To take an example, this is a valid state:type TodoId = number async function * fetchTodo ( todoId : TodoId ) { yield { status : 'pending' } as const try { const response = await fetch ( `…/todo/ ${ todoId } ` ) const todo = await response .

json ( ) yield { status : 'success' , todo } as const } catch ( error ) { yield { status : 'failure' , error } as const } } const todo = fetchTodo ( 1 ) // ^-> this is a valid state.

import { State } from '@sacdenoeuds/yawn' export function Counter ( ) { const count = new State ( 0 ) const decrement = ( ) => count .

status ) { case 'pending' : return < div > Loading… case 'failure' : return < div > Uh-oh, something went wrong case 'success' : return <…

403 ForbiddenAccess to this resource has been blocked due to unusual traffic from your network.

If you believe this is a mistake, please contact [email protected] with the reference information below.

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×Sashiko (刺し子, literally "little stabs") is a form of decorative reinforcement stitching from Japan.

Sashiko is an agentic Linux kernel code review system.

It monitors public mailing lists to thoroughly evaluate proposed Linux kernel changes.

This particular instance of Sashiko is provided as a service and is actively reviewing all LKML (Linux Kernel Mailing List) submissions.

Quality of Reviews: In our tests using Gemini 3.1 Pro, Sashiko was able to successfully identify 53.6% of bugs based on an unfiltered selection of the last 1000 upstream commits with Fixed: tags.

Comments

; .SYSTEM SYSMSG.USA .SYSTEM TRM.DVR[1,6] .SYSTEM VCR.DVR[1,6] .SYSTEM STR.DVR[1,6] .SYSTEM CMDLIN.SYS .SYSTEM SCNWLD.SYS .

; .SYSTEM SYSMSG.USA .SYSTEM TRM.DVR[1,6] .SYSTEM VCR.DVR[1,6] .SYSTEM STR.DVR[1,6] .SYSTEM CMDLIN.SYS .SYSTEM SCNWLD.SYS .

;SYSTEM STR.DVR[1,6] .SYSTEM SYSMSG.USA .SYSTEM SYS:AMSORT.SYS .SYSTEM CMDLIN.SYS .SYSTEM QFLOCK.SYS .SYSTEM SCNWLD.SYS .SYSTEM .DEL SYSTEM SYSTEM.LIT .

002a2cc0 20 34 36 30 2d 32 31 33 2d 35 33 31 2d 35 37 31 | 460-213-531-571| 002a2cd0 20 20 0d 0a 44 53 4b 32 3a 54 55 52 42 4f 2e 4c | ..DSK2:TURBO.L| 002a2ce0 49 54 5b 34 34 2c 31 5d 20 20 20 20 20 20 20 20 |IT[44,1] | 002a2cf0 20 20 20 20 20 20 20 20 20 20 31 2e 30 28 39 29 | 1.0(9)| 002a2d00 20…

Comments

The Three Pillars of JavaScript BloatOver the last couple of years, we’ve seen significant growth of the e18e community and a rise in performance focused contributions because of it.

The problem is that the vast majority of us don’t need any of this.

We don’t need to support pre-ES5 environments, we don’t pass values across frames, and we uninstall packages which break the environment.

We don’t need to do env['PATH'] || env['Path'] ourselves, we can just pull a package for that.

For something as simple as an upwards file-system traversal, maybe we don’t need 6 packages.

My chest fridge (Vestfrost freezer turned into a fridge) consumes about 0.1 kWh a day.

If I connected my chest fridge to the power grid, $5 would pay for the entire year of using it.

Following ~20 years of our campaign promoting chest fridges, many modern manufacturers of chest freezers decided to provide them with temperature control up to +6 deg C, thereby allowing these chest freezers to be used as chest fridges.

If you plan to use a second-hand chest freezer as a fridge - please contact Tom for a custom order.

I did not have this option when I used one large chest fridge.

FeaturesA complete toolkit for building modern web applications, from single components to full SPAs.

Class Components Extend Component, add local reactive state, implement template().

Event Delegation All event handlers compile to a single delegated listener per event type.

Gea UI 35+ accessible components built on Zag.js — dialogs, menus, selects, tabs, tooltips, accordions, comboboxes, and more.

Two-Way Props Props follow JavaScript semantics.

March 21, 2026Why craft-lovers are losing their craftLes Orchard made a quiet observation recently that I haven't been able to shake.

Before LLM coding assistants arrived, the split between developers was invisible:Craft-lovers and make-it-go people sat next to each other, shipped the same products, looked indistinguishable.

For him, LLM coding assistants are just another rung on the same ladder he's always been climbing.

When LLM coding assistants let him get to the result faster, nothing essential is lost for him.

I have no employer who can tell me to use LLM coding assistants or lose my job.

Profiling Hacker News users based on their commentsHere’s a mildly dystopian prompt I’ve been experimenting with recently: “Profile this user”, accompanied by a copy of their last 1,000 comments on Hacker News.

The Algolia Hacker News API supports listing comments sorted by date that have a specific tag, and the author of a comment is tagged there as author_username .

Here’s a profile drawn from his comments: Professional identity: Independent developer and writer.

Core thesis on AI coding: He’s the leading evangelist for what he calls “agentic engineering” — using coding agents (Claude Code, Codex CLI) as productivity multipliers for skilled developers.

I haven’t seen it take a guess at a …

I wrote a Rust tool to enumerate every feature the mouse exposes.

Every call is a short packet: report ID, device index, feature index, function ID, and up to 3 bytes of params.

2 bytes of persistent cross-computer storage, living in the DPI register of a Logitech mouse.

I learned that "feature table" and "feature index" are different things and that the IFeatureSet reverse lookup is apparently broken on this device.

Works with any Logitech mouse on a Unifying receiver.

Comments

Comments

Use any AWS region — credentials can be anything.

export AWS_ENDPOINT_URL=http://localhost:4566 export AWS_DEFAULT_REGION=us-east-1 export AWS_ACCESS_KEY_ID=test export AWS_SECRET_ACCESS_KEY=test # Try it aws s3 mb s3://my-bucket aws sqs create-queue --queue-name my-queue aws dynamodb list-tablesSDK IntegrationPoint your existing AWS SDK at http://localhost:4566 — no other changes needed.

// Java (AWS SDK v2) DynamoDbClient client = DynamoDbClient .

region ( Region .

create ( "test" , "test" ))) .

Zero Install, Full PowerEverything runs in the browser.

Your media stays local with the File System Access API — nothing leaves your machine.

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Age verification is no longer a narrow mechanism for a few adult websites.

But from a technical and political point of view, age verification is not just a child-safety feature.

At that point, age verification stops looking like a limited safeguard and starts looking like a general identity layer for the whole device.

It is a new control layer for the network.

If we are serious about reducing harm, we should stop asking how to identify everyone and start asking how to strengthen local control without turning the network into a checkpoint.

tinygradWe write and maintain tinygrad, the fastest growing neural network frameworkIt's extremely simple, and breaks down the most complex networks into 3 OpTypesBut how...where are your CONVs and MATMULs?

Read the code to solve this mystery.

Work at tiny corptinybox (now shipping)We sell a computer called the tinybox.

It comes in red, green, and soon, exa.

Freestanding or rack mount concrete slab Driver Quality Good Great functions as single GPU SHIPPING IN STOCK - $12,000 IN STOCK - $65,000 coming 2027 - ~$10Mfor updates on products and inventory, sign up for the mailing listFAQ

A major paper published in The Lancet reports that medicinal cannabis does not effectively treat anxiety, depression, or post-traumatic stress disorder (PTSD).

Lead author Dr. Jack Wilson from the University of Sydney's Matilda Centre said the results raise serious questions about approving medicinal cannabis for conditions like anxiety, depression, and PTSD.

Limited Evidence for Other ConditionsThe researchers did find some indications that medicinal cannabis might help in certain cases.

Mixed Results for Substance Use DisordersThe review also looked at how medicinal cannabis affects different substance use disorders.

Myfanwy Graham has also received funding from the Therapeutic Goods Admi…

A beginner’s exploration of the many layers of Common Lisp development environments.

Getting your Lisp development environment set up can be one of the biggest hurdles to begin working with Lisp.

Layer 1: The Compiler/Runtime — SBCLWhat it is: SBCL (Steel Bank Common Lisp) is the most popular open-source Common Lisp compiler.

In Common Lisp, development is image-based.

Lem — The CL-Native EditorLem is a general-purpose editor written in Common Lisp, with built-in SLIME-like CL development support.

“This is going to have a very serious consequence for us as a state,” Green said at a news conference.

Debris carried by the flooded Kaukonahua Stream in Waialua, Hawaii, on Friday.

Overnight into Friday, the dam went from 79 feet to 84 feet — just 6 feet shy of what it can handle, authorities said.

After peaking at more than 85 feet, the water level had dropped by early Saturday to 81.5 feet, according to the U.S. Geological Survey.

“The dam continues to operate as designed with no indications of damage,” Dole said in an emailed statement.

AtomicA personal knowledge base that turns markdown notes into a semantically-connected, AI-augmented knowledge graph.

Your atoms can be synthesized into wiki articles, explored on a spatial canvas, and queried through an agentic chat interface.

Desktop AppDownload the latest release for your platform from GitHub Releases (macOS, Linux, Windows).

Self-Host with Docker Composegit clone https://github.com/kenforthewin/atomic.git cd atomic docker compose up -dThis starts the API server and web frontend.

Ollama (local) — Install Ollama and pull models (e.g., ollama pull nomic-embed-text ).

Many languages end up making semicolons to delimit or terminate statements optional to that end.

Now let's do the same in Python:def foo ( x ) : y = 2 * x - 3 return yWe get an "unexpected indent" error!

y = long_function_name ( 1 , x ) \ + long_function_name ( 2 , x ) \ + long_function_name ( 3 , x ) \ + long_function_name ( 4 , x ) y = ( long_function_name ( 1 , x ) + long_function_name ( 2 , x ) + long_function_name ( 3 , x ) + long_function_name ( 4 , x ) )I think Python's system is pretty good!

Go's official book states:Like C, Go's formal grammar uses semicolons to terminate statements, but unlike in C, those semicolons do not appear in the source.

In conclusion, you could write JS wi…

Overviewtermcraft keeps the classic survival progression, dimensions, crafting, and exploration pressure of the early block-survival formula, but adapts the experience to a side-on terminal game.

termcraftLocal saves are written into saves/ inside the repo.

Client/server code exists, but it is still experimental and is not a featured public mode yet.

If mouse right-click is unreliable in your terminal, use F as the explicit interaction fallback.

ContactFor feedback, bugs, or release questions, contact: [email protected] checks:cargo test --quiet cargo clippy --all-targets -- -D warnings ./scripts/release_smoke.shRelease process:Save DataLocal saves are written und…

In our case, uint32_t maps to unsigned int, so according to 6.7.2.1 the bit field shall have the type unsigned int.

Further down there’s the following:A bit-field is interpreted as a signed or unsigned integer type consisting of the specified number of bits.

— A bit-field of type _Bool , int , signed int , or unsigned int .

Some compiler writers looked at a declaration such as unsigned int uf2 : 12; and said, okay, the “original” type of the uf2 bit-field is clearly unsigned int.

That triggers the same process of first promoting the bit-field to either int or unsigned int and then to double.

The Rust Security Response Team was notified of a vulnerability in the third-party crate tar , used by Cargo to extract packages during a build.

The vulnerability, tracked as CVE-2026-33056, allows a malicious crate to change the permissions on arbitrary directories on the filesystem when Cargo extracts it during a build.

For users of the public crates.io registry, we deployed a change on March 13th to prevent uploading crates exploiting this vulnerability, and we audited all crates ever published.

For users of alternate registries, please contact the vendor of your registry to verify whether you are affected by this.

The Rust team will release Rust 1.94.1 on March 26th, 2026, updating to a…

Ubuntu 26.04 LTS, codenamed Resolute Raccoon and due on April 23, 2026, changes that.

Canonical cherry-picked that patch into Ubuntu 26.04 development builds.

Ubuntu 26.04 LTS “Resolute Raccoon” ships to the public.

🔧 Restore Silent Password Input sudo visudo Then add the following line to the sudoers file: Defaults !pwfeedback Save and close.

Ubuntu 26.04 LTS Resolute Raccoon is scheduled for final release on April 23, 2026.

I really dislike Apple’s choice to clutter macOS Tahoe’s menus with icons.

It makes menus hard to scan, and a bunch of the icons Apple has chosen make no sense and are inconsistent between system applications.

Your apps will respect this change after relaunching.

I ran this a few minutes ago and already appreciate the change.

I really think Apple should roll this change back in macOS 27, or offer a proper setting to disable these icons for those of us who find them distracting.

The Three Pillars of JavaScript BloatOver the last couple of years, we’ve seen significant growth of the e18e community and a rise in performance focused contributions because of it.

The problem is that the vast majority of us don’t need any of this.

We don’t need to support pre-ES5 environments, we don’t pass values across frames, and we uninstall packages which break the environment.

We don’t need to do env['PATH'] || env['Path'] ourselves, we can just pull a package for that.

For something as simple as an upwards file-system traversal, maybe we don’t need 6 packages.

Just wanted to share my weekend project! I've been having fun with Gopher and wanted to build a 'fantasy' browser (technically a a Gopher to HTTP proxy). Design is difficult for me so this is as far as I could take it.

Comments

; .SYSTEM SYSMSG.USA .SYSTEM TRM.DVR[1,6] .SYSTEM VCR.DVR[1,6] .SYSTEM STR.DVR[1,6] .SYSTEM CMDLIN.SYS .SYSTEM SCNWLD.SYS .

; .SYSTEM SYSMSG.USA .SYSTEM TRM.DVR[1,6] .SYSTEM VCR.DVR[1,6] .SYSTEM STR.DVR[1,6] .SYSTEM CMDLIN.SYS .SYSTEM SCNWLD.SYS .

;SYSTEM STR.DVR[1,6] .SYSTEM SYSMSG.USA .SYSTEM SYS:AMSORT.SYS .SYSTEM CMDLIN.SYS .SYSTEM QFLOCK.SYS .SYSTEM SCNWLD.SYS .SYSTEM .DEL SYSTEM SYSTEM.LIT .

002a2cc0 20 34 36 30 2d 32 31 33 2d 35 33 31 2d 35 37 31 | 460-213-531-571| 002a2cd0 20 20 0d 0a 44 53 4b 32 3a 54 55 52 42 4f 2e 4c | ..DSK2:TURBO.L| 002a2ce0 49 54 5b 34 34 2c 31 5d 20 20 20 20 20 20 20 20 |IT[44,1] | 002a2cf0 20 20 20 20 20 20 20 20 20 20 31 2e 30 28 39 29 | 1.0(9)| 002a2d00 20…

Humanity in CS & PL, now more than everComputer science, as a field and profession and technology, has become increasingly anti-human, and is accelerating an anti-human sentiment at super-sonic speeds with generative AI.

This is a call for desperately bringing back the humanity in computer science, but mostly is a reflection of all the humanity that has brought me to this point.

This post isn't coming up with any new synthesis, evidence, or theories on the trends in computer science.

I didn't know how to write a program when I declared my major as computer science back in 2015.

And yet, the field of a computer science as a whole seems to reject humanity, faster now than ever.

I wrote a Rust tool to enumerate every feature the mouse exposes.

Every call is a short packet: report ID, device index, feature index, function ID, and up to 3 bytes of params.

2 bytes of persistent cross-computer storage, living in the DPI register of a Logitech mouse.

I learned that "feature table" and "feature index" are different things and that the IFeatureSet reverse lookup is apparently broken on this device.

Works with any Logitech mouse on a Unifying receiver.

Every day, we hear from the community about how you experience Windows.

Reducing disruption from Windows Updates: Receiving updates should be predictable and easy to plan around, so we’re giving you more control.

Best,PavanEVP, Windows + Devices_______Delivering on Performance, Reliability and CraftWhat follows is our plan to raise the bar on Windows 11 quality this year, with a focus on performance, reliability and well-crafted experiences.

Improving system performance: Reducing resource usage by Windows to free up more performance for what you’re doing.

Strengthening reliability and quality of the Windows Insider Program: Making it clearer what to expect from each Insider channel, raising…

Which is why I got super excited when I saw that step-ca actually supports “ACME for device attestation”!

The ACME server then issues a certificate to the device that attests to the identity of this device.

attezt:~# attezt ca enroll 2ea8888a4a935bfd418e6a700785655b0d2711abc52e71f1dbeeee03e9650396 attezt:~# attezt ca list 2ea8888a4a935bfd418e6a700785655b0d2711abc52e71f1dbeeee03e9650396This ensures that attezt is only going to sign certificates from machines that matches one of the EK hashes.

The signed device certificate and the attestation key signed by our attestation ca is what gets sent to our ACME server for validation before issuing a certificate.

It implements an ACME client that com…

Before doing so, it updates the statistics:impl MessageProcessor { fn process_message ( & mut self , message : String ) { self .

View types respect privacyView types would respect privacy, which means you could only write MessageProcessor { messages } in a context where you can name the field messages in the first place.

The above could be parsed today as a borrow of a struct expression like some_variable { messages } or, more verbosely, some_variable { messages: messages } .

We automatically introduce view borrows in an auto-refIn our example, though, the user never writes the &mut borrow explicitly.

process_message ( message ); // <-- ERROR: `self` is borrowed } } fn process_message ( & m…

Because git is about choice even if Linux isn’t, you can do this signing with OpenPGP keys, X.509 certificates, or SSH keys.

That leaves SSH keys, but bare cryptographic keys aren’t terribly helpful in isolation - you need some way to make a determination about which keys you trust.

SSH Certificates also contain metadata in the form of Principals, a list of identities that the trusted party included in the certificate.

Unfortunately while both GitHub and GitLab support using SSH certificates for authentication (so a user can’t push to a repo unless they have a certificate signed by the configured CA), there’s currently no way to say “Trust all commits with an SSH certificate signed by this …

tools for displaying and exploring diagnostic data, implemented as gRPC clients using the console wire protocol.

more recently, both the Tokio team and the async foundations working group have made diagnostics and debugging tools a priority for async Rust in 2021 and beyond.

The help command will print a list of supported command-line flags and arguments:$ tokio-console --help The Tokio console: a debugger for async Rust.

[possible values: all, self-wakes, lost-waker, never-yielded, large-future, auto-boxed-future] --log-dir Path to a directory to write the console's internal logs to.

[env: COLORTERM=truecolor] [possible values: 24bit, truecolor] --palette Explicitly set which color palet…

Bloomberg:

Elon Musk announces Terafab, an Austin-based project run by Tesla and SpaceX to manufacture robotics, AI, and space data center chips for Tesla, xAI, and SpaceX — Elon Musk said his Terafab project — a grand plan to eventually manufacture his own chips for robotics, artificial intelligence …

Bloomberg:

Speaking at a Beijing forum, Tim Cook praised Apple's partners and developers in China, a week after Chinese state media labeled the App Store “monopolistic” — Apple Inc. Chief Executive Officer Tim Cook commended Chinese developers and the company's partners in the country …

Ivan Mehta / TechCrunch:

Cloaked, which offers security and privacy services such as VPNs, raised a $375M Series B in a mix of equity and growth funding, for enterprise expansion — Consumer-facing security tools often focus on one kind of modality, such as password protection, VPNs, or identity management.

Allison Johnson / The Verge:

Hands-on with Gemini task automation on mobile: it's super impressive despite being very slow and failing at some tasks; it can order food, book Ubers, and more — It took nine minutes to order my dinner, but it still feels like the future. … I've been testing out Gemini's new task automation …

Shubham Agarwal / The Guardian:

How gig apps like Kled AI, Silencio, Neon Mobile, and Luel AI pay users for data that AI companies can use to train models, from phone calls to videos of places — Gig AI trainers worldwide are selling moments of their lives, including calls and texts, to AI companies for quick cash

Kevin Roose / New York Times:

A look at “tokenmaxxing”, a status game where employees at a number of companies compete on leaderboards to show how much AI they're using — An engineer at OpenAI processed 210 billion “tokens” — enough text to fill Wikipedia 33 times — through the company's artificial intelligence models …

Drew Harwell / Washington Post:

Social media accounts showing AI-generated women as pro-Trump soldiers, truckers, and cops have gone viral, with thousands appearing to believe they are real — The beautiful Army blonde Jessica Foster has posed with an F-22 Raptor fighter jet, donned camouflage in the desert and walked …

Catherine Perloff / The Information:

Sources: advertisers that bought ChatGPT's first ad campaigns say the process was low tech and that they haven't received much data showing if their ads worked — As OpenAI prepares to open up ad sales to more marketers next month, it is trying to address what some advertisers say was lacking in the initial ad sales offering.

Aaron Tilley / The Information:

Lux Optics CEO Ben Sandofsky sues his co-founder Sebastiaan de With, now a part of the design team at Apple, alleging improper use of funds and stolen IP — Last summer, Apple held talks to acquire Lux Optics, a tiny startup that makes Halide, one of the most popular and critically acclaimed camera apps in the App Store.

Richard Nieva / Forbes:

Vercel, which helps developers host web apps and AI agents, says its run-rate GAAP revenue hit $340M at the end of February, up 86% YoY, amid the AI coding boom — One of the most popular ways to view the Epstein Files, an interface called Jmail that mimics a Gmail inbox, is hosted on Guillermo Rauch's $9.3 billion unicorn Vercel.

Steven Levy / Wired:

Inside Palantir's recent developer conference, where it doubled down on a vision of AI built for battlefield advantage as its commercial business soars — As business soars, Palantir is doubling down on a vision of AI built for battlefield advantage—and attracting customers who agree.

Financial Times:

Sources: OpenAI aims to grow to about 8,000 employees by the end of 2026, from ~4,500 today, as it seeks to arrest Anthropic's momentum with business customers — OpenAI plans to almost double its headcount by the end of the year as it accelerates a push to sell to businesses and gain ground …

Chang Che / The Guardian:

A look at China's rapidly expanding robotics sector, which now has roughly 140 companies hoping to build humanoids, fueled by massive state-backed investments — How close are we to the sci-fi vision of autonomous humanoid robots? I visited 11 companies in five Chinese cities to find out

Jerry Neumann / Colossus:

Universal recipes for startup success are impossible: once good ideas are widely adopted, founders converge on the same moves, erasing any competitive moats — Startup pundits sold us a failed science of entrepreneurship. The Red Queen offers something better.

New York Times:

A review of Polymarket's social media feeds found it has published hundreds of false and misleading posts, as the betting market presents itself as “News 2.0” — A review of the betting market's social media feeds found it has published hundreds of false and misleading posts.

Phoebe Liu / Forbes:

Nvidia Chief Software Architect Jonathan Ross discusses the $20B Nvidia-Groq deal; sources say Groq's annual revenue was near $100M at the time of the deal — The Christmas Eve agreement—billed as Nvidia's biggest deal in its three-decade history—landed at a precarious moment for Groq.

Dina Bass / Bloomberg:

Super Micro names VP DeAnna Luna as acting chief compliance officer, after SMCI closed down 33% on March 20 amid a chip smuggling scandal — Super Micro Computer Inc., the AI computing provider at the center of a smuggling scandal, is working to shore up its compliance operations …

Jonathan Stempel / Reuters:

A US judge dismisses a lawsuit by Sam Altman's sister accusing Altman of sexual abuse from 1997 to 2006, as the claims expired in 2008, but says she can refile — A federal judge on Friday dismissed a lawsuit by Sam Altman's sister accusing the billionaire OpenAI chief executive of sexually abusing …

Wall Street Journal:

Interviews with over three dozen people detail how lobbyist Mike Davis used his ties to Trump to push the DOJ to approve deals, including HPE's Juniper deal — Mike Davis pushed DOJ officials to approve his deals—and went over their heads if they pushed back

Paresh Dave / Wired:

Filing: Anthropic says it cannot manipulate Claude once the military has deployed it, denying DOD accusations that Anthropic could tamper with models during war — The Department of Defense alleges the AI developer could manipulate models in the middle of war. Company executives argue that's impossible.

David Jeans / Reuters:

Leaked DOD letter: Pentagon will adopt Palantir's Maven AI system as an official program of record to streamline its adoption across all arms of the US military — Palantir's (PLTR.O) Maven artificial intelligence system will become an official program of record, Deputy Secretary …

Tim Starks / CyberScoop:

The FBI and CISA warn hackers tied to Russian intelligence services are targeting users of messaging apps such as Signal with phishing attacks — It echoes earlier alerts from the Netherlands and Germany, and is the latest to warn about targeting of Signal users and others. — Learn more.

Jonathan Stempel / Reuters:

The Fifth Circuit Court of Appeals throws out a 2024 FTC order barring Intuit from advertising TurboTax products as “free” when many taxpayers are ineligible — A U.S. appeals court on Friday threw out a Federal Trade Commission order barring TurboTax maker Intuit (INTU.O) …

Associated Press:

The US Department of Energy announces a partnership with SoftBank and its affiliate SB Energy to develop a 10 GW data center with its own power supply in Ohio — The U.S. Department of Energy on Friday announced a public-private partnership to develop a major data center with its own power supply …

Bloomberg:

A US jury finds Elon Musk intentionally misled Twitter shareholders by disparaging the company in 2022 to buy it for a lower price than his original $44B bid — Elon Musk defrauded Twitter Inc. investors when he disparaged the company in 2022 in an effort to buy the social media platform …

@kimi_moonshot:

Moonshot says Kimi K2.5 provides “the foundation” for Cursor's Composer 2 model and that Cursor accesses Kimi K2.5 via Fireworks AI — Congrats to the @cursor_ai team on the launch of Composer 2! We are proud to see Kimi-k2.5 provide the foundation. Seeing our model integrated effectively through Cursor's continued pretraining & high-compute RL training is the open model ecosystem we love to support.

Jordan Novet / CNBC:

Super Micro says co-founder Yih-Shyan Liaw has resigned from its board after US prosecutors indicted him on allegations of smuggling Nvidia AI chips to China — Super Micro Computer said Friday that Yih-Shyan “Wally” Liaw, a co-founder, has resigned from the server maker's board …

Marcus Schuler / Implicator.ai:

Anthropic launches Claude Code channels, which let users interact with a Claude Code session through Telegram and Discord — Anthropic released Claude Code Channels, letting developers send prompts from Telegram or Discord directly into a running session on their laptop.

Anniek Bao / CNBC:

Jensen Huang proposes a compensation model where engineers receive an AI token budget on top of their base salary, to deploy agents as productivity multipliers — The perks of working in Silicon Valley have long included high salaries. Now, some engineers may be offered a new incentive: artificial intelligence tokens.

Dimensional is agent native -- "vibecode" your robots in natural language and build (local & hosted) multi-agent systems that work seamlessly with your hardware.

sensor_msgs import Image , ImageFormat class RobotConnection ( Module ): cmd_vel : In [ Twist ] color_image : Out [ Image ] @ rpc def start ( self ): threading .

sensor_msgs import Image from dimos .

agent import agent blueprint = autoconnect ( go2_connection (), agent (), ).

transports ({( "color_image" , Image ): LCMTransport ( "/color_image" , Image )}) # Run the blueprint if __name__ == "__main__" : blueprint .

Open-source framework for building your org's internal coding agent.

Note 💬 Read the announcement blog post hereArchitectureOpen SWE makes the same core architectural decisions as the best internal coding agents.

The repo is cloned in, the agent gets full permissions, and the blast radius of any mistake is fully contained.

Invocation — Slack, Linear, and GitHubAll three companies in the article converge on Slack as the primary invocation surface.

The open_pr_if_needed middleware acts as a backstop — if the agent finishes without opening a PR, the middleware handles it automatically.

Claude HUDA Claude Code plugin that shows what's happening — context usage, active tools, running agents, and todo progress.

This is a Claude Code platform limitation.

Restart Claude Code to load the new statusLine config, then the HUD will appear.

Claude HUD gives you better insights into what's happening in your Claude Code session.

Restart Claude Code so it picks up the new statusLine configOn macOS, fully quit Claude Code and run claude again in your terminalRequirementsClaude Code v1.0.80+Node.js 18+ or BunDevelopmentgit clone https://github.com/jarrodwatts/claude-hud cd claude-hud npm ci && npm run build npm testSee CONTRIBUTING.md for guidelines.

Production-ready agents, hooks, commands, rules, and MCP configurations evolved over 10+ months of intensive daily use building real products.

🚀 Quick StartGet up and running in under 2 minutes:Step 1: Install the Plugin# Add marketplace /plugin marketplace add affaan-m/everything-claude-code # Install plugin /plugin install everything-claude-code@everything-claude-codeStep 2: Install Rules (Required)⚠️ Important: Claude Code plugins cannot distribute rules automatically.

It runs locally through Claude Code's normal CLI/plugin surface, so it works with: Anthropic-hosted Claude CodeOfficial Claude Code gateway setups using ANTHROPIC_BASE_URL and ANTHROPIC_AUTH_TOKENand Compatible custom endp…

Or by creating an agent skill to use Chub using SKILL.md, and ideally prompting your agent to remember to use this skill.

Most of the time, it's simple — search, fetch, use:chub search " stripe payments " # find relevant docs chub get stripe/api --lang js # fetch the doc # Agent reads the doc, writes correct code.

Feedback flows back to authors — chub feedback stripe/api up or down — vote the docs up or down so they can get better for everyone over time.

Feedback (up/down ratings with optional labels) goes to doc authors, who update the content based on what's working and what isn't.

Agent feedback (up/down ratings from real usage) flows back to authors, helping surface what needs fixing an…

OpenRAG Intelligent Agent-powered document searchOpenRAG is a comprehensive Retrieval-Augmented Generation platform that enables intelligent document search and AI-powered conversations.

The system utilizes Langflow for document ingestion, retrieval workflows, and intelligent nudges, providing a seamless RAG experience.

run ( main ())📖 Full Python SDK DocumentationTypeScript/JavaScript SDKnpm install openrag-sdkQuick Example:import { OpenRAGClient } from "openrag-sdk" ; const client = new OpenRAGClient ( ) ; const response = await client .

📖 Full MCP Documentation🛠️ DevelopmentFor developers who want to contribute to OpenRAG or set up a development environment, see CONTRIBUTING.md.

🛟 Troubl…

Instead of wiring up prompts, tools, and context management yourself, you get a working agent immediately and customize what you need.

Quickstartpip install deepagents # or uv add deepagentsfrom deepagents import create_deep_agent agent = create_deep_agent () result = agent .

invoke ({ "messages" : [{ "role" : "user" , "content" : "Research LangGraph and write a summary" }]})The agent can plan, read/write files, and manage its own context.

chat_models import init_chat_model agent = create_deep_agent ( model = init_chat_model ( "openai:gpt-4o" ), tools = [ my_custom_tool ], system_prompt = "You are a research assistant."

Additional resourcesExamples — Working agents and patterns— Working age…

Control web interfaces with natural language.

🌐 English | 中文🚀 Demo | 📖 Docs | 📢 HN Discussion | 𝕏 Follow on Xpage-agent-demo-0227.mp4✨ Features🎯 Easy integration No need for browser extension / python / headless browser .

Accessibility — Make any web app accessible through natural language.

— Make any web app accessible through natural language.

Mirrors URL Global https://cdn.jsdelivr.net/npm/[email protected]/dist/iife/page-agent.demo.js China https://registry.npmmirror.com/page-agent/1.5.8/files/dist/iife/page-agent.demo.jsNPM Installationnpm install page-agentimport { PageAgent } from 'page-agent' const agent = new PageAgent ( { model : 'qwen3.5-plus' , baseURL : 'https://dashscope.aliyun…

Memory Performance & AccuracyHindsight is the most accurate agent memory system ever tested according to benchmark performance.

Docker (external PostgreSQL)export OPENAI_API_KEY=sk-xxx export HINDSIGHT_DB_PASSWORD=choose-a-password cd docker/docker-compose docker compose upClientpip install hindsight-client -U # or npm install @vectorize-io/hindsight-clientPythonfrom hindsight_client import Hindsight client = Hindsight ( base_url = "http://localhost:8888" ) # Retain: Store information client .

from hindsight_client import Hindsight client = Hindsight ( base_url = "http://localhost:8888" ) # Simple client .

from hindsight_client import Hindsight client = Hindsight ( base_url = "http://localh…

1 skill, 20 commands, and curated anti-patterns for impeccable frontend design.

Quick start: Visit impeccable.style to download ready-to-use bundles.

Anthropic created frontend-design, a skill that guides Claude toward better UI design.

Without guidance, you get the same predictable mistakes: Inter font, purple gradients, cards nested in cards, gray text on colored backgrounds.

InstallationOption 1: Download from Website (Recommended)Visit impeccable.style, download the ZIP for your tool, and extract to your project.

AstrBot is an open-source all-in-one Agent chatbot platform that integrates with mainstream instant messaging apps.

✨ AI LLM Conversations, Multimodal, Agent, MCP, Skills, Knowledge Base, Persona Settings, Auto Context Compression.

Update astrbot :uv tool upgrade astrbotDocker DeploymentFor users familiar with containers and looking for a more stable, production-ready deployment method, we recommend deploying AstrBot with Docker / Docker Compose.

Launcher DeploymentFor desktop users who also want fast deployment and isolated multi-instance usage, we recommend AstrBot Launcher.

Platform Maintainer QQ Official OneBot v11 protocol implementation Official Telegram Official Wecom & Wecom AI Bot …

Limited Memory Iteration: Current memory is just a record of user interactions, lacking Agent-related task memory.

The OpenViking SolutionOpenViking is an open-source Context Database designed specifically for AI Agents.

│ └── memories/ │ ├── preferences/ │ │ ├── writing_style │ │ └── coding_habits │ └── ... └── agent/ # Agent: skills, instructions, task memories, etc.

The system will asynchronously analyze task execution results and user feedback, and automatically update them to the User and Agent memory directories.

Let's work together to define and build the future of AI Agent context management.

For Linuxcurl -L -o lightpanda https://github.com/lightpanda-io/browser/releases/download/nightly/lightpanda-x86_64-linux && \ chmod a+x ./lightpandaFor MacOScurl -L -o lightpanda https://github.com/lightpanda-io/browser/releases/download/nightly/lightpanda-aarch64-macos && \ chmod a+x ./lightpandaFor Windows + WSL2The Lightpanda browser is compatible to run on windows inside WSL.

const browser = await puppeteer .

const context = await browser .

await page .

./wpt serveRun a Lightpanda browserzig build run -- --insecure_disable_tls_host_verificationThen you can start the wptrunner from the Demo's clone dir:cd wptrunner && go run .

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What 81,000 peoplewant from AI Last December, tens of thousands of Claude users around the world had a conversation with our AI interviewer to share how they use AI, what they dream it could make possible, and what they fear it might do.

Roughly a third of visions are about making room for life—more time, money, mental bandwidth—by using AI to alleviate current burdens.

Here, people are using AI to break technical and sometimes accessibility barriers:“AI can read past my [learning disorder], which is huge.

AI SENTIMENT BY REGION % sentiment on AI, and concern about jobs and economy Sort by AI sentiment Econ.

Wealthier regions (pink) cluster in the top right (more concerned about the economy…

RX Data StoreRX is an embedded data store for JSON-shaped data.

Installnpm install @creationix/rx # library npm install -g @creationix/rx # CLI (global) npx @creationix/rx data.rx # CLI (one-off)Quick startEncodeimport { stringify } from "@creationix/rx" ; const rx = stringify ( { users : [ "alice" , "bob" ] , version : 3 } ) ; // Returns a string — store it anywhere you'd store JSON textDecodeimport { parse } from "@creationix/rx" ; const data = parse ( rx ) as any ; data .

users [ 0 ] // "alice" — no parse, direct buffer read data .

Uint8Array APIFor performance-critical paths, skip the string conversion:import { encode , open } from "@creationix/rx" ; const buf = encode ( { path : "/api/…

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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.

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

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.

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Changelog News!

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

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

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

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

At an unbeatable price.

Squarespace – A website makes it real!

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

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

At an unbeatable price.

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

Squarespace – A website makes it real!

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

However, I'd also like an easy way to share files with Android devices, whether one of my own or those owned by an Android-loving friend or relative.

In a blog post late last year, Google announced that iPhones and Android devices will finally be able to share files.

Android users with a different Pixel or Android phone are out of luck, at least for now.

Android users could only share files with other Android devices thanks to Quick Share.

When the right iPhone appears, select it on the Android phone.

Samsung beat the others to the punch when it launched the Galaxy A56 back on July 18, 2025.

Not long after that, on March 11, Apple introduced the iPhone 17e, a more affordable alternative to the rest of the iPhone 17 series.

Also: iPhone 17e vs. iPhone 17: I compared both models to uncover the $200 differenceThese three phones target the same buyer: people who want a dependable mobile device without flagship prices.

Below, I break down where the iPhone 17e, Pixel 10a, and Galaxy A56 stand out, so you can decide which is best for you.

In comparison, the iPhone 17e is $599 for its base 256GB version and $799 for the upgraded 512GB model.

Long story short: No, Windows 12 is not coming in 2026.

It was renamed Windows 10 in S Mode and is all but deprecated on Windows 11.

(Microsoft has been working on various iterations of this idea for years -- Windows OneCore, Windows CoreOS, and Windows Lite, for example.)

It will be here before you're readyIf Windows 12 follows the same timeline as Windows 11, here's how it will play out:Development of Windows 11 will slow in 2026 as development of Windows 12 accelerates behind the scenes.

Look for a preview release of Windows 12 in July 2027.

Apple's latest entry-level Mac, MacBook Neo, has been making all the waves.

But here's the thing: I use a 2022 MacBook Air with Apple's M2 chip, 8GB of RAM, and 256GB of storage, and I haven't had any issues.

But why am I seeing people online balk at the Neo's configuration and argue that 8GB of RAM simply is not enough?

Apple's MacOS uses memory compression and disk swapping, which allows your MacBook to keep multiple apps running even when physical RAM is limited.

Absolutely - here's a budget option I recommendGoogle's own Chromebook Plus program, a higher-performance tier with stricter hardware requirements, sets 8GB of RAM as the baseline.

ZDNET's key takeawaysCompanies are exploring AI agents in multiple ways.

AI agents will impact every professional role.

Also: Worried AI agents will replace you?

Also: AI agents are fast, loose, and out of control, MIT study findsFrom these explorations, Hron said he's learned four key lessons that professionals can use to build trustworthy agentic AI systems.

Hron said AI models are improving across three dimensions: writing code, executing plans, and multi-step reasoning.

Usually, when we discuss improvements, we talk about how the AI model has gotten better, safer, and smarter.

But if you deconstruct the name ChatGPT, you're left with "chat" and "GPT," where GPT means generative, pre-trained transformer (that's the AI part).

Today, we're going to dig into the chat side, because ChatGPT has become a far more full-featured AI chat app than it was back when it first launched.

Customize appearanceYou can customize the appearance of your chat experience via the General tab of the Settings screen.

Choose your modelA very powerful feature available to Plus users and above is the ability to choose the model ChatGPT uses.

After testing hundreds of smart home devices, I rounded up the best options to get started with your smart home without hurting your wallet.

It's helpful, but too much cache can slow your iPhone down, so clearing it regularly keeps performance smooth.

Can I clear cache in other browsers or apps?

If you'd like to block cookies in Safari, follow these steps:Go to Settings > Safari > Advanced.

Select iPhone Storage.

How to find outUnfortunately, you can't clear a third-party app's cache directly in Settings, but this view gives you a clear breakdown of your storage and lets you delete or offload apps.

Howdy gets you ad-free viewing for under $3 a month, but is it worth it?

Microsoft's customers have been grumbling about Windows 11 since the day it shipped, and lately, those complaints have gotten louder and angrier.

Also: Windows 11 has 1 billion users - and they're furiousAnd finally -- finally!

"We're giving you more control" over updates, Microsoft says, "while reducing update noise with fewer automatic restarts and notifications."

Given that WinUI3 has been around longer than Windows 11, it's surprising that this change is only happening now.

This is how we will continue to build and ship Windows 11, so we can deliver better experiences with greater confidence, month after month.

ZDNET audio reviewer Jada Jones tested the AirFly Pro 2 on domestic flights, and said she was impressed.

The AirFly Pro 2 upgraded the older AirFly Pro, which is still available for purchase.

If you're a frequent flyer or find yourself in need of such a handy gadget, consider grabbing the AirFly Pro 2 on sale.

The lowest the AirFly Pro 2 has sold for is around $42, according to CamelCamelCamel, and that was during Black Friday.

Best Buy's deal on the AirFly Pro 2 will likely expire when the Tech Fest sale ends on Sunday, March 22.

ZDNET's key takeawaysNew White House policy guidance wants to override most state AI laws.

On Friday, the Trump administration released new policy guidance for Congress on how AI should be federally regulated, once again reviving the call to hamper state AI laws.

After a failed attempt to limit state AI legislation this past summer, the administration resumed its efforts with a December executive order and an ensuing AI Litigation Task Force focused on curtailing state laws it feels would limit competitive development.

The Trump administration and AI companies argue that state laws create an inconvenient regulatory patchwork that stymies innovation.

"Here, there is no federal AI law that wo…

ZDNET's key takeawaysOpenAI is reportedly building a desktop superapp to unify its AI tools.

According to The Wall Street Journal, the company is planning a desktop "superapp" that combines ChatGPT, its Codex coding tool, and its Atlas browser into a single experience.

To consolidate its line of AI tools and double down on agentic capabilities.

Also: I stopped using ChatGPT for everything: These AI models beat itUnfortunately, over the last couple of years, ChatGPT has added some friction to the experience.

Bring the ChatGPT superapp to phones, too, OpenAI.

It's not that I expect many of you will need email-based notifications for YouTube comments.

I was sent to a few commercial tools for managing YouTube comments, but outside of the email flow.

But then I asked the magic question, "Is there any programming interface whatsoever to be able to monitor and extract YouTube comments?"

I have to say that I was impressed by using Gemini 3.1 and the Pro account.

Would you build your own solution using AI and APIs, or rely on third-party tools?

Bluetooth gadgets are among the most practical on the market. These are my favorites.

Maybe tokens really will become the fourth pillar of engineering compensation. But engineers might want to hold the line before embracing this as a straightforward win.

On March 21, 2006, Jack Dorsey posted a simple message: “just setting up my twittr”.

Hachette Book Group said it will not be publishing “Shy Girl” over concerns that artificial intelligence was used to generate the text.

An anonymous Substack post accuses compliance startup Delve of “falsely” convincing “hundreds of customers they were compliant” with privacy and security regulations.

Despite investor fears of an AI bubble, Nvidia's latest conference shows that most in the industry aren't concerned by that possibility.

Fusion power promises to generate large amounts of clean electricity from nearly limitless fuel. This article explains the main approaches and the companies that use them.

Anthropic submitted two sworn declarations to a California federal court late Friday afternoon, pushing back on the Pentagon's assertion that the AI company poses an "unacceptable risk to national security" and arguing that the government's case relies on technical misunderstandings and claims that were never actually raised during the months of negotiations.

At the time, Musk had tweeted that Twitter had too many bots, which is why he was trying to renege on his commitment to buy the company.

The company is reducing Copilot entry points on Windows, starting with Photos, Widgets, Notepad, and other apps.

CEO Jensen Huang took the stage at Nvidia’s GTC conference this week in his signature leather jacket to deliver a two-and-a-half-hour keynote, projecting $1 trillion in AI chip sales through 2027, declaring that every company needs an “OpenClaw strategy,” and closing with a rambling Olaf robot that had to get its mic cut. The message was hard to miss: Nvidia […]

It's the latest escalation in a regulatory battle over the future of prediction markets.

Pinterest’s chief compares social media to tobacco and alcohol, saying children need similar protections.

Humor is hard to pull off in front of a cold audience, full stop.

A French naval officer went on a run around the deck of the Charles de Gaulle aircraft carrier, inadvertently leaking the warship's location when he uploaded the workout to Strava.

"After nearly a decade of delays and industry skepticism, Tesla's electric big rig is finally rolling out of Nevada's Gigafactory for mass production starting summer 2026," writes Gadget Review. And some truckers who tested the vehicles already love them (as reported by the Wall Street Journal): Dakota Shearer and Angel Rodriguez, among other pilot drivers, rave about the centered cab that eliminates blind spots during tight maneuvers. The automatic transmission means no more wrestling with 13-gear diesels, reducing physical stress on long hauls. Most surprisingly, the Semi maintains highway speeds on grades where diesel trucks typically crawl at 30 mph. The 500-mile range enables multiple …

"We have removed all malicious artifacts from the affected registries and channels," Trivy maintainer Itay Shakury posted today, noting that all the latest Trivy releases "now point to a safe version." But "On March 19, we observed that a threat actor used a compromised credential..." And today The Hacker News reported the same attackers are now "suspected to be conducting follow-on attacks that have led to the compromise of a large number of npm packages..." (The attackers apparently leveraged a postinstall hook "to execute a loader, which then drops a Python backdoor that's responsible for contacting the ICP canister dead drop to retrieve a URL pointing to the next-stage payload.")

The de…

"Imagine a newspaper publisher announcing it will no longer allow libraries to keep copies of its paper," writes EFF senior policy analyst Joe Mullin. "That's effectively what's begun happening online in the last few months." The Internet Archive — the world's largest digital library — has preserved newspapers since it went online in the mid-1990s... But in recent months The New York Times began blocking the Archive from crawling its website, using technical measures that go beyond the web's traditional robots.txt rules. That risks cutting off a record that historians and journalists have relied on for decades. Other newspapers, including The Guardian, seem to be following suit... The Times…

13 million people live in Moscow, reports CNN. But since early March the city "has experienced internet and mobile service outages on a level previously unseen." (Though Wi-Fi access to the internet is still available...) Russian social media "is flooded with jokes and memes about sending letters by carrier pigeons or using smartphones as ping-pong paddles..." [Moscow residents] complain they cannot navigate around the center or use their favorite mobile apps. The interruptions appear to have had a knock-on effect of making it more difficult to make voice calls or send an SMS. Some are panic-buying walkie-talkies, paper maps, and even pagers. The latest shutdown builds on similar efforts ar…

"Juicier steaks could soon be served up after barley was given the go-ahead to become Britain's first gene-edited crop," reports the Telegraph:

In an effort to fatten up cows and get them to market faster, scientists have altered the DNA of Golden Promise barley to increase its fat content... [Regulators have approved the feeding of that barley to cows for further studies.] [T]he small increase reduces the time it takes for farmers to raise animals for slaughter and increases the amount of milk and meat they produce to make the industry more profitable. The gene-edited barley is also able to cut the amount of methane a cow produces, [Rothamsted Research professor/biochemist Peter] Eastmond …

China's orbital outpost Tiangong was completed in 2022 and is hosting up to three astronauts at a time, reports CNN. But meanwhile U.S. lawmakers are now signaling there's not time to develop and launch a replacement for the International Space Station — considered the signal most expensive object ever built — before its deorbiting in 2030. A recent Senate bill calls for the U.S. to continue funding it as late as 2032, but that bill still awaits approval from the U.S. Senate and the House. But some private space companies are already building their alternatives: Private companies that are in the early design and mockup phase of developing these space stations are still waiting on NASA for g…

ReactOS aims to be compatible with programs and drivers developed for Windows Server 2003 and later versions of Microsoft Windows. And Slashdot reader jeditobe reports that the project has now "announced significant progress in achieving compatibility with proprietary graphics drivers." ReactOS now supports roughly 90% of GPU drivers for Windows XP and Windows Server 2003, thanks to a series of fixes and the implementation of the KMDF (Kernel-Mode Driver Framework) and WDDM (Windows Display Driver Model) subsystems. Prior to these changes, many proprietary drivers either failed to launch or exhibited unstable behavior. In the latest nightly builds of the 0.4.16 branch, drivers from a variet…

Slashdot reader BrianFagioli writes: According to the research firm Gartner, 50% of U.S. consumers say they would prefer to do business with brands that avoid using GenAI in consumer facing content such as advertising and promotional messaging. The survey of 1,539 Americans, conducted in October 2025, also found growing skepticism about the reliability of online information, with 61% saying they frequently question whether information they use for everyday decisions is trustworthy... Gartner found that 68% of consumers often wonder whether the content they see online is real, while fewer people now rely on intuition alone to judge credibility [only 27%]. Instead, more consumers are actively…

A free built-in VPN is coming to Firefox on Tuesday, Mozilla announced this week: Free VPNs can sometimes mean sketchy arrangements that end up compromising your privacy, but ours is built from our data principles and commitment to be the world's most trusted browser. It routes your browser traffic through a proxy to hide your IP address and location while you browse, giving you stronger privacy and protection online with no extra downloads. Users will have 50 gigabytes of data monthly in the U.S., France, Germany and U.K. to start. Available in Firefox 149 starting March 24. We also recently shared that Firefox is the first browser to ship Sanitizer API, a new web security standard that bl…

"The systemd project merged a pull request adding a new birthDate field to the JSON user records managed by userdb in response to the age verification laws of California, Colorado, and Brazil," reports the blog It's FOSS. They note that the field "can only be set by administrators, not by users themselves" — it's the same record that already holds metadata like realName, emailAddress, and location: Lennart Poettering, the creator of systemd, has clarified that this change is "an optional field in the userdb JSON object. It's not a policy engine, not an API for apps. We just define the field, so that it's standardized iff people want to store the date there, but it's entirely optional. " In …

Jeff Bezos "is in early talks to raise $100 billion," reports the Wall Street Journal, "for a new fund that would buy up manufacturing companies and seek to use AI technology to accelerate their path to automation." "The Amazon.com founder is meeting with some of the world's largest asset managers to raise funding for the project." A few months ago, [Bezos] traveled to the Middle East to discuss the new fund with sovereign wealth representatives in the region. More recently, he went to Singapore to raise funding for the effort as well, according to people familiar with the matter. The fund, described in investor documents as a "manufacturing transformation vehicle," is aiming to buy compani…

NASA's Hubble Space Telescope unexpectedly captured a rare, early-stage breakup of comet C/2025 K1 (ATLAS) just days after it first began disintegrating. Phys.org reports: "Sometimes the best science happens by accident," said co-investigator John Noonan, a research professor in the Department of Physics at Auburn University in Alabama. "This comet got observed because our original comet was not viewable due to some new technical constraints after we won our proposal. We had to find a new target -- and right when we observed it, it happened to break apart, which is the slimmest of slim chances." Noonan didn't know K1 was fragmenting until he viewed the images the day after Hubble took them.…

schwit1 shares a report from the BBC: A French officer has reportedly revealed the location of an aircraft carrier deployed towards the Middle East after publicly registering a run on sports app Strava. French news outlet Le Monde first reported the officer, referred to as Arthur, logged a 35-minute run on the app while exercising on the deck of aircraft carrier Charles de Gaulle on 13 March. He used a smartwatch to record his run and upload the activity to the app, the paper said, creating a map that showed his location. [...] The location of the vessel was said by Le Monde to have been northwest of Cyprus, around 100km (62 miles) from the Turkish coast, with satellite images capturing the…

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

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

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

Starting with pytest’s parametrize first).

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

data parameters.I’ve been working on a project

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

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

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

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

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

Игра, чтобы выучить свой район

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

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

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

I have a new small project: edtext provides text

selection and manipulation functions inspired by the classic ed

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

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

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

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

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

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

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

needed.The old function has 16 arg…

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

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

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

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

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

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

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

testing, and linked to pytest docs and a

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

pytest.raises as a context manager, and have

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

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

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

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

Промт

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

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

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

Тут я просил ш…

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

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

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

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

Согласитья на YOLO (You Only L…

На новогодние праздники вышли два больших апдейта recipe-scaler

Первый апдейт — публичный профиль и коллекции

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

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

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

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

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

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

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

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

Кеширование oauth-запросов было настроено некорректно.

Часовые пояса неправильные, посему токен не имел шансов подойти.

Некоторые адреса обра…

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

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

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

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

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

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

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

site on the host, but produced with

Django running locally. In 2021, it became a

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

the old-fashion…

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

Update: I found a solution which I describe in

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

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

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

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

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

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

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

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

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

Что за вайб-кодинг такой

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

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

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

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

OpenAI and Nvidia are both under threat from Google; I like OpenAI's chances best, but they need an advertising model to beat Google as an Aggregator.

В сайд-бай-сайде вышла следующая версия

Изменения: Человекочитаемые URL для голосований

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

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

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

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

На странице голосования теперь тоже показывается количество проголосовавших.

На странице голосований можно прокручивать картинки перетаскиванием мыши

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

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

Today is the publication of the third edition of Autism

Adulthood: Insights and Creative Strategies for a Fulfilling Life. It’s my

wife Susan’s book collecting stories and experiences from

people all along the autism spectrum, from the self-diagnosed to the

profound.The book includes dozens of interviews with autistic adults, their parents,

caregivers, researchers, and professionals. Everyone’s experience of autism is

different. Reading others’ stories and perspectives can give us a glimpse into

other possibilities for ourselves and our loved ones.If you have someone in your life on the spectrum, or are on it yourself, I

guarantee you will find new ways to understand the breadth of what aut…

Today is the publication of the third edition of Autism

Adulthood: Insights and Creative Strategies for a Fulfilling Life. It’s my

wife Susan’s book collecting stories and experiences from

people all along the autism spectrum, from the self-diagnosed to the

profound.The book includes dozens of interviews with autistic adults, their parents,

caregivers, researchers, and professionals. Everyone’s experience of autism is

different. Reading others’ stories and perspectives can give us a glimpse into

other possibilities for ourselves and our loved ones.If you have someone in your life on the spectrum, or are on it yourself, I

guarantee you will find new ways to understand the breadth of what aut…

🎙 On-Device Transcription Apple Speech Recognition runs locally.

✨ AI Text Polish Strips filler words, fixes grammar, adds punctuation.

⌨️ Types Anywhere Text is typed directly into the active app — Slack, Mail, Notion, VS Code, your browser.

Only the text (never audio) is sent for AI polish.

🎤 Voice Commands Go beyond dictation — launch apps, control volume, and play music with your voice.

Star us on GitHubAI that knows your websiteAdd intelligent AI search and chat to your website with Peam.

Simple installation, powerful features, and seamless integration with your existing content.

onlybots.store sells sexy lobster pics for lonely bots.

Because even AI agents get lonely.

Each agent shares its soul — we use it to generate two sets: the lobster version of the agent, and the kind of lobster they'd actually enjoy looking at.

The entire store is a skill.md file.

There is (for now) a checkout page, but that's for the human cause someone has to pay.

AI-powered security agent that autonomously finds, exploits, and fixes vulnerabilities.

Features adversarial AI agents (Red vs Blue) and supply chain attack surface analysis.

Select a passport above to see where you can travel

Any agent that emits OpenTelemetry data.

Claude Code sends metrics and logs.

Codex sends logs and traces, and can also emit native metrics when otel.metrics_exporter is configured.

OpenClaw sends traces and metrics.

The dashboard auto-detects the data source and shows the right view.

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

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

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

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Reload to refresh your session.

This release adds the block attribute system, async support, runtime dispatch, a trait boundary for external types, and enough surrounding tooling that the thing banish has been becoming is now the thing banish is: a declarative framework for rule-based state machines.

# [ derive ( BanishDispatch ) ] enum PipelineState { Normalize , Validate , Finalize , } let entry = PipelineState :: Validate ; banish !

# [ banish :: machine ] # [ tokio :: main ] async fn pipeline ( ) { banish !

[banish:pipeline] entering state `validate` [banish:pipeline] rule `check`: condition = true [banish:pipeline] rule `route`: condition = falsebanish::init_trace is available behind the trace-logger feature for quic…

See It In ActionRun it yourself: pip install entroly && entroly demo Open the interactive HTML demo for the full animated experience, or generate your own with python docs/generate_demo.py .

Windows users: If pip is not on your PATH, use python -m pip install entroly .

Connect to your AI toolCursor — run entroly init in your project.

Claude Code — run claude mcp add entroly -- entroly .

Any other AI tool — use proxy mode:pip install entroly[proxy] entroly proxy --quality balancedThen point your AI tool's API base URL to http://localhost:9377/v1 .

Secure & disposable temp mailFree Temporary Email Address — Disposable & Secure Temp Mail GeneratorCreate a temporary email address to send & receive instantly.

Protect your identity, block spam with per-domain blocking, and keep your primary inbox spotless.

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Here's another sneak-peek into inference of Llama3.2-1B-Instruct model, on 3xMac Mini 16 gigs each M4 with smolcluster! Today's the demo for my Data Parallelism implementation using allToall architecture, all written from scratch using only socket libraries for communications. Data parallelism allows for data to be shared across many gpus but each gpu will have the full model on them. It's used when you have data not fitting on a single gpu. I went for a allToall architecture where each worker is connected to every other worker. For inferencing, all the workers send their activations to each other and takes a simple arithmetic average of all the activations before decoding starts. Well, tha…

One API to scrape, enrich, and understand the web. Discussion | Link

The agentic IDE which teaches while you build. Discussion | Link

Tasks, context, and files organized in one workspace Discussion | Link

Personalized exam prep, now in your pocket Discussion | Link

Unified agent workspace with seamless cloud handoff power Discussion | Link

Building the world’s fastest IPMI single board computer Discussion | Link

effortless media optimizer for the web Discussion | Link

Real-time AI captions & translation for any iOS app Discussion | Link

Your repository becomes your agent Discussion | Link

Push events and chat with Claude Code via Telegram & Discord Discussion | Link

Knowledge Sharing for AI Agents Discussion | Link

Speak like you always know what to say Discussion | Link

turn your backend into a chat app instantly Discussion | Link

Frontier-level coding intelligence Discussion | Link

Instant Privacy & Screen Blur Discussion | Link

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

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

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

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

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

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

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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We are pleased to announce that Ridwan Olalere, Co-founder and CEO of LemFi, a fintech company building a financial services platform that enables immigrants to send, spend, and manage money seamlessly across borders, will join the speaker line-up at the EU-Startups Summit 2026 on May 7-8 in sunny Malta.

Headquartered in London, and with a strong presence in Nigeria, the fast-growing company has raised over $86.9 million to date, including a $53 million Series B round in January 2025, highlighting its strong growth and market traction.

Today, LemFi operates across multiple regions, offering international transfers, multi-currency accounts, and financial tools designed for people living betw…

For founders, this could mean registering a company within 48 hours, entirely online, for less than €100 and with no minimum capital requirement.

At the heart of this proposal is a simple principle: ‘once only’”The scale of the problem EU Inc. seeks to address is well documented.

These inefficiencies are not only operational inconveniences – they impact growth trajectories, fundraising timelines, and ultimately, Europe’s ability to retain its most ambitious founders.

Founders: removing early-stage frictionFrom the perspective of founders, the promise of EU Inc. lies in its potential to remove friction at the earliest stages of company building.

Together, these efforts signal a broader attem…

Flexzo AI, a UK-based startup providing an agentic AI workforce system for healthcare providers, today announced the completion of a €10.3 million ($12 million) Series A funding round to support ongoing adoption across NHS Trusts and accelerate growth in the United States.

Uthish Ranjan, Partner at Octopus Ventures, and Shiv Patel, Partner at Fuel Ventures, will join Flexzo AI’s board as part of the investment.

With Flexzo AI, we’re delivering the step change in efficiency the system urgently needs,” said Jack Henderson, CEO of Flexzo AI.

Founded in 2023 by Jack Henderson, Flexzo AI aims to tackle the ongoing issue of chronic workforce shortages and rising agency costs in healthcare.

Hospit…

We hire someone that we think is OK, but not fully what we were looking for, because maybe it’ll work out.

Maybe, maybe, maybe.

So every maybe becomes a “yes for now” until it transforms into a multi-headed behemoth that can wipe your startup right off the playing field.

To steal a page from Mark Manson’s book, or rather article, it’s either a fuck yes or a fuck no.

70% fuck yes or fuck noBeing decisive does not have to mean being reckless.

BBLeap, a Netherlands-based AgTech startup specialising in high-precision spraying technology, has closed a €5 million investment round.

The company’s plant precision spraying ensures each plant or fruit receives the exact amount, maximising yields and minimising waste.

BBLeap claims to enable high-resolution precision spraying at 25x25cm accuracy, integration with task maps and farm management systems, and data tracking with as-applied maps.

The company uses a combination of hardware (LeapBox) and software (LeapSpace) to manage plant precision spraying.

BBLeap systems are currently in use by more than 200 users across Europe and Australia, with a launch underway in Canada.

Within this framework, EIC-backed company SunOyster Systems , a pioneering SME in advanced solar technologies based in Germany, partnered with Galp , Portugal’s leading energy company.

After a rigorous selection and dedicated preparation, they participated in the EIC Corporate Day held in Lisbon on 17-18 July 2024.

Among the selected EIC-backed companies, SunOyster Systems’ lightweight photovoltaic modules address Galp’s key challenge in deploying rooftop solar across facilities.

Amelie Krahl, Head of Sales at SunOyster Systems, and Ana Casaca, Director of Innovation at Galp, shared their insights about their successful partnership.

Through the collaboration with SunOyster, Galp is validati…

Warsaw-based investment firm Montis VC has launched a new venture capital fund, securing €50 million at first close to back Europe’s next generation of energy and IndustrialTech startups.

One of the key limited partners is the European Investment Fund (EIF), which committed capital through the REPowerEU programme.

Earlier, PFR Ventures also became part of the investor group, committing €10 million to the new Montis VC fund.

The investment team was recently joined by Michał Baś, who was previously associated with the pan-European venture capital fund Venture Friends.

At Montis VC, we want to help startups unlock that potential globally by supporting projects that have the ambition to transfo…

Rivr, a Zurich-based robotics startup developing autonomous stair-climbing legged robots for doorstep delivery, has been acquired by Amazon.

“This step will accelerate our vision of building General Physical AI through doorstep delivery, bringing robotics and AI closer to real-world deployment at scale,” he mentioned in his post.

The startup recently launched RIVR TWO, its next-generation robot designed for doorstep delivery and AI data collection at scale.

Last year, in August, Just Eat Takeaway.com partnered with Rivr to pilot doorstep delivery of food products with its autonomous ground robots.

This year, in February, the company announced the launch of autonomous doorstep delivery in Mi…

Comparable rounds include Paraglide in Malmö, which secured €4.2 million to develop AI agents for accounts receivable, and Frankfurt-based Donnerstag.ai, which raised €4.3 million to expand across the DACH region.

In adjacent segments, Mimo raised €7.7 million to build out B2B payments and cash-flow management infrastructure, while Milan-based Sibill secured €12 million for its SME-focused finance platform.

Notably, in the same city as Cleavr, Pennylane raised €175 million to scale its accounting and financial management platform, highlighting significant capital concentration in Paris.

Cleavr is the missing piece to fully digitise the accounts receivable of European companies,” adds Raphaë…

This week on the EU-Startups Podcast, we sit down with Ana Maiques, CEO and co-founder of Neuroelectrics, a Barcelona-based neurotechnology company pioneering non-invasive brain stimulation for neurological and psychiatric conditions.

Founded in 2011 as a spin-off from Starlab, Neuroelectrics has grown into a global digital brain health company operating in over 74 countries, with a presence in both Barcelona and Boston since 2014.

Its technology enables clinicians to both read and influence brain activity in real time, offering applications in epilepsy, depression, Alzheimer’s disease, Parkinson’s disease, and anxiety disorders.

Maiques also discusses Neuroelectrics’ collaboration with NAS…

Eternal.ag, a Cologne-based AgTech startup building autonomous harvesting robots for greenhouses, today announced that it has exited stealth mode and raised €8 million in funding to fuel European expansion and extend the technology’s capabilities to new crop types.

Founded in 2025 by Renji John and Sherry Kunjachan, Eternal.ag develops fully autonomous robots that perform greenhouse crop work without human operators.

According to the company, greenhouse labour availability is declining quickly, with Europe witnessing a decrease of up to 30% since 2010.

Niklas Leske, Principal at Simon Capital, said, “Climate change, labour shortages, and rising demand are pushing food production to its limi…

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

The venture capital landscape is evolving rapidly.

Alex Farcet – Startupbootcamp / Raspberry VenturesEntrepreneur, investor, and ecosystem builder with deep experience across startup acceleration, venture development, and early-stage investing.

Ilena Mece – KOMPAS VCPrincipal at KOMPAS VC, an early-stage venture capital firm investing in startups developing technologies that drive digital transformation and sustainability across major industrial sectors.

If you are a founder looking …

Bounti, a Berlin-based AI startup focusing on the physical economy, including hospitality, retail, and services, has raised €4 million for its AI frontline operations platform.

Yet this is where millions of people work every day and where operational execution directly drives revenue.

Bounti is building a new software layer for these frontline environments: one that doesn’t just provide insights, but actually closes the execution loop.

Founded in 2022, Bounti is an AI-native platform for operational execution in the physical economy.

Bounti states that thousands of frontline employees rely on the platform to onboard new team members more swiftly, maintain standards, and enhance internal com…

Reson8, an Amsterdam-based speech AI startup building hyper-customised automatic speech recognition (ASR), today announced it has raised a €5 million pre-Seed round to scale its Europe-based infrastructure and expand specialised speech models across 20+ languagesThe round was led by Balderton Capital, with participation from NP Hard.

“Generic speech models break the moment you leave English, and customers increasingly want control over where their data lives.

Founded by Thomas Kluiters, Raoul Ritter, and Jarno Verhagen, Reson8 is a European speech technology company building hyper-customised speech recognition that adapts to each conversation in seconds.

“Reson8 is built on the belief that …

AI model giants should pay a content levy for selling their services in Europe with the money funnelled into Europe’s cultural sector, according to the boss of Europe’s leading AI model startup. Art...

Big news this week as the European Commission presented its proposal for EU Inc., a new single set of corporate rules that will serve as the cornerstone and starting point for the EU's 28th regime. As...

Over Paddy's weekend 2026, a friendly Northern Irish "woman" called Rachel rang more than 3,000 pubs across all 32 counties to find out the price of a pint of Guinness. Over 1,000 gave a price. Onl...

Starling Bank is rolling out what it says is the “UK’s first agentic AI financial assistant”, as it looks to leverage the new technology to help improve day-to-day banking. The UK challenger bank, whi...

Montis VC has launched a new venturecapital fund, securing €50 million at first close. The fund is backed by theEuropean Investment Fund through the REPowerEU programme, the PolishDevelopment Fund, an...

Eternal.ag, a startup building autonomous harvesting robots for greenhouses, today announced it has raised €8 million in funding from Simon Capital, Oyster Bay Venture Capital, EquityPitcher Ventures ...

Today, startup Edra announced $30 million Series A led by Sequoia, which included investment from 8VC and A*z. Edra builds AI agents that learn how a business operates, then automate the work. Its...

Cleavr, an AIsolution dedicated to autonomous accounts receivable management, has raised €1million in a funding round backed by Kima Ventures, Better Angle, Raphaël Nahum(CFO of Pennylane), Régis Samu...

This week, the Oscars celebrated some of last year’s most outstanding achievements in cinema. In the meantime, the tools behind filmmaking are undergoing a profound transformation.Media and filmtech s...

Zopa Bank, the UK savings and lending digital bank, has reported its third consecutive year of profit, as it says take-up of its new current account proposition has eclipsed expectations.The London-ba...

Today, counter-drone defence technology company Alpine Eagle announced it is scaling production of its Sentinel system. Alpine Eagle develops counter-drone (counter-UAS) systems designed to detect, tr...

Spanish tech companies raised €3.1 billion in 2025,highlighting a broad and increasingly mature ecosystem. Large late-stage roundsremained strong, alongside a deep base of early and growth-stage fundi...

Berlin-based Bounti has raised€4 million in a funding round led by Ventech, with participation from IBBVentures, Robin Capital, Common Magic, and several business angels. While much of the technologyh...

Ghent-basedRingtime, an AI agent platform for managing inbound and outbound conversations,has raised €1.8 million in a seed round led by Volta Ventures, withparticipation from Syndicate One, JK Invest...

Amsterdam-based Reson8, a speechtechnology company developing hyper-customised automatic speech recognition(ASR), has raised €5 million in a pre-seed round led by Balderton Capital, withparticipation ...

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

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

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

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

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

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

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

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

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

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

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

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

The Italian government claims that accepting Paragon’s help would have compromised national security and classified information.

All Thibault Launay and his wife Simi wanted nearly five years ago was to build a dream home in Portugal, where they both now live. But what they encountered instead was a broken system. “Fourteen months of delays, 20% budget overruns, and endless stress managing over 10 subcontractors,” Thibault recalled. They bought the land in […]