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Farmers have been fighting John Deere for years over the right to repair their equipment, and this week, they finally reached a landmark settlement.

Specifically, that money is available to those involved who paid John Deere’s authorized dealers for large equipment repairs from January 2018.

John Deere signed a memorandum of understanding in 2023 that partially addressed those concerns, providing third parties with the technology to diagnose and repair, as long as its intellectual property was safeguarded.

Still, John Deere isn’t out of the woods yet.

Any court ruling that might formally condemn John Deere of wrongdoing may set a precedent for others to follow.

Backyard FurnacesThe rallying cry of the Great Leap Forward was 超英趕美 — surpass England, catch up to America.

PMs build AI dashboards.

Marketing builds AI content generators.

Reporting Grain Production to the Central CommitteeDuring the Great Leap Forward, provinces competed to report the most spectacular grain yields.

Every AI Great Leap Forward has its sparrow campaign.

Comments

You can now write Swift in a broader range of popular IDEs, including Cursor, VSCodium, AWS’s Kiro, and Google’s Antigravity.

By leveraging VS Code extension compatibility, these editors tap directly into the Open VSX Registry, where the official Swift extension is now live.

This milestone brings Swift support, including code completion, refactoring, full debugging support, a test explorer, as well as DocC support, to a broader ecosystem of compatible editors and allows agentic IDEs like Cursor and Antigravity to automatically install Swift, with no manual download required.

Get StartedTo start using the Swift extension in any Open VSX-compatible editor, simply open the Extensions panel, se…

Online shopping is fantastic.

But I've noticed a huge uptick in the volume of emails relating to an online order which makes it frustrating to order anything.

I recently had a purchase which included the following chainThanks for your order Create your account We've got your order We've shipped your order We're expecting your parcel We've got your parcel Your order is scheduled for delivery We've delivered your item (Courier) 8a.

Created to optimise whoknowswhat, but ultimately resulting in a frustrating experience.

My solution is ultimately to use a simplelogin alias that I turn off immidiately but this feels like a solution to a problem that shouldn't exist.

Follow users from anywhere on HN and open a dedicated feed of their recent comments and submissions.

Reorder users by dragging, collapse sections you do not want open by default, and refresh one person at a time without reloading everything else.

Small follow buttons appear next to usernames across Hacker News.

The /following page keeps the normal HN look instead of inventing a separate UI.

Recent fetched activity is cached locally to keep the page fast, with per-user refresh controls when you want a fresh pull.

I’m a Claude Max subscriber, and between March 3-5, I received 16 separate “Extra Usage” invoices ranging from $10-$13 each, all in quick succession of one another.

Nothing that would explain $180 in Extra Usage charges.

claude-code#29289 and claude-code#24727), and posts on r/ClaudeCode describing the exact same behavior: usage meters showing incorrect values and Extra Usage charges piling up erroneously.

The support experienceOn March 7, I sent a detailed email to Anthropic support laying out the situation with all the evidence above.

Sadly, this refund pipeline is only applicable for subscriptions, and not for Extra Usage charges.

If you are not comfortable with linear algebra, please review the One-Dimensional Kalman Filter section in the online tutorial or in the book.

It presents the Kalman Filter equations and their derivation using high-school-level mathematics, along with four fully solved examples.

Iteration 0Filter initializationIn this example, we will use the first measurement to initialize the Kalman Filter (for more information on initialization techniques and their impact on the Kalman Filter performance, refer to Chapter 21 of the book).

For a more detailed discussion of measurement uncertainty, see the Kalman Filter in One Dimension section.

Multivariate CaseFor the multivariate Kalman Filter, the Kalm…

Today, we're launching Claude Managed Agents, a suite of composable APIs for building and deploying cloud-hosted agents at scale.

Managed Agents pairs an agent harness tuned for performance with production infrastructure to go from prototype to launch in days rather than months.

Managed Agents includes:Production-grade agents with secure sandboxing, authentication, and tool execution handled for you.

Claude Managed Agents architectureDesigned to make the most of ClaudeClaude models are built for agentic work.

What teams are buildingTeams are already shipping 10x faster with Managed Agents across a range of production use cases.

tui-use gives agents access to the parts of the terminal that bash can't reach — every REPL, installer, and TUI app built for humans.

But they stall the moment a program asks for input — because most CLI tools were built for humans, not agents.

Run tui-use keys to see the full list.

CLI InterfaceCore Commandstui-use start # Start a program tui-use start --cwd # Start in specific directory tui-use start --cwd " -flags" # Quote the full command to pass flags (e.g.

Build tools (only needed if automatic rebuild fails):macOS: xcode-select --installLinux: sudo apt-get install build-essential python3 g++Windows: Not yet supportedDevelopmentgit clone < repo_url > cd tui-use npm install npm run …

Meta AI Use Meta AI assistant to get things done, create AI-generated images for free, and get answers to any of your questions.

Today, we’re excited to introduce Muse Spark, the first in the Muse family of models developed by Meta Superintelligence Labs.

Muse Spark is a natively multimodal reasoning model with support for tool-use, visual chain of thought, and multi-agent orchestration.

Muse Spark is the first step on our scaling ladder and the first product of a ground-up overhaul of our AI efforts.

To support further scaling, we are making strategic investments across the entire stack — from research and model training to infrastructure, including the Hyperion data center.

After these results, we’ll look behind the curtain at the scaling axes driving our progress toward personal superintelligence.

Porting Mac OS X to the Nintendo WiiMac OS X 10.0 (Cheetah) running natively on the Nintendo WiiSince its launch in 2007, the Wii has seen several operating systems ported to it: Linux, NetBSD, and most-recently, Windows NT.

In this post, I’ll share how I ported the first version of Mac OS X, 10.0 Cheetah, to the Nintendo Wii.

Source: Wikipedia: Architecture of macOSPorting Mac OS X would also require understanding how a real Mac boots.

Porting ApproachArmed with knowledge of how the boot process works on a real Mac, along with how to run low-level code on the Wii, I needed to select an approach for booting Mac OS X on the Wii.

I evaluated three options:Port Open Firmware, use that to run u…

Use the interactive map to explore the Silk Roads, discover new routes, learn what resources and goods are traded, or find an outpost or town to dive into.

LEGEND:Orange Icon indicates this location has a finished webpage and connecting routes.

Black Icon indicates this place has been charted but currently at work to bring it online.

Small black dot indicates a significant Silk Road outpost but has yet to be visited by us.

Microsoft has terminated an account associated with VeraCrypt, a popular and long-running piece of encryption software, throwing future Windows updates of the tool into doubt, VeraCrypt’s developer told 404 Media.

“I didn't receive any emails from Microsoft nor any prior warnings,” Mounir Idrassi, VeraCrypt’s developer, told 404 Media in an email.

The most serious challenge, he wrote, “is that Microsoft terminated the account I have used for years to sign Windows drivers and the bootloader.”“Regarding VeraCrypt, I cannot publish Windows updates.

“Currently I'm out of options.”Idrassi told 404 Media the termination happened in mid-January.

Idrassi told 404 Media the message is concerning his…

A minimalist Gmail client for low-bandwidth environments — airplane wifi, rural connections, developing regions, or any situation where Gmail's full interface is too heavy.

Alternative setup methods CLI setup (interactive): npm run setup Opens each Google Cloud page in your browser and prompts for credentials in the terminal.

If you restart ngrok, you'll need to update your Google OAuth credentials with the new URL and re-add the PWA on your phone.

Go to the OAuth consent screen, click your app, go to the Test users section, and add your Gmail address.

Go to Credentials, click on your OAuth client, and make sure both Authorized JavaScript origins and Authorized redirect URIs include http://…

Core Design PrinciplesStateless Nodes: Nodes ( Sequence , Selector , etc.)

Command [ WorkerState ] { return composite .

NewCondition ( func ( blackboard * WorkerState ) bool { // Assert connected // Here you'd check whether the connection is valid, etc.

return blackboard .

NewAction ( func ( ctx * core.

Security VerificationFor help please visit help.ft.com.

We apologise for any inconvenience.

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

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

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

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

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

It seems that something in your recent request triggered our website’s security system.

These protections are in place to keep the site safe from online threats and misuse.

Various actions can cause this block, such as submitting specific words or phrases, executing a SQL command, or sending improperly formatted data.

If you think you were blocked by mistake, please reach out to the site owner.

Be sure to include the Request ID shown below so they can quickly look into your request and restore access if appropriate.

Turn any Agent Skill (SKILL.md) into a callable API via POST /run .

Key ConceptsAgent Skills — SKILL.md standard, compatible with Claude Code, Copilot, Codex— SKILL.md standard, compatible with Claude Code, Copilot, Codex agent.yaml — Runtime config: model, inputs/outputs, permissions, state, tests— Runtime config: model, inputs/outputs, permissions, state, tests POST /run — Every agent is an API.

— Every agent is an API.

In another terminal skrun login --token dev-token cd examples/code-review skrun build && skrun push # 3.

CLICommand Description skrun init [dir] Create a new agent skrun init --from-skill Import existing skill skrun dev Local server with POST /run skrun test Run agent tes…

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

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

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

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

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

Comments

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

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

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

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

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

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

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

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

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

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

LLMs are excellent at understanding what you're asking and generating plausible code, but they lack the ability to prove properties about that code.

Structural questions about code such as reachability, dead code, cycles, impact analysis require graph traversal, which grep cannot do.

Even for a project with around 100 subroutines, that's 100 grep calls at a minimum, and you'd still miss methods that are only called by other dead methods.

For a transitive question requiring N hops through the call graph you end up with ~N tool calls × (query tokens + response tokens + reasoning tokens).

The heavy lifting happens in the Prolog solver, which runs locally and doesn't consume API tokens at all.

So I took a few nights off from the projects I really should be working on at Nyrkiö, and wrote a small database engine from scratch.

The QuestionWhat if the storage engine could watch what queries are slow, and adapt to that?

IngoDB is an adaptive, self-morphing document storage engine written in Rust.

UCS-inspired compaction — Unified Compaction Strategy adapted from Cassandra’s UCS (designed by my former colleague Branimir Lambov at DataStax).

But the velocity of AI-assisted development makes it possible to build a serious storage engine in days instead of years.

Like an Old Friend on New HardwareNow, having a variant of Little Snitch on Linux, how does it feel?

To my surprise it immediately showed me ads, and Little Snitch confirmed that it connected to ads.mozilla.org, incoming.telemetry.mozilla.org and many more.

Free, Functional, and Open Where it CountsFrom a feature perspective, Little Snitch for Linux sits somewhere between Little Snitch Mini and the full Little Snitch: functional and useful, but without all the polish and depth of the macOS version.

One important note: unlike the macOS version, Little Snitch for Linux is not a security tool.

You can find Little Snitch for Linux here.

Zsh: select generated files with (om[1]) glob qualifiersI’ve recently been using memray, a memory profiler for Python, to optimize the startup memory usage (and time) for a client.

[memray] Successfully generated profile results.

Some example commands to generate reports: /.../python -m memray flamegraph memray-manage.py.60450.bin $ memray flamegraph memray-manage.py.60450.bin Wrote memray-flamegraph-manage.py.60450.html $ open -a Firefox memray-flamegraph-manage.py.60450.htmlNotice that commands 1 and 2 generate files whose names need copying to the next one.

In Zsh, we can avoid copying such generated filenames by using glob qualifiers, which are extra syntax you can add to filename glo…

Comments

An Amazon/AWS engineer raised the alarms on Friday over the current Linux 7.0 development kernel leading to the throughput for the PostgreSQL database server being around half that of prior kernel versions.

The culprit halving the PostgreSQL performance is known but a revert looks like it may not happen and currently suggesting that PostgreSQL may need to be adapted.Salvatore Dipietro of Amazon/AWS reported a throughput and latency regression for PostgreSQL.

"The fix here is to make PostgreSQL make use of rseq slice extension:https://lkml.kernel.org/r/[email protected]That should limit the exposure to lock holder preemption (unless PostgreSQL is doing seriously egregious things)."

While fix…

onefn main () { let mut x = 0 ; let y = & mut x ; * y = * y + 1 ; }The left-hand place expression evaluates to a mutable reference to x , but then the right-hand value expression reads from x .

Let's desugar that too:use std :: ops :: AddAssign ; fn main () { let mut x = 0 ; add_assign ( & mut x , x) ; }Revealerror[E0503]: cannot use `x` because it was mutably borrowed --> src/main.rs:5:35 | 5 | AddAssign::add_assign(&mut x, x); | --------------------- ------ ^ use of borrowed `x` | | | | | `x` is borrowed here | borrow later used by callUh oh.

threefn main () { let mut x = 0 ; let y = & mut x ; z = y ; * y = 1 ; }This one should be easy enough if you've written any rust.

fn id ( y : & mut …

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.

Porting Mac OS X to the Nintendo WiiMac OS X 10.0 (Cheetah) running natively on the Nintendo WiiSince its launch in 2007, the Wii has seen several operating systems ported to it: Linux, NetBSD, and most-recently, Windows NT.

In this post, I’ll share how I ported the first version of Mac OS X, 10.0 Cheetah, to the Nintendo Wii.

Source: Wikipedia: Architecture of macOSPorting Mac OS X would also require understanding how a real Mac boots.

Porting ApproachArmed with knowledge of how the boot process works on a real Mac, along with how to run low-level code on the Wii, I needed to select an approach for booting Mac OS X on the Wii.

I evaluated three options:Port Open Firmware, use that to run u…

Vouching for other people's websites with this brand new protocol that I thought would be fun to implement!

I’ve decided to implement the human.json protocol on my website as well.

Basically, this file is a way for websites to vouch for the human authorship of others.

I saw a couple of people doing it and decided to jump on the bandwagon, as it is part of what inspired me to write about human websites before.

I’ll try to keep it updated over time, and be sure to let me know if you find a site I link that isn’t as human anymore.

Open source security at AstralAstral builds tools that millions of developers around the world depend on and trust.

Unfortunately, there's a flipside to this: GitHub Actions has poor security defaults, and security compromises like those of Ultralytics, tj-actions, and Nx all began with well-trodden weaknesses like pwn requests.

In these latter cases, we use astral-sh-bot to safely isolate these tasks outside of GitHub Actions: GitHub sends us the same event data that GitHub Actions would have received (since GitHub Actions consumes the same webhook payloads as GitHub Apps do), but with much more control and much less implicit state.

Release security #So far, we've covered aspects that tie …

On Vinyl Cache and Varnish Cache¶We received helpful feedback that, as of April 2026, the situation around Vinyl Cache and Varnish Cache might not be easy to understand for users and distribution package maintainers alike.

The backstory is that the former Varnish Cache FOSS project changed its name to Vinyl Cache.

Telling apart Varnish Cache and Vinyl Cache¶ So, confusingly, there is now Varnish Cache and Vinyl Cache, so which is which?

Even the bug fix releases Varnish Cache 8.0.1 and Varnish Cache 6.0.17 were taken from branches 8.0 and 6.0 on the Vinyl Cache repository.

But the new Varnish Cache by Varnish Software project is by no means the continuation of the former Varnish Cache FOSS …

You might remember our last pricing update from a few years ago, when we introduced usage-based billing and made our free plan more generous.

On the personal side, we’re simplifying things by retiring Personal Plus (again) and making the free Personal plan more generous.

On the business side, we’re adding a lot more value to the self-serve plans, while also making pricing more predictable and easier to understand.

The self-serve business plans also include a lot more of what customers have been asking for in sales conversations.

So, we’re adding more value to self-serve plans, including features like SCIM, device posture, user management APIs, and webhooks.

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

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

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

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

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

CNBC:

CFO Sarah Friar says OpenAI will “for sure” reserve shares for retail investors in its IPO, after “strong demand” from individuals in its latest funding round — OpenAI plans to reserve a portion of shares for individual investors in what's expected to be a blockbuster initial public offering.

Isaac Yee / CNN:

A hacker claims to have stolen 10PB+ of data, including classified defense docs and missile schematics, from China's National Supercomputing Center in Tianjin — A hacker has allegedly stolen a massive trove of sensitive data - including highly classified defense documents and missile schematics …

Antonis Pothitos / Reuters:

Greek PM Kyriakos Mitsotakis says Greece will ban children under 15 from accessing social media starting January 1, 2027, and calls for coordinated EU action — Greece will ban access to social media for children under the age of 15 from January 1, 2027, Prime Minister Kyriakos Mitsotakis said on Wednesday …

Maxwell Zeff / Wired:

Anthropic announces Claude Managed Agents, offering developers an agent harness and other tools to build and deploy AI agents at scale, available in public beta — Amid rapid enterprise growth, Anthropic is trying to lower the barrier to entry for businesses to build AI agents with Claude.

Tom Warren / The Verge:

Internal memo: Julia Liuson, head of Microsoft's developer division, will resign after 34 years and move to an “advisory role” at the end of June — Veteran Microsoft executive Julia Liuson is leaving after 34 years. … Microsoft is losing another veteran executive.

Andrew Liszewski / The Verge:

Amazon says Kindle and Kindle Fire devices released in 2012 and earlier won't be able to access the Kindle Store from May 20; downloaded books can still be read — Starting May 20th, Kindle and Kindle Fire devices released in 2012 and earlier won't have access to the Kindle Store.

Lauren Forristal / TechCrunch:

OpenAI releases the Child Safety Blueprint tackling AI-enabled child sexual exploitation, focusing on updating legislation and improving detection and reporting — In response to escalating concerns about child safety online, OpenAI has unveiled a blueprint to enhance U.S. child protection efforts amid the AI boom.

Jonathan Vanian / CNBC:

Meta will offer Muse Spark in private preview via API to select partners, and plans to offer paid API access to a wider audience at a later date; META jumps 8%+ — Meta is debuting its first major artificial intelligence model since the costly hiring of Scale AI's Alexandr Wang nine months ago …

Ina Fried / Axios:

Meta says Muse Spark powers Meta AI's “shopping mode” feature and that it plans to release a version of Muse Spark under an open-source license — Meta on Wednesday debuted Muse Spark, a homegrown AI model it says significantly narrows the performance gap with models from OpenAI, Anthropic and others.

Financial Times:

Meta releases Muse Spark, the first model from Meta Superintelligence Labs under Alexandr Wang, to “power a smarter and faster” Meta AI across Meta's products — Muse Spark ‘purpose-built’ for social media apps as investors question huge AI investment

Jyoti Mann / The Information:

Source: Meta shutters an internal, employee-built leaderboard, dubbed Claudeonomics, tracking staff token usage, due to the data “being shared externally” — Meta Platforms has taken down an internal, employee-built leaderboard tracking how many tokens staffers were using.

Todd Spangler / Variety:

Patreon says it now has 7.6M paid podcast memberships and revenue generated by podcasters on the platform hit $629M in 2025, up 33% YoY — On Patreon, podcasts have become the largest content category in terms of revenue and they've continued their upward trajectory, says chief operating officer Paige Fitzgerald.

Melia Russell / Business Insider:

New York-based Patlytics, which builds software for law firms and businesses to automate patent filing and litigation, raised a $40M Series B led by SignalFire — Follow Melia Russell … - Patlytics builds software for law firms and businesses to automate patent filing and litigation.

Arjun Kharpal / CNBC:

Alibaba and China Telecom launch a data center in southern China that is powered by 10,000 of Alibaba's Zhenwu chips designed for AI training and inferencing — Alibaba and China Telecom are launching a data center in southern China powered by the e-commerce giant's own chips …

Emily Nicolle / Bloomberg:

Lookonchain: three anonymous Polymarket wallets made well-timed Iran ceasefire wagers, netting $480K+ in profits; the $60M April 7 contract is under dispute — Bets on a ceasefire between the US and Iran have sent more than $170 million coursing through Polymarket, making …

Financial Times:

An Iranian union official says Iran will demand that shipping companies pay tolls in crypto of $1 per barrel for tankers passing through the Strait of Hormuz — Country's oil exporters' union says toll to be paid in cryptocurrency and vessels monitored for weapons

Todd Bishop / GeekWire:

AWS launches Amazon S3 Files, a new capability built on Amazon's Elastic File System to let applications and AI agents access S3 buckets as local file systems — Amazon Web Services is making it possible to access data stored in its S3 cloud storage service as a traditional file system …

Juro Osawa / The Information:

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

Andrew E. Freedman / Tom's Hardware:

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

Ivan Mehta / TechCrunch:

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

Carter Johnson / Bloomberg:

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

Sohee Kim / Bloomberg:

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

Thomas L. Friedman / New York Times:

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

Katherine Hamilton / Wall Street Journal:

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

Matt Burgess / Wired:

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

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

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

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

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

setup { -- Directory t…

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

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

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

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

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

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

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

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

import cv2 import supervision as sv image = cv2 .

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

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

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

--fol…

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

Select a source face image.

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

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

Multi-agent orchestration for Claude Code.

Don't learn Claude Code.

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

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

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

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

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

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

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

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

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

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

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

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

Hold Control to record, release to transcribe and paste.

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

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

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

The Data Drop #040 iPhone One device changed everything.

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

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

From silver to cosmic orangeExploreThe Collection Every model.

✕Select first iPhone vs Select second iPhone Compare

MemPalace The highest-scoring AI memory system ever benchmarked.

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

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

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

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

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 …

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

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.

terminal spreadsheet application made with bubbletea

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.

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.

ff6347 starred arman-bd/guppylm

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

Changelog News!

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

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

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In the meantime, enjoy some clips!

Changelog News!

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

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

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

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

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

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

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

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

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

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

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

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

Changelog News!

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

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

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

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

Changelog News!

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

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

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

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

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

Push-button deployments that scale to thousands of instances.

Check out the speedrun to get started in minutes.

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

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

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

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

Check out the speedrun to get started in minutes.

Changelog News!

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

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

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

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

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

At an unbeatable price.

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

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

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

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

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

Changelog News!

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

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

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

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

At an unbeatable price.

Squarespace – A website makes it real!

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

ZDNET's key takeawaysAmazon is ending support for Kindle e-readers and Fire tablets from before 2013.

Amazon is officially ending support for all Kindle devices released before 2013 next month.

Kindle e-readers and Kindle Fire tablets from 2012 or before will no longer have access to the Kindle Store to buy, borrow, or download new books or content.

Amazon shared a statement with ZDNET confirming that support for older devices will end on May 20, 2026, citing technological changes.

Promotion for existing usersAmazon will email users of older Kindles to inform them that support for their devices is ending.

Home Depot is discounting everything from grills to patio furniture to outdoor power equipment. Here's everything to know before you shop.

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

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

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

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

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

ZDNET's key takeawaysA burner email address can protect you against spam and phishing.

That means exposing your primary email address to yet another site where it could be vulnerable.

You can always turn to a burner email address instead.

A burner email address is a temporary and disposable address that you create for one-time purposes or limited use with a particular website or service.

Helped by advertisements, all four are free on a basic level, which typically grants you one burner address.

Suunto Spark 4.7 / 5 Very good pros and cons Pros Outstanding audio quality.

For the past month, I have been running with another option from Suunto that uses air conduction technology, and that is the Suunto Spark headset, available now for $179.

Also: I put my Shokz away within seconds of testing these bone conduction headphonesThe Suunto Spark is available in black, coral orange, and white.

Matthew Miller/ZDNETTouch controlOn some of the bone conduction headsets I have used, the buttons can be tough to find and activate.

The Spark also supports LHDC 5.0 and spatial audio, so you can experience audio in different ways.

My years of hands-on testing show that while solar energy is straightforward, portable wind turbines require constant management to stay efficient.

Can't decide between the Sonos Play and Move 2? It's easy for me. One is far less expensive, has a 24-hour battery, and a IP67 rating.

Poke brings AI agents to everyday users via text message by handling tasks and automations without complex setup, apps, or technical know-how.

Canva says the acquisitions add strengths in agentic AI, data infrastructure, marketing automation, and customer engagement.

This incident has brought negative attention to the new technology.

AWS has an ingrained culture of handling competition, he explained, because the cloud giant also competes with its partners.

Amazon told Kindle owners this week that it's ending support for all e-readers released in 2012 or earlier, making them virtually unable to load any new content.

This is the first model Meta has released under its Superintelligence Labs, led by former ScaleAI CEO Alexandr Wang.

Security researchers exposed a spying campaign by a hack-for-hire group that used Android spyware and phishing to steal iCloud credentials and hack victims’ devices.

Tubi becomes the first streaming service to offer an app integration within ChatGPT, the AI chatbot that millions of users turn to for answers.

Volkswagen subsidiary MOIA America still has a long and winding regulatory road before it can launch a commercial robotaxi service.

Australia was the first country to issue a ban in late 2025, aiming to reduce the pressures and risks that young users may face on social media, including cyberbullying, social media addiction, and exposure to predators.

Back, a longtime researcher and pioneer in cryptography, denies the allegation that he is the secretive creator of Bitcoin.

Astropad’s Workbench lets users remotely monitor and control AI agents on Mac Minis from iPhone or iPad, with low-latency streaming and mobile access.

The LAPD said the breach affected “a digital storage system” belonging to the city’s Attorney's Office. The World Leaks extortion gang was reported to be behind the attack.

OpenAI's new Child Safety Blueprint aims to tackle the alarming rise in child sexual exploitation linked to advancements in AI.

Microsoft has apparently terminated the account VeraCrypt uses to sign its Windows drivers and bootloader, leaving the encryption project unable to publish Windows updates and throwing future releases into doubt. VeraCrypt's developer says Microsoft gave no clear explanation or warning for the move. "I didn't receive any emails from Microsoft nor any prior warnings," Mounir Idrassi, VeraCrypt's developer, told 404 Media. From the report: VeraCrypt is an open-source tool for encrypting data at rest. Users can create encrypted partitions on their drives, or make individual encrypted volumes to store their files in. Like its predecessor TrueCrypt, which VeraCrypt is based on, it also lets user…

Valve has released a native Steam Link beta for Apple Vision Pro, letting users stream their existing Steam games onto a large virtual screen in visionOS. It supports up to 4K resolution and will let you dynamically adjust the curve of the display. The Mac Observer reports: Steam Link does not support VR titles in this beta, and Valve clearly states that the app is limited to 2D game streaming, but this still opens up a large library of games that users can play on a massive virtual screen inside Vision Pro. At the same time, Vision Pro already handles 2D media very well, and this update builds on that strength by turning the headset into a portable gaming display that connects directly to …

An anonymous reader quotes a report from Ars Technica: Apple earned the lowest grades in a report on laptop and smartphone repairability released today by the consumer advocacy group Public Interest Research Group (PIRG) Education Fund. The report, which looks at how easy devices are to disassemble and how easy it is to find repairability information, gave Apple a C-minus in laptop repairability and a D-minus in cell phone repairability. For its "Failing the Fix (2026): Grading laptop and cell phone companies on the fixability of their products" report, PIRG analyzed the 10 newest laptops and phones that were available via manufacturers' French website in January. [...] Apple leads the list…

alternative_right quotes a report from the New York Post: The CIA used a futuristic new tool called "Ghost Murmur" to find and rescue the second American airman who was shot down in southern Iran, The Post has learned. The secret technology uses long-range quantum magnetometry to find the electromagnetic fingerprint of a human heartbeat and pairs the data with artificial intelligence software to isolate the signature from background noise, two sources close to the breakthrough said. It was the tool's first use in the field by the spy agency -- and was alluded to Monday afternoon by President Trump and CIA Director John Ratcliffe at a White House briefing. "It's like hearing a voice in a sta…

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

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

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

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

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

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.

Update: I found a solution which I describe in

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

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

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

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

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

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

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

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

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

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

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

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

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

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…

Hi HN, I built Linggen — a local-first, open-source AI coding agent written in Rust. What's new in 0.9.2: - P2P remote access via WebRTC — control your agent from your phone, no port forwarding or cloud relay needed. Just `ling login` and scan a QR code. - Plan mode — the agent proposes a step-by-step plan before writing code, you approve or edit before execution. - Works with any model — Ollama, OpenAI-compatible APIs, Gemini, DeepSeek. Bring your own keys or run fully local. It's like Claude Code but model-agnostic, extensible through skills (markdown files), and now accessible from anywhere. Demo video on the landing page showing install → plan → build → mobile sync. Install: curl -fsSL …

Article URL: https://www.ishormuzopenyet.com/

Comments URL: https://news.ycombinator.com/item?id=47696562

Points: 61

# Comments: 15

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I couldn't stop watching Reels. I'd delete Instagram, last about 3 days, redownload it because I missed a group chat, and I'm back at 1am watching a guy fix car dents with dry ice. So instead of deleting it again I just built an app that removes the part I can't handle. Dull loads Instagram, YouTube, Facebook, and X but with Reels, Shorts, and the algorithmic feed gone. You just get posts from people you follow, DMs, stories. I use Instagram for about 10 minutes now and put it down because there's nothing left to get sucked into. I added a grayscale mode half as a joke and it ended up being the feature people actually talk about. Making everything black and white makes your brain lose inter…

No bullshit backstory. No AI-generated pitch. I am a weightlifting that found pain points in something I am interested in. LiftLink pulls workout routines from YouTube, TikTok, and Instagram and turns them into structured plans you can track. If that sounds useless or the execution is garbage, I genuinely want to know. Insult it if you want, just please don't drop a star rating on it (that tanks the store visibility before it gets a real shot). Tell me what's broken, what you'd actually want, or why you'd never use this. I only want to make stuff people actually like and can use Human feedback only. That's it. Liftlink submitted by /u/gchero77 [link] [comments]

After a decade in tech recruiting I have noticed a huge increase in crappy AI recruitment tools dehumanising the process. I want to evolve the hiring process whilst retaining the human experience. One big issue right now is ghosting!! Candidates putting in hours of prep, nailing interviews, then hearing nothing. So I built Loopback — candidates get structured feedback after every interview, which stacks into a Live Resume showing their real interview track record. Companies get held accountable for ghosting. Still early but it’s live: joinloopback.com Would love any feedback from this community — brutal honesty welcome. submitted by /u/Rough-Forever1203 [link] [comments]

I've been building SiftMail for about 6 months now — it's an AI-powered email security tool for people without IT teams. Current status: Product is live, zero users. Looking for my first 10–20 beta testers. Biggest lesson so far: I over-engineered everything before getting a single user. Don't be me. Happy to answer questions about the build, the market, or email security in general. DM if you want to try it. The stack: Next.js + Fastify + BullMQ + PostgreSQL + Redis, deployed on Railway. Chrome extension injects threat badges directly into Gmail. Scoring engine uses a combination of heuristic analysis and AI classification. Revenue model: Freemium. Free tier gets basic scanning. Pro at $15…

Every app I shipped, I'd spend a weekend building the same thing — a little feedback form, some backend to store it, a dashboard to read it. Four projects in, I finally got fed up and just built it once properly. It's called FFormKit. You drop 3 lines of JS into your app and get a floating feedback button, star ratings, optional screenshots, and everything lands in a dashboard. That's it. Been using it on my own stuff for a while now and figured I'd open it up. Supports React Native, Expo, iOS Swift if anyone's building mobile. No complicated setup, no required credit card to try it. Free tier is actually usable (250 submissions/month). Would love brutal feedback — what's missing, what's co…

So I got tired of missing half the lecture while writing notes. Built Lectio: records the lecture, transcribes it live on my Mac, summarizes it all. Everything stays local, nothing sketchy. Started using it in class last week. Now every time I open it, someone leans over and asks "wait, what is that?" The word spread fast. People started asking if they could use it. Now I'm getting DMs from people I don't even know asking for the link. It's kinda wild. The free version does unlimited transcription. Premium ($10 one-time) gives you live transcript, better summaries, and you can ask the AI about what you just recorded—basically a tutor in your notes. Mac App Store: https://apps.apple.com/app/…

Been building this solo Features: • say a word → sound plays • play any app audio through your mic • use it in-game with overlay • hotkeys (mute, stop, random, etc) • recording + instant replay (last 30s) • edit sounds (pitch, speed, effects) • and bunch of other stuff If you’ve used other soundboards, what do you think about this one? submitted by /u/Equivalent_Can_7355 [link] [comments]

You can connect one or multiple supported sources (files, apple notes, imessages, whatsApp, and chatgpt/claude exports). Hue extracts meaningful moments: raw quotes, real feelings. I built this to visualize and get perspective on my own life. The garden is procedurally generated in Three.js. Night mode has unreal bloom post-processing. You can blow into your mic and the petals scatter! There's a little character that bounces around as well lol. Everything is free. I just really want to have people try it and give feedback. And also want to see what your garden looks like! App is here: https://www.tryhue.app/ submitted by /u/randomparticlez [link] [comments]

would love feedback on how it feels to play submitted by /u/ionicvoid [link] [comments]

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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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MillTech, a London-based risk management platform that provides next-gen FX hedging and cash investments for fund managers and corporates, today announced a €51 million ($60 million) minority investment.

The funding was sourced from the Apax Digital Funds, the growth equity arm of Apax Partners LLP, valuing MillTech at €277 million ($325 million).

Mark Beith, Partner at Apax Digital, commented: “FX hedging is too often an invisible drag on performance.

However, MillTech believes organisations continue to manage FX risk manually through fragmented processes and systems with limited transparency.

Today’s investment will support MillTech’s next phase of growth, accelerating its expansion acros…

Handhold employs personal AI account managers that qualify leads, conduct demos, and activate users around the clock, enabling vendors to provide high-touch buyer experiences with the cost efficiency of self-serve models.

The company states that software buyers are now more informed and ready than ever, expecting quick access and tailored support.

According to Handhold, when selling software, companies choose between product-led and sales-led motions.

You can give a ten-person startup a personal account manager that works around the clock, in any language, without actually growing headcount,” said Georg Vooglaid, co-founder and CEO, Handhold.

The platform is working with more than 15 custom…

Accenture has acquired Keepler Data Tech, a Spanish cloud-native AI and data startup, in order to further strengthen and expand Accenture’s ability to scale AI for clients in Spain and beyond.

Keepler is the latest in a series of strategic acquisitions aimed at expanding Accenture’s AI capabilities, including Faculty; the Palantir consultancy Decho; Palantir certified partner RANGR Data; Salesforce AI consultancy NeuraFlash; and AI company Halfspace.

“From day one, our mission at Keepler has been to help organizations turn data and AI into real, scalable outcomes,” says Juan María Aramburu, CEO of Keepler.

“By bringing Keepler into Accenture, we further strengthen our end-to-end AI and data…

Startex: AI platform for M&A, focused on deal setup, matching and management.

HealthTechElephant Brain Lab: neuroscience and AI platform using multimodal physiological data for neurofeedback and human performance enhancement.

INDIS : They support businesses through property allocation, site management, upkeep, maintenance, and tenant services.

Its broader role is to support digital commerce by enabling secure and efficient money movement between buyers and sellers in different markets.

Da’Vinci AI: This AI company develops enterprise automation tools for small and medium-sized businesses, with a focus on customer interactions, workflow automation, and structured knowledge management.

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

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

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

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

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

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

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

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

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

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

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

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

AirHub develops software that helps organisatio…

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

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

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

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

API integrations connect DeepBlue OS directly into existing CR…

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

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

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

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

“Agentic systems are quickly becoming part of the software…

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

Their produ…

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

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

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

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

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

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

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

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

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

The company works with leading FMC…

European tech activity in March 2026 eased slightly compared to February, while overall market conditions remained stable.

The ecosystem recorded 292 funding deals and €7.5 billion raised, down marginally from 296 deals and €7.8 billion in February, reflecting declines of 1.4 per cent and 3.8 per cent respectively.

UK funding fell to €2.6 billion from €3.8 billion in February, a 31.6 per cent decrease, indicating lower capital concentration month-on-month.

For her more detailed review and more in-depth analyses of the European tech ecosystem, including industry and country performance, exit activities, and more, check out our March report.

Here are the 10 largest tech deals in Europe from M…

Handhold automates the inbound customer journey, from first interaction to renewal, using AI account managers that qualify leads, run demos, and activate users around the clock.

Turning every prospect into a managed accountAccording to Vooglaid:“With AI agents, we can now replicate that one-to-one experience at scale because the economics work.

Vooglaid sees the real competitive battleground in building a persistent AI account manager that supports customers across the entire journey.

Where AI agents work today and gain the most tractionHandhold soft-launched in September 2025 and grew to a strong six-figure ARR run rate by year-end.

According to Pieterjan Bouten, Partner at Entourage Capit…

Verne today announced the launch of Europe’s first commercial robotaxi service, starting in Zagreb, Croatia.

The commercial service is the result of several years of development and close collaboration with regulators, positioning Verne among the leaders of autonomous mobility in Europe.

“For the first time in Europe, there is a real commercial robotaxi service.

Verne​​ ​​ will also eventually deploy the company’s purpose-built autonomous vehicle, a two-seat robotaxi designed specifically for driverless ride-hailing.

In September last year, Einride completed the first successful European cross-border operation of a cableless electric autonomous vehicle without a human driver onboard.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

If email is more your thing, yo…

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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