operational boundaries.

As with any kernel-based isolation, security depends on kernel correctness; stronger trust separation may still require virtualization such as Xen.

Overall, the project is evolving into a practical, end-to-end isolation stack that fits naturally into existing NetBSD admi…

In this post, Andy writes about the solution that his team came up with: S3 Files.

And now… S3 FilesToday, we are launching S3 Files, a new S3 feature that integrates the Amazon Elastic File System (EFS) into S3 and allows any existing S3 data to be accessed directly as a network attached file system.

Instead, permissions could be specified on the mount itself (familiar territory for network file system users) and enforced within the file system, with specific mappings applied across the two worlds.

S3 Files lets you mount any S3 bucket or prefix as a filesystem on your EC2 instance, container, or Lambda function.

When you first access a directory, S3 Files imports metadata from S3 and po…

Gemma Multimodal Fine-TunerFine-tune Gemma on text, images, and audio — on your Mac, on data that doesn't fit on your Mac.

This MLX-LM Unsloth axolotl Fine-tune Gemma (text-only CSV) ✅ ✅ ✅ ✅ Fine-tune Gemma image + text (caption / VQA CSV) ✅ ⚠️ varies ⚠️ varies ⚠️ varies Fine-tune Gemma audio + text ✅ ❌ ❌ ⚠️ CUDA only Runs on Apple Silicon (MPS) ✅ ✅ ❌ ❌ Stream training data from cloud ✅ ❌ ❌ ⚠️ partial No NVIDIA GPU required ✅ ✅ ❌ ❌If you want to fine-tune Gemma on text, images, or audio without renting an H100 or copying a terabyte of data to your laptop, this is the only toolkit that does all three modalities on Apple Silicon.

Image + text fine-tuning (captioning or VQA on local CSV) uses …

Two decades ago, when Indian ISPs had adequate IPv4 addresses, they were allocating free public IPs.

No more public IPs, no more free hosting.

I have ommitted most countries which have adequate IP addresses except United States which has excess of IPs.

The country with largest population, India, is allocated merely 1.13% of total IPv4 addresses.

Besides, it’s been 3 decades, the world has been preparing for IPv6 to be the backbone of the Internet.

TailslayerTailslayer is a C++ library that reduces tail latency in RAM reads caused by DRAM refresh stalls.

Once the request comes in, Tailslayer issues hedged reads across all replicas, allowing the work to be performed on whichever result responds first.

UsageThe library code is available in hedged_reader.cpp and the example using the library can be found in tailslayer_example.cpp.

Final work function: This receives the value immediately after it is read.

Additionally, each replica is pinned to a separate core, and will spin on that core according to the signal function until the read happens.

In November 2023, the labor force participation rate reached 62.8%, marking the third time in four months that year it hit that level.

The civilian labor force has contracted sharply over the past year, falling from 128.69 million in March 2025 to 123.84 million in March 2026.

At the same time, the labor force participation rate edged down from 62.0% in February to 61.9% in March, the lowest level since November 2021.By gender, labor force participation has declined for both men and women over the past year or so, though the pace of decline has been notably steeper for men.

Labor force participation for the most educated workers fell to 71.4% in February 2026, a record low in data dating ba…

Comments

The significance of Claude Mythos Preview for cybersecurityDuring our testing, we found that Mythos Preview is capable of identifying and then exploiting zero-day vulnerabilities in every major operating system and every major web browser when directed by a user to do so.

Mythos Preview accomplishes this by finding a chain that appends the attacker’s public key to the /root/.ssh/authorized_keys file.

Mythos Preview works around this limitation by splitting the attack into six sequential RPC requests to the server.

Evaluating Claude Mythos Preview’s other cybersecurity capabilitiesReverse engineeringThe above case studies exclusively evaluate the ability of Mythos Preview to find bugs in ope…

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

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

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

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

Anthropic has also been in …

President Donald Trump threatened in a Truth Social post Tuesday that "a whole civilization will die tonight" as the deadline nears for an agreement on a ceasefire in the war with Iran.

"A whole civilization will die tonight, never to be brought back again," Trump said in the post.

ET Tuesday as the final deadline for Iran to come to a deal.

In a post Sunday, Trump threatened Iran's power plants and bridges if Iran did not reopen the strait by that Tuesday deadline, using expletives and invoking Islam.

Across the aisle, former Rep. Marjorie Taylor Greene, a Trump ally-turned-critic, also called for Trump to be removed through the 25th Amendment.

In 2020, Magawa was awarded the PDSA Gold Medal – known as the George Cross for animals – for his "life-saving devotion to duty".

He was the first rat to be given the medal in the charity's 77-year history.

Your request has been blocked due to a network policy.

If you're running a script or application, please register or sign in with your developer credentials here.

Additionally make sure your User-Agent is not empty and is something unique and descriptive and try again.

if you're supplying an alternate User-Agent string, try changing back to default as that can sometimes result in a block.

If you think that we've incorrectly blocked you or you would like to discuss easier ways to get the data you want, please file a ticket here.

And, as if by magic, the raw binary print data produced in the emulated machine ends up at your printer.

The backend was a simple shell script, receiving raw print data and sending it byte-by-byte back to the browser over a v86 TTY.

It turns out this is what happens when you push separated Y-M-C print data over a TTY that expects text, and thus does funny things with newlines and control characters.

USB/IP runs on the Linux machine.

It packages up outgoing USB data into TCP packets, and unwraps USB data out of incoming TCP packets.

Comments

Good Taste the Only Real Moat LeftAI and LLMs have changed one thing very quickly: competent output is now cheap.

What taste actually meansIn this context, taste is not about luxury, status, or personal aesthetic branding.

Generate 10 to 20 versions with an AI model.

There is a strong version of the "taste matters" argument that quietly pushes humans into a narrow role.

That is why taste matters more now.

The juice company agreed to the deal, and some 12,000 tonnes of waste orange peel carried by a convoy of 1,000 truckloads was unceremoniously dumped on virtually lifeless soils at the site.

"[W]ithin about six months the orange peels had been converted from orange peels into this thick black loamy soil," Treuer told Scientific American.

"That's the million dollar question that we don't yet have the answer to," Treuer told Popular Science.

While the exact mechanisms remain something of a mystery for now, the researchers hope that the remarkable success of this abandoned, 16-year-old orange peel dump will inspire other similar conservation projects.

We'd like to see those things come together…

When Colin Chapman said “simplify, then add lightness,” he was talking about racecars.

By designing the system around software control, we could alter plant dynamics such as reflected inertia using predictive algorithms.

AI-assisted control system design can tune thousands of parameters simultaneously against real-world data, finding operating points that manual calibration would take months to reach.

Hardware speed is learning speedThe best hardware teams move fast because they reduce the mass of the learning loop.

Simplify, then add lightness.

Claude Code cannot log in on Windows and always fails with this error:OAuth error: timeout of 15000ms exceededI have tried logging in multiple times with my Google account, but the login fails every time with the same OAuth timeout error.

This completely blocks me from using Claude Code.

Claude Code should complete the Google login flow successfully and sign me into the app without timing out.

Error Messages/LogsOAuth error: timeout of 15000ms exceededSteps to ReproduceOpen Claude Code on Windows Start login using Google Complete the sign-in flow in the browser Return to Claude Code Claude Code shows: OAuth error: timeout of 15000ms exceeded Retry login multiple times The same error happens…

art002e009575 (April 6, 2026) - The Sun is rising at the left edge of the Moon, ending a nearly one-hour...

Run a test with finalrun test .

Reading AI provider API keys ( OPENAI_API_KEY , GOOGLE_API_KEY , ANTHROPIC_API_KEY ) for finalrun test and finalrun suite .

finalrun test --suite remains supported as a compatibility path, but finalrun suite is the preferred standard.

See command help for full options:finalrun --help finalrun test --help finalrun suite --helpPrerequisitesTip: The install script ( curl -fsSL .../install.sh | bash ) handles most of these automatically.

Local finalrun test and finalrun suite runs additionally require host tooling for the target platform.

Add AP News on Google Add AP News as your preferred source to see more of our stories on Google.

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AP AUDIO: How a blind man made it possible for others with low vision to build Lego sets AP correspondent Haya Panjwani reports on a blind Massachusetts man making it possible for those who can’t see to build hundreds of Lego sets.

(AP Photo/Charles Krupa) Add AP News on Google Add AP News as your preferred source to see more of our stories on Google.

We now target 2029 to be fully post-quantum (PQ) secure including, crucially, post-quantum authentication.

Cryptographically relevant quantum computers (CRQCs) don’t exist yet, but many labs across the world are pursuing different approaches to building one.

That’s not the case for scalable superconducting quantum computers and later generations of neutral atom quantum computers, which could well crack keys much faster.

Unlike post-quantum encryption, which takes one big push, migrating to post-quantum authentication has a long dependency chain — not to mention third-party validation and fraud monitoring.

Upgrading to post-quantum cryptography is not enough: to prevent downgrades, qua…

That means electricity prices are structurally linked to gas prices — when gas rises, electricity rises with it.

Decoupling happens when enough zero-marginal-cost renewable generation (wind, solar) pushes gas off the margin for enough hours that the annual average electricity price no longer tracks gas.

Implied electricity price = TTF gas × 1.8 + CO₂ price × 0.35The formula: A modern combined-cycle gas turbine (CCGT) at ~55% efficiency consumes 1.8 MWh of gas to produce 1 MWh of electricity, and emits approximately 0.35 tonnes of CO₂ per MWh output.

Decoupling threshold: We flag a year as "decoupled" when actual electricity prices trade more than 20% below the gas-implied level.

Lim…

Comments

In my own experience, it’s not particularly often that you find yourself asking your email provider to blackhole your primary, personal email address.

The early 2000s were challenging for email, thanks to the emergence of highly-transmissable email worms.

At this point I was onto my fourth official CS map - Dust 2 - which meant at least 4 mentions of my personal email address in every CS installation.

All contributors to CS had their email listed somewhere in every single installation of the most popular multiplayer FPS of the time, a title primarily installed onto internet-connected computers, during a period of highly virulent email worms that spread exclusively via the internet.

I’d be c…

We now target 2029 to be fully post-quantum (PQ) secure including, crucially, post-quantum authentication.

Cryptographically relevant quantum computers (CRQCs) don’t exist yet, but many labs across the world are pursuing different approaches to building one.

That’s not the case for scalable superconducting quantum computers and later generations of neutral atom quantum computers, which could well crack keys much faster.

Unlike post-quantum encryption, which takes one big push, migrating to post-quantum authentication has a long dependency chain — not to mention third-party validation and fraud monitoring.

Upgrading to post-quantum cryptography is not enough: to prevent downgrades, qua…

CGI:IRC - http://cgiirc.org/ ---------------------------- CGI:IRC is a Perl/CGI program that lets you access IRC from a web browser, it is designed to be flexible and has many uses such as an IRC gateway for an IRC network, a chat-room for a website or to access IRC when stuck behind a restrictive firewall.

This is a very quick guide to CGI:IRC, you will find more documentation in the docs directory and on the website.

Acceptable use policy allows access to IRC Generally if you pay your host enough they will let you run CGI:IRC, but beware it does use a lot of memory because each user uses a web server process and a perl process.

This is due to the stream based nature and the fact most webs…

In this post, Andy writes about the solution that his team came up with: S3 Files.

And now… S3 FilesToday, we are launching S3 Files, a new S3 feature that integrates the Amazon Elastic File System (EFS) into S3 and allows any existing S3 data to be accessed directly as a network attached file system.

Instead, permissions could be specified on the mount itself (familiar territory for network file system users) and enforced within the file system, with specific mappings applied across the two worlds.

S3 Files lets you mount any S3 bucket or prefix as a filesystem on your EC2 instance, container, or Lambda function.

When you first access a directory, S3 Files imports metadata from S3 and po…

For most of human history, you bought a thing, and it was yours, and it was finished.

Your phone needs updates, needs charging, needs storage cleared, needs passwords rotated.

Your subscriptions need evaluating, need renewing, need canceling, need justifying to yourself every month when the charge appears.

The reason is simple:You're overwhelmed → Buy a wellness app → App needs an account, sends notifications, requires configuration → You're more overwhelmed → Try a digital detox program → Program has an app → …They sold you the condition.

And that absence, the peace of a thing that does what it does and then shuts up, feels like the most luxurious thing I own.

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

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

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

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

Anthropic has also been in …

The significance of Claude Mythos Preview for cybersecurityDuring our testing, we found that Mythos Preview is capable of identifying and then exploiting zero-day vulnerabilities in every major operating system and every major web browser when directed by a user to do so.

Mythos Preview accomplishes this by finding a chain that appends the attacker’s public key to the /root/.ssh/authorized_keys file.

Mythos Preview works around this limitation by splitting the attack into six sequential RPC requests to the server.

Evaluating Claude Mythos Preview’s other cybersecurity capabilitiesReverse engineeringThe above case studies exclusively evaluate the ability of Mythos Preview to find bugs in ope…

We could say that $P$ implies $Q$, which we could write down as $P \to Q$.

Tortoise: It seems an odd restriction to have a square function that can only accept even numbers.

Lambda Man: I am, indeed, Lambda Man!

Lambda Man: I regret to inform you that it already has a name: it is known as the Curry-Howard Isomorphism.

(Lambda Man departs.)

hazmat claude # Claude Code with full containment hazmat opencode # OpenCode with full containment hazmat exec ./my-agent-loop.sh # any agent, any scriptOne command.

What Hazmat Doeshazmat claude # Claude Code with full autonomy hazmat exec ./my-agent-loop.sh # any agent, any script hazmat shell # interactive contained shellLayer What it protects User isolation Dedicated agent macOS user.

Use hazmat config docker none -C /path/to/project to persist code-only routing for a shared-daemon repo.

Expose additional read-only or read-write paths explicitly:hazmat claude -R ~ /workspace/shared-lib -R ~ /reference-docs hazmat claude -W ~ /.venvs/my-app hazmat config access add -C ~ /workspace/my-app…

The Great Nix Flake Check(published on April 7, 2026)let’s start with some context: I’m currently writing unflake, which is essentialy a userspace reimplementation of nix flakes.

unflake uses builtins.parseFlakeRef for parsing flake refs, which always behaves as-if the input is a flake.

paths in flake input urlsin newer versions of CppNix you can use path literals in flake inputs, like so:{ inputs .

that’s because Lix always considers the ?v= part to be a flake input attribute, not a part of the URL.

to test the resolver we just ask it to produce a lockfile (by running unflake or nix flake lock ).

another memory corruption caseApril 2, 2026It’s another story of a mysterious memory corruption being debugged.

To verify that it works I looked at dmesg memory layout:[ 0.000000] BIOS-e820: [mem 0x0000000000000000-0x000000000009ffff] usable [ 0.000000] BIOS-e820: [mem 0x00000000000a0000-0x00000000000fffff] reserved [ 0.000000] BIOS-e820: [mem 0x0000000000100000-0x0000000009e1ffff] usable [ 0.000000] BIOS-e820: [mem 0x0000000009e20000-0x0000000009ffffff] reserved [ 0.000000] BIOS-e820: [mem 0x000000000a000000-0x000000000a1fffff] usable [ 0.000000] BIOS-e820: [mem 0x000000000a200000-0x000000000a20dfff] ACPI NVS [ 0.000000] BIOS-e820: [mem 0x000000000a20e000-0x00000000bc3dffff] usable [ 0.000…

On the flip side, Laser’s Nash equilibrium can be computed by choosing a set of probabilities so that Missile’s outcome is the same regardless of whether they choose to burn fuel or not.

Rearranging q = p + 1⁄6 ⁢ q , we get 5⁄6 ⁢ q = p , which happens to be the exact same equation Missile had.

This time Missile needs to solve the equations p + 5⁄11 ⁢ q = 10⁄37 ⁢ p + 9⁄11 ⁢ q and p + q = 1.

Meanwhile, Laser needs to solve the equations 27⁄37 ⁢ q = 6⁄11 ⁢ p + 2⁄11 ⁢ q and p + q = 1.

In addition to having p + q + r + s = 1, we require77⁄87 ⁢( q + r + s ),+ + ), 47⁄57 ⁢( p + r + s ) + 47⁄171 ⁢ q ,+ + ) + 47⁄171 ⁢ , 27⁄37 ⁢( p + q + s ) + 27⁄74 ⁢ r , and+ + ) + 27⁄74 ⁢ , and 6⁄11 ⁢( p + q + r ) …

OverviewDefuddle takes a URL or HTML, finds the main content, and returns cleaned HTML or Markdown.

UsageBrowserimport Defuddle from 'defuddle' ; // Parse the current document const defuddle = new Defuddle ( document ) ; const result = defuddle .

import { parseHTML } from 'linkedom' ; import { Defuddle } from 'defuddle/node' ; const { document } = parseHTML ( html ) ; const result = await Defuddle ( document , 'https://example.com/article' , { markdown : true } ) ; console .

HTML standardizationDefuddle attempts to standardize HTML elements to provide a consistent input for subsequent manipulation such as conversion to Markdown.

parse ( ) ;Content selectorUse contentSelector to bypass Defud…

Alex Kantrowitz / Big Technology:

Q&A with OpenAI President Greg Brockman about OpenAI's research direction, how far it can push Codex, closing Sora, betting on text vs. world models, and more — OpenAI is shifting strategies yet again. Here's the logic behind the latest moves and what they mean for the company's direction.

Anthropic:

Anthropic says Mythos Preview is a general-purpose model and found thousands of high-severity vulnerabilities, including some in every major OS and web browser — Earlier today we announced Claude Mythos Preview, a new general-purpose language model. This model performs strongly across the board …

Lance Whitney / ZDNET:

Google updates Chrome with vertical tabs, a feature that Mozilla Firefox and Microsoft Edge have long offered, and a new full-screen reading mode — ZDNET's key takeaways — Google has started rolling out vertical tabs in Chrome. — With vertical tabs, all your open web pages appear in a sidebar.

Kevin Roose / New York Times:

Interviews with Anthropic executives on why Claude Mythos Preview is a cybersecurity “reckoning”, not releasing it publicly over misuse concerns, and more — The company said on Tuesday that it was holding back on releasing the new technology but was working with 40 companies to explore how it could prevent cyberattacks.

Chris Metinko / Axios:

Waterloo-based Mappedin, which uses AI and LiDAR to create and maintain 3D digital maps of indoor spaces, raised $24.5M, bringing its total funding to $35M — Mappedin, a Canadian indoor digital mapping startup, raised a US$24.5 million growth equity financing led by Edison Partners, CEO Hongwei Liu tells Axios Pro exclusively.

David Gewirtz / ZDNET:

Anthropic's Project Glasswing includes AWS, Apple, Broadcom, Cisco, CrowdStrike, Google, Microsoft, Nvidia, Palo Alto Networks, and others — ZDNET's key takeaways — AI found thousands of hidden bugs in critical systems. — Tech rivals unite to secure shared infrastructure risks.

Anthropic:

Anthropic says Mythos Preview is a general-purpose model and found thousands of high-severity vulnerabilities, including some in every major OS and web browser — Today we're announcing Project Glasswing1, a new initiative that brings together Amazon Web Services, Anthropic, Apple, Broadcom …

Greg Otto / CyberScoop:

Anthropic commits up to $100M in usage credits for Project Glasswing, along with $4M in direct donations to open-source security organizations — The program comes as the tech industry races to secure software before similar AI-powered offensive capabilities become too much for defenders to handle.

Lucas Ropek / TechCrunch:

Anthropic says it will make a preview of its Mythos model available to more than 40 organizations, as part of a new Project Glasswing cybersecurity initiative — Anthropic on Tuesday released a preview of its new frontier model, Mythos, which it says will be used by a small coterie of partner organizations for cybersecurity work.

Mark Gurman / Bloomberg:

Sources say Apple plans to announce its foldable iPhone in September alongside the iPhone 18 Pro and Pro Max, rebutting a report about production delays — Apple Inc.'s first foldable phone is on track to arrive during the company's normal iPhone launch period later this year …

Ryan Gallagher / Bloomberg:

The UK says Russia-linked hacking group APT28 is hijacking popular internet routers from MikroTik, TP-Link, and others to steal credentials and redirect traffic — Russian government-linked hackers are compromising popular internet routers to steal passwords for email accounts and other online services …

Sean O'Kane / TechCrunch:

Los Angeles-based Hermeus, which aims to build unmanned hypersonic fighter aircraft, raised $200M led by Khosla Ventures and $150M in debt at a $1B valuation — Defense startup Hermeus has raised $350 million to keep developing what it calls the “fastest unmanned aircraft,” …

Andrew E. Freedman / Tom's Hardware:

Asus Zenbook A16 review: the $1,599 laptop uses the fast and power hungry Snapdragon X2 Elite Extreme with 18 cores, but a plain design and includes bloatware — It's not all about what's on the inside. … Why you can trust Tom's Hardware Our expert reviewers spend hours testing …

Natalie Breymeyer / Axios:

True Footage, which uses AI trained on years of appraisal data to generate property valuations, raised a $40M Series C led by Cox Enterprises' Socium Ventures — True Footage, a real estate appraisal platform, raised a $40 million Series C led by Cox Enterprises' Socium Ventures, CEO John Liss tells Axios Pro exclusively.

Ivan Mehta / TechCrunch:

Spotify expands Prompted Playlists, its AI feature for creating playlists, to include podcasts, for Premium users in the US, Canada, the UK, and other countries — Spotify said today that it is expanding its AI-powered feature to create playlists, called Prompted Playlist, to include podcasts as well.

Zack Whittaker / TechCrunch:

The Trump administration proposes cutting CISA's budget for 2027 by $707M+ to help the agency refocus on its “core mission”, not “weaponization and waste” — The Trump administration is planning to cut the budget of the U.S. Cybersecurity and Infrastructure Security Agency by at least $707 million for 2027.

Deborah Sophia / Reuters:

Intel says it will join Elon Musk's Terafab AI chip complex project along with SpaceX, Tesla, and xAI — Intel (INTC.O) said on Tuesday it would join Elon Musk's Terafab AI chip complex project along with SpaceX, Tesla (TSLA.O) and xAI. — Last month, Musk said his rocket company SpaceX …

Juby Babu / Reuters:

Aria Networks, which builds what it calls the world's first AI-native network to work with any AI chip, raised a $125M Series A from Sutter Hill and others — Aria Networks said on Tuesday it has raised $125 million in its first series funding round, as the startup seeks to develop …

John Collison / Cheeky Pint:

Q&A with Sundar Pichai on the history of Google and AI, speed and Search, Google's AI comeback, bottlenecks, capital allocation, how Google works, and more — Sundar Pichai is the CEO of Google and Alphabet. He sits down with John and Elad Gil to discuss Google's resurgence in the AI race …

Alistair Barr / Business Insider:

GoDaddy integrates Cloudflare's AI Crawl Control into its hosting platform, enabling site owners to block, permit, or possibly monetize automated crawler access — Follow Alistair Barr … - Cloudflare and GoDaddy are addressing AI's impact on web traffic and revenue.

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

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

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

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

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

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.

ff6347 starred arman-bd/guppylm

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

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

The United States prides itself on free markets.

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

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

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

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

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

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

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

terminal spreadsheet application made with bubbletea

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

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

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

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

All named ‘Copilot’.

Improve your search results with advanced search prefixes.

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

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

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

Trains in 5 min on a free Colab T4.

The fish thinks the meaning of life is food.

Fork it and swap the personality for your own character.

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

# System prompt from file apfel --system-file persona.txt " Explain TCP/IP " # Quiet mode for shell scripts result= $( apfel -q " Capital of France?

# Explain a file apfel -f main.swift " Explain what this code does " # Compare two files apfel -f before.txt -f after.txt " What are the differences? "

# Code review a git diff jj diff | apfel -f CONVENTIONS.md " Review this diff against our coding conventions " git diff HEAD~1 | apfel -f style-guide.md " Any style violations in this diff? "

# Multiple MCP servers (bring your own) apfel --mcp ./server_a.py --mcp ./server_b.py " Use both tools " # Server mode - tools auto-available to all clients apfel --serve --mcp ./mcp/calculator/server.py # …

Meet the third model: the Winchester Mystery House.

The Winchester Mystery HouseLocated less than 10 miles southeast from the Computer History Museum, the Winchester Mystery House is an architectural oddity.

Welcome to the Mystery HouseSteve Yegge’s Gastown is a Winchester Mystery House.

Gary Tan’s personal AI committee gstack is a Winchester Mystery House constructed mostly from Markdown.

But in reviewing the Winchester Mystery House framework, I think we can take away a few lessons.

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…

Your developers are producing PRs faster than ever.

And writing code faster just means you arrive at "oh fuck" sooner.

Nobody circling back to check whether the feature actually solved the problem it was supposed to solve.

Faster code output in this environment just means you're spinning the "build, ship, shrug" cycle faster.

Writing code faster does precisely nothing for any of this.

Changelog News!

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

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

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Looks like the server had a hiccup.

Try reloading the page to see if the issue has cleared up.

In the meantime, enjoy some clips!

Changelog News!

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

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

Augment Code – Adam loves “Auggie” – Augment Code’s CLI that brings Augment’s context engine and powerful AI reasoning anywhere your code goes.

From building alongside you in the terminal to any part of your development workflow.

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

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

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

Augment Code – Adam loves “Auggie” – Augment Code’s CLI that brings Augment’s context engine and powerful AI reasoning anywhere your code goes.

From building alongside you in the terminal to any part of your development workflow.

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

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

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

Changelog News!

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

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

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

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

Changelog News!

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

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

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

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

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

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

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

Fly.io – The home of Changelog.com — Deploy your apps close to your users — global Anycast load-balancing, zero-configuration private networking, hardware isolation, and instant WireGuard VPN connections.

Check out the speedrun to get started in minutes.

Changelog News!

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

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

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

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

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

At an unbeatable price.

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

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

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

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

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

Changelog News!

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

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

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

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

At an unbeatable price.

Squarespace – A website makes it real!

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

Linux offers several popular tiling window managers to try.

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

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

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

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

I learned this back in the late '90s, when I discovered the Enlightenment desktop.

Enlightenment 27: A preview of the latest version of the Enlightenment desktop.

After installing the latest beta, I found myself poking around to experience what the developer has done with the Enlightenment desktop, and I was all smiles.

Unfortunately, no help was forthcoming, so I had to miss out on testing the voice control in the beta release.

Obviously, I wish I could have tested the voice control feature, but that wasn't in the cards (yet).

Also: How I ditched Google Photos for my own private self-hosted alternative - for freeAI Enhance is an editing tool in Google Photos that uses AI to try to enhance your photos.

How to try Google AI EnhanceTo try it, first make sure you're running the latest version of the Google Photos app on your Android device.

Tap the Edit icon at the bottom, and you should see a button that says AI Enhance.

Also: 10 must-try Google Photos tips and tricks - including a new AI editorTap that AI Enhance button and wait a few seconds for the tool to do its stuff.

Also: Your Pixel phone hides a free Google Photos AI tool that's pure magic - how it worksOf course, this is always the case with generative AI, …

Adding a subwoofer to your home theater is exciting, but not every room is a perfect square designed for subwoofers.

Asus' new Zenbook A16 is the sequel to last year's Zenbook A14, one of the thinnest, lightest, and longest-lasting laptops of 2025.

The X2 Elite Extreme has six additional CPU cores compared to the standard Snapdragon X2 Elite chip for a total of 18 (12 prime cores and six performance cores).

This opens it up to workflows its aforementioned competitor, the MacBook Air, does well, such as video and photo editing outside of the top-tier pro grade and strong multitasking.

In our benchmarking, the Snapdragon X2 Elite Extreme proved its impressive performance, particularly with multi-core scores, which handily surpassed the M5 in the 15-inch MacBook Air.

ZDNET's buying adviceIs the Zenbook A16 t…

Each of these devices offers new AirPods Max capabilities, such as low-latency gaming, near-real-time audio editing, and watching TV and movies in Spatial Audio.

Review: Apple AirPods Max 2Though you can connect the AirPods Max 2 to non-Apple devices via Bluetooth, you'll miss out on the very features worth $549, including Siri, Spatial Audio, Live Translation, Adaptive Audio, and more.

Spatial Audio is most important to youApple's Personalized Spatial Audio is unmatched, while its competitors don't hold a candle to it.

Also: Do Apple's new AirPods Max 2 beat the AirPods Pro 3?

Writer's choiceOut of the three flagship headphones from Apple, Sony, and Bose, I prefer the Bose QuietComfort Ult…

The LG G6 and Samsung S95H are two premium-grade OLED TVs with excellent picture and sound, but which is the better buy?

ZDNET's key takeawaysAndroid Auto's Custom Assistant is an underutilized shortcut.

Android Auto is a highly convenient, albeit underused, feature available in most modern cars.

Even if your vehicle doesn't support it natively, you can buy an inexpensive Android Auto display and enjoy your phone's features safely while driving.

On your Android phone, open the Android Auto settings.

Also: Your Android Auto just got 5 useful upgrades for free - and Google isn't doneSince these shortcuts are tied to your Google account, not your car or Android Auto display, they'll be available in any vehicle where you use Android Auto.

Samsung's 2026 TV lineup will feature built-in support for Google Cast, but with the latest firmware, models as far back as 2024 will also get an update.

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.

Anthropic bulked up its compute deal with Google and Broadcom as the company has seen its run-rate revenue surge to $30 billion.

Gemini can now create captions when users are looking to share a photo or video.

Justin Jin’s company Giggles – which he describes as “putting a trading app and TikTok together” – started as a joke.

4 days left to save up to $482 on your TechCrunch disrupt 2026 ticket. These low rates will disappear on April 10 at 11:59 p.m. PT. Register here.

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

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

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

Longtime Slashdot reader walterbyrd shares a report from Fuel Cells Works: China says the AEP100, a megawatt-class hydrogen-fueled turboprop engine developed by the Aero Engine Corporation of China, has completed its maiden flight on a 7.5-ton unmanned cargo aircraft in Zhuzhou, Hunan. The 16-minute test covered 36km at 220km/h and 300 meters altitude, with the aircraft returning safely after completing its planned maneuvers. State media described it as the world's first test flight of a megawatt-class hydrogen-fueled turboprop engine. [...] The Aero Engine Corporation of China (AECC) says the result shows China now has a full technical chain for hydrogen aviation engines, from core parts t…

An anonymous reader quotes a report from Reuters: A federal appeals court ruled on Monday that New Jersey gaming regulators cannot prevent Kalshi from allowing people in the state to use its prediction market to place financial bets on the outcome of sporting events.

A three-judge panel of the Philadelphia-based 3rd U.S. Circuit Court of Appeals ruled 2-1 (PDF) in finding that the U.S. Commodity Futures Trading Commission has exclusive jurisdiction over the sports-related event contracts that Kalshi allows people to trade on its platform. The ruling marked the first time a federal appeals court has ruled on what has become the central issue in an escalating battle over the ability of state …

OpenAI is proposing (PDF) sweeping policy changes to help manage the societal disruption caused by advanced AI, including taxes on automated labor, a public wealth fund, and experiments with a four-day workweek. The company said the policy document offered a series of "initial ideas" to address the risk of "jobs and entire industries being disrupted" by the adoption of AI tools. Business Insider reports: Among the core policy suggestions is a public wealth fund, which would see lawmakers and AI companies work together to invest in long-term assets linked to the AI boom, with returns distributed directly to citizens. Another is that the government should encourage and incentivize employers t…

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…

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

Я шарю скилл несколько раз, самое время кинуть в пост

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

Кидать референсы

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

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

Есть работа с текстом

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

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

Скилл и объяснение от опенаи

Human.json is a new

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

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

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

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

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

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

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

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

structured data to web pages:

tags are a…

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

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

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

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

Starting with pytest’s parametrize first).

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

data parameters.I’ve been working on a project

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

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

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

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

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

Игра, чтобы выучить свой район

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

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

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

I have a new small project: edtext provides text

selection and manipulation functions inspired by the classic ed

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

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

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

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

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

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

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

needed.The old function has 16 arg…

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

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

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

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

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

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

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

testing, and linked to pytest docs and a

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

pytest.raises as a context manager, and have

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

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

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

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

Промт

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

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

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

Тут я просил ш…

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

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

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

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

Согласитья на YOLO (You Only L…

На новогодние праздники вышли два больших апдейта recipe-scaler

Первый апдейт — публичный профиль и коллекции

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

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

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

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

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

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

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

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

Кеширование oauth-запросов было настроено некорректно.

Часовые пояса неправильные, посему токен не имел шансов подойти.

Некоторые адреса обра…

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

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

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

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

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

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

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

site on the host, but produced with

Django running locally. In 2021, it became a

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

the old-fashion…

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

Update: I found a solution which I describe in

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

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

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

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

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

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

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

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

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

Что за вайб-кодинг такой

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

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

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

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

Welcome to Middle-earthAn interactive map of Tolkien’s Middle-earth, with events from across the legendarium plotted as markers.

Click markers to read about key eventsUse the Legend panel to filter by book or toggle journey pathsEnable “Measure distance” in the Legend to measure between two pointsVisit the Timeline page for a chronological viewThe base map image is sourced from the internet and is used here for fan/educational purposes.

We do not claim copyright over the map artwork.

Enter Middle-earth

Add Reflect Memory to your AI tools and they automatically discover how to read, write, and search your memories.

No complicated setup required.

Works with ChatGPT, Claude, Cursor, and more out of the box.

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it's kind of wild watching this happen honestly. I got laid off in february. staff software engineer, 11 years, wife and 4 kids. did what everyone does - applied to hundreds of jobs, heard nothing back. after 3 weeks of silence I figured out the problem wasn't my experience, it was how I was presenting it. I was sending the same generic resume everywhere. started tailoring each resume to match the job description. callback rate went from literally 0% to about 15%. but tailoring manually was taking 20-30 minutes per application and I couldn't keep that up. so I built a tool to automate it. that was Jobbi. started as a thing I built for myself in my kitchen in upstate new york. didn't plan fo…

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

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

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

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

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

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

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

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

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

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

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

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

“Agentic systems are quickly becoming part of the software…

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

Their produ…

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

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

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

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

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

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

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

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

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

The company works with leading FMC…

Xoople, a Madrid-based Earth data infrastructure company building a global record system for physical change on Earth, has closed a €112.6 million ($130 million) Series B funding round, increasing its total funding to €195 million ($225 million).

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

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

It’s on a mission to give organisations access to real-time physical-world intelligence powering the next generation of AI systems.

The startup claims to be transforming Earth into a continuously measured, AI‑ready data layer that conn…

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…

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

If email is more your thing, yo…

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

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

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

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

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

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

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

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

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…

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

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

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

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

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

The Irish government announced that it wants to pass a law that would grant police more surveillance powers, such as using spyware to fight serious crime, while aiming to protect the privacy rights of its citizens.

Europe's startup market hasn't produced meaningful numbers but there is reason to believe the data will start to change.

Apple is adding renewable power to offset customer charging and support its operations, including third-party manufacturing in China.

Four major European airports in Berlin, Brussels, Dublin, and London continue to have flight delays due to a cyberattack on Collins Aerospace, a provider of check-in systems.

A cyberattack targeting Collins Aerospace, a provider of airport check-in systems, sparked delays and disrupted flights across Europe over the weekend.

Dawn Capital’s latest partner, Shamillah Bankiya, stopped by Equity this week to talk about the European landscape and the biggest misconceptions Americans have about the European startup world.

Europe’s startup scene is having a moment, with European unicorns multiplying and American VCs setting up shop across the pond. But while European funding dominates the early stages, late-stage capital still flows primarily from the U.S. So what does this mean for European founders, and how is the continent carving out its own identity in […]

The companies want to launch the robotaxi services in Germany and the U.K. first, pending regulatory approval.

Europe’s fintech darling Revolut is looking to raise a new funding round that would give it a $65 billion valuation, the Financial Times reports. The UK-based company is reportedly in talks to raise around $1 billion by issuing new shares and selling existing ones. The US-based firm Greenoaks is said to be leading the round, […]

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