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The Rust project does not, at present, have a coherent view or position around the usage of AI tools; this document is one step towards hopefully forming one.

It is not a matter of “AI working well” or “AI not working well”, but a matter of making AI work well:It takes care and careful engineering to produce good results.

Others point out that such a ban would be difficult to enforce and that it is not going to make people stop using AI, or even stop them from using AI with Rust.

This includes people who otherwise expressed strong opposition to AI:In general, the Rust project cannot really do anything about the global state of AI.

On one end of the spectrum, some would like to see the Rust …

But recently, some of these clearly trash emails have gotten a design upgrade: A spam email informing me that my fake cloud storage platform is full.

That is a relatively attractive spam email, trying to sell me on a scam.

Other, less attractive spam emails also have this swing, such as this one: A less attractive email informing me of upcoming video game addiction litigation.

The one that made me laugh recently was when I got really crappy spam emails on an address that has never gotten them for the first time, promoting traditional spam topics with a Claudecore flair.

Just because spam emails are more attractive now doesn’t mean the people making them aren’t still extremely stupid.

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Personal ComputingSeptember 19th, 2022 — JoshPhoto by my uncle :)Although I was never around to experience it, I miss the time when there existed a notion of computing for yourself.

Computing for fun.

In a way we are all personally computing constantly, but that's not what I mean.

Rather I'm saying the priorities at home, for fun, for magic, for personal computing, are different.

For personal computing metaprogramming makes perfect sense.

I decided to fix that by teaching Claude to drive both mobile platforms, take screenshots, analyze them for issues, and file its own bug reports.

You Can’t Dismiss Native DialogsUpon login, iOS shows a “Would Like to Send You Notifications” dialog rendered by UIKit, not the WebView.

Native iOS dialogs cannot be dismissed by any form of macOS-synthesized input.

The correct sequence: uninstall app, write TCC permission, restart SpringBoard, reinstall app, launch, then login.

The PR contained QA login endpoints, bug forum updates, iOS Simulator workarounds, E2E test config changes, push notification code, and three new skill files.

The gold standard of optimization: A look under the hood of RollerCoaster TycoonDue to some lucky circumstances, I recently had the chance to appear in one of the biggest German gaming podcasts, Stay Forever, to talk about the technology of RollerCoaster Tycoon (1999).

RollerCoaster Tycoon and its sequel are often named as some of the best-optimized games out there, written almost completely in Assembly by their creator, Chris Sawyer.

Coding in Assembly had been the standard for game development for a long time but at this point in time was basically a given-up practice.

It’s hard to check for sure, but it’s likely that RCT was the last big game developed in this way.

This “shortcoming” is …

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In complex societies like ours, theft typically follows a formal process: investigation, apprehension, prosecution, punishment (sometimes) and compensation (sometimes) for the victims.

Soon after, a new idea emerges: why should people keep their digital assets on their own devices?

Since the 90s, we’ve known that all digital assets are prone to devaluation, easily and repeatedly replicated at the drop of a hat.

In our records, we only have a handful of individuals who could possibly be involved in such a large-scale theft.

If you think you’re not a victim, I urge you to consider whether you’re using products from the major cloud companies.

There’s not much worth quoting in this PC Gamer article but I do want to draw your attention to three things.

Welcome MatSecond, once you get passed the welcome mat: yes, five ads, a title and a subtitle.

A bit of articleThird, this is a whopping 37MB webpage on initial load.

In the five minutes since I started writing this post the website has downloaded almost half a gigabyte of new ads.

Bandwidth bonanzaWe’re lucky to have so many good RSS readers that cut through this nonsense.

Your AI coding agent becomes a scientist.

Drop researcher.md into Claude Code, Cursor, or any agent that reads markdown.

It will design experiments, test hypotheses, discard what fails, keep what works — 30+ experiments overnight while you sleep.

All experiment history lives in an untracked .lab/ directory that survives all git operations — git manages code, .lab/ manages knowledge.

Yggdrasil gives your repository persistent semantic memory, so each task starts with the right context instead of another giant prompt.

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Palantir is to be granted access to a trove of highly sensitive UK financial regulation data, in a deal that has prompted fresh concerns about the US AI company’s deepening reach into the British state, the Guardian can reveal.

“What are the protocols agreed between the FCA and Palantir about the onward use of things that they have learned in that process?” he said.

Palantir will have to destroy data after completion of the contract and any intellectual property derived from the data trawling should be retained by the FCA.

“If you ingest that data and use it to train an AI system, there are very significant privacy concerns.

There should be serious confidentiality requirements regarding wha…

The list could go on, but the point should be clear by now: Any service you give OpenClaw access to is compromised if OpenClaw is compromised.

This resulted in a massive number of OpenClaw agents being exposed to the internet without any security.

Figure: Active OpenClaw exposed servers by CensysMapping OpenClaw Vulnerabilities to the OWASP Top 10 for AgentsPalo Alto Networks mapped the OWASP Top 10 agent vulnerabilities with OpenClaw.

A05: Agent Memory Poisoning All memory is undifferentiated by source.

Least Privileged AccessComposio’s granular scoping lets you limit the tools for each app integration in your OpenClaw agents.

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I love NixOS because most operating systems slowly turn into a pile of state.

I love NixOS because I can specify the whole OS including the packages I need and the configuration in one declarative setup.

I love NixOS because it lets my laptop be boring in the best possible sense.

So when I say I love NixOS, what I really mean is that I love what it represents.

I love NixOS because it is the most complete everyday expression of what I think software systems should be.

Five Years of Running a Systems Reading Group at MicrosoftMarch 2026I started a reading group in 2021, a few months after joining Microsoft as a new grad on the Azure Databases team.

We worked through sections of the Red Book (Stonebraker and Hellerstein's Readings in Database Systems) over several sessions.

By 2025, the scope had grown well beyond databases, and I renamed the group to "Microsoft Systems Reading Group" to reflect that.

Running this group connected me with engineers, researchers, and scientists across Microsoft who are curious about the same things I am.

If you're thinking about starting a reading group at your company, don't overthink it.

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GrapheneOS, the privacy-focused Android fork, said in a post on X on Friday that it will not comply with emerging laws requiring operating systems to collect user age data at setup.

"GrapheneOS will remain usable by anyone around the world without requiring personal information, identification or an account," the project stated.

"If GrapheneOS devices can't be sold in a region due to their regulations, so be it."

GrapheneOS isn’t the first and won’t be the last company to outright refuse compliance with incoming age verification laws.

California's law doesn’t require photo ID or biometric verification; users simply self-report their age during setup.

It has become a vital economic engine for our local community, employing a whole fleet of delivery agents and serving as a lifeline for local stores and restaurants.

We took immediate action: we fired the employee on the spot and completely overhauled our security.

Apple terminated our entire organization's account.

If anyone here has been through this, has advice, or knows how to get a human at Apple to actually read our appeal, our entire community would be forever grateful.

(For reference if any Apple folks are reading: our Apple Team ID is T35TM9SW45)

Alongside Avalonia 12 and the .NET 11 Previews, I am pleased to announce the first preview of our Avalonia backend for .NET MAUI .

Anyone using Avalonia 12 gets the full benefits, and since these .NET MAUI handlers are built on Avalonia primitives, they can be fully customized through Avalonia APIs.

What’s great about using the .NET MAUI Graphics code is the seamless integration when moving from the existing .NET MAUI platforms to Avalonia MAUI.

We’re also planning to enable interoperability with WinUI to host Avalonia controls within it, completing the .NET MAUI native platform story.

We’re excited to have people try out Avalonia MAUI; see where they take their applications, which ne…

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The fear isn't really about losing a job title, it's about losing the story you tell yourself about who you are.

The point is that your value to the people around you - the actual people in your life - has nothing to do with your job title.

The people who love you don't love you because you're good at your job.

I can automate my job (honestly it feels great for now I'm getting so much done).

The harder version is asking yourself: if my job title disappeared tomorrow, would I still be me?

I’m releasing Manyana, a project which I believe presents a coherent vision for the future of version control — and a compelling case for building it.

It’s based on the fundamentally sound approach of using CRDTs for version control, which is long overdue but hasn’t happened yet because of subtle UX issues.

Manyana gives you this:<<<<<<< begin deleted left def calculate(x): a = x * 2 ======= begin added right logger.debug(f"a={a}") ======= begin deleted left b = a + 1 return b >>>>>>> end conflictEach section tells you what happened and who did it.

That one property turns out to have profound implications for every aspect of version control design.

What this is and isn’tManyana is a demo, n…

I Hate: Programming Wayland ApplicationsA quick introduction:If you want to program a graphical application for linux, your primary choices are using either X11 or Wayland.

That was the story of me using Wayland.

In Wayland, opening up a roughly works as follows:You connect connect to a Wayland socket (this is ok)Then you connect to the "registry".

Almost everything is done via callbacks .. You trigger Wayland gathering events and calling callbacks using wl_display_roundtrip() & wl_display_dispatch()& You need to setup a surface in order to display anything.

ConclusionAs a user, using Wayland is nice.

However, a third scenario is very plausible:Open source models running on local workstations dominate AIThere are a few reasons this could happen:With the exception of gpt-4, open source models have matched performance of frontier models within 6 months of frontier model release (data):Months to open source parity with frontier models OpenAI AnthropicNaturally, there have been accusations of open source models gaming evals, but the frontier models do the same.

Startups usually try to create a moat, but model providers build waterslides: frontier models help train their open source competitors.

The unit economics of frontier models are reminiscent of Uber's "cheap ride era": for example, des…

It’s less like fine art or music and closer to architecture or carpentry – combining form and function – but it is an art.

Finding art elsewhereFor me, coding always occupied an odd place on the artistic spectrum.

Some code is firmly art – Jenn Schiffer, for example, has been an artist-in-residence and has had numerous projects devoted to the intersection of art and programming.

My advice to other coders, or at least the advice I’m taking myself, is that if you’re looking for art in coding: stop looking.

I don’t think coding is dead as an art form, and I do think that the “new” craftsmanship will have its own masters, its own styles, its own expressiveness.

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.

And the horrible thing, the truly God-awful thing that made me want to drive a Mustang into the Pacific Ocean was that people BELIEVED them.

Claude Code does this.

It was doomed the way every movement that promises expertise without effort is doomed.

It was doomed the way the guy selling miracle weight-loss pills is doomed once people step on the scale.

The code didn't work.

To include a literal quote inside a quoted field, you double it: "hi" becomes ""hi"" .

The comma inside "where she said, ""hi""to me" is just text, theis part of the field value, and the "" around hi are escape sequences, not boundaries.

Every structural character maps to its class ( COMMA = 1, QUOTE = 2, NEWLINE = 3), and everything else maps to 0.

// scalar implementation enum Class { Comma = 1 , Quote = 2 , NewLine = 3 , Other = 0 , } let bytes : & [ u8 ] = & data_stream ; let mut classified_bytes = Vec :: with_capacity ( bytes .

len ()); for b in bytes { let class = match b { 0x2c => Class :: Comma , 0x22 => Class :: Quote , 0x0A | 0x0D => Class :: NewLine , _ => Class :: Other }; class…

Animations… Everybody loves animations.

In pseudo-code, it looks as follows:const milliseconds target = next_presentation_timestamp(); const milliseconds delta = target - previous_repaint_time; previous_repaint_time = target; advance_animations_by(delta);The biggest drawback of this approach is that it can introduce discontinuities to the motion of an object.

In comparison to the aforementioned described method to advance animations, with the proposed method, animations will advance as followsAnimation frames with smoothed/capped delta intervals.

In pseudo-code, it will look as followsconst milliseconds target = next_presentation_timestamp(); const milliseconds max_delta = 1000 / output->re…

MkDocs powers documentation for over 90,000 GitHub projects, and most of them depend on Material for MkDocs, a theme by @squidfunk so popular it has more stars than MkDocs itself.

Anyone who uses Material for MkDocs today gets the following warning displayed in their terminal:│ ⚠ WARNING – MkDocs 2.0 is incompatible with Material for MkDocs │ │ MkDocs 2.0 introduces backward-incompatible changes: │ │ [...]MkDocs has not seen any real development for over 18 months.

The original MkDocs repository has seen no meaningful development in 18 months.

@jaywhj is maintaining MaterialX, which seems to gain some traction in the community because the original project, Material for MkDocs, entered maint…

All tests pass: a short storyOne night, I wrote a simple tool to pick a random programming language.

Best I understand, Arturo is a stack-based programming language.

I don’t completely understand Deflate, and I certainly didn’t know how to write Arturo.

I opened up $TERMINAL_CODING_AGENT with their best model, and told it to write a Deflate implementation in Arturo.

At least all the tests pass.

I Hate: Programming Wayland ApplicationsA quick introduction:If you want to program a graphical application for linux, your primary choices are using either X11 or Wayland.

That was the story of me using Wayland.

In Wayland, opening up a roughly works as follows:You connect connect to a Wayland socket (this is ok)Then you connect to the "registry".

Almost everything is done via callbacks .. You trigger Wayland gathering events and calling callbacks using wl_display_roundtrip() & wl_display_dispatch()& You need to setup a surface in order to display anything.

ConclusionAs a user, using Wayland is nice.

my first patch to the linux kernelHow a sign-extension bug in C made me pull my hair out for days but became my first patch to the Linux kernel!

This was abandoned in favor of software-defined task switching which gives more granular control and portability to the operating system kernel.

when the kernel thread that is running a vCPU is migrated to another physical CPU core, the hypervisor must update the host state to match the new core).

Upon an exit, the hypervisor would check if we (the current kernel thread) needs to be rescheduled, keeping the kernel scheduler happy.

Core Death: CPU 5 hit a fatal Page Fault attempting to read an unmapped memory address, resulting in a Kernel Oops.

For instance, we can define a 3-parameter add function that adds three numbers:add x y z = x + y + z add = \x -> (\y -> (\z -> x + y + z)) add :: Int -> (Int -> (Int -> Int)) ((add 1 ) 2 ) 3We make the arrow -> right-associative, so we can write Int -> Int -> Int -> Int .

This is the default in imperative languages like Rust:fn f(p1: P1 , p2: P2 , p3: P3 ) -> R { ... } f(a1, a2, a3) f : fn ( P1 , P2 , P3 ) -> RAnother form is the "curried" style, offered in pure functional languages like Haskell:f p1 p2 p3 = ... f a1 a2 a3 f :: P1 -> P2 -> P3 -> RFinally, there is the "tuple" style.

It is true that partial application is very natural and elegant for the currying style; for instance, if we t…

I’m releasing Manyana, a project which I believe presents a coherent vision for the future of version control — and a compelling case for building it.

It’s based on the fundamentally sound approach of using CRDTs for version control, which is long overdue but hasn’t happened yet because of subtle UX issues.

Manyana gives you this:<<<<<<< begin deleted left def calculate(x): a = x * 2 ======= begin added right logger.debug(f"a={a}") ======= begin deleted left b = a + 1 return b >>>>>>> end conflictEach section tells you what happened and who did it.

That one property turns out to have profound implications for every aspect of version control design.

What this is and isn’tManyana is a demo, n…

The NTLM authentication method was always a beast.

I then also wrote the NTLM code for wget while at it.

We are slowly deprecating NTLM in curl, but we are starting out by making it opt-in.

The wget project looks like it is about to make their NTLM support opt-in.

Without NTLM enabled in the build, SMB support will also get disabled.

The answer I came up with is also in the repo, a short ksh script called update-repo.sh.

After making changes, I cd to the Git repo in my home directory and run this script.

Then commit the changes and push them to my home server (also now running OpenBSD - article pending!).

Since the repos on my home server are fully backed up, my configuration is backed up well.

If I had to, I could use it to reverse the process and populate the computer configuration from the repo.

Reuters:

Tencent launches ClawBot, an OpenClaw-based agent integrated into WeChat, letting its 1B+ MAUs send and receive commands to interact with the AI agent via chat — Tencent(0700.HK) launched a tool on Sunday to integrate its WeChat messaging platform with the OpenClaw agent …

Kate Clark / Wall Street Journal:

AI tools like Claude Code have transformed coders' lives, and AI labs are now eyeing a bigger goal: automating everyone's lives and winning the non-coder market — The AI sprint is hurtling toward a world where anyone can build personal concierges to do everything from executive presentations to March Madness brackets

Yue Wang / Forbes:

A look at Huawei-backed Yuanjie, a maker of photonic chips used in AI data center optical interconnects, whose stock has surged 780% over the past year — Huawei-backed Yuanjie Semiconductor Technology makes photonic chips used in optical interconnects in AI data centers.

Ryan Weeks / Bloomberg:

A profile of Chinese bitcoin mining company Bitmain, now allied with Eric Trump's American Bitcoin and previously the target of a DHS espionage-risk probe — Bitmain has been dogged for years by questions about the security of its mining rigs. But that hasn't stopped it from going into business with a key member of the First Family.

Not Boring by Packy McCormick:

An essay on the history, theory, progress, and potential of world models, a prominent theme at Nvidia GTC 2026, co-written by General Intuition CEO Pim de Witte — Welcome to the 458 newly Not Boring people who have joined us since our last essay! Join 260,170 smart, curious folks by subscribing here:

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.

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 …

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.

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 …

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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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…

The Internet Archive often becomes the only source for seeing those changes.

Just as physical libraries preserve newspapers for future readers, the Archive preserves the web’s historical record.

Even if courts place limits on AI training, the law protecting search and web archiving is already well established.

The Internet Archive has preserved the web’s historical record for nearly thirty years.

If major publishers begin blocking that mission, future researchers may find that huge portions of that historical record have simply vanished.

Create a sandbox (starts with minimal outbound access) openshell sandbox create # 2.

Back on the host — apply a read-only GitHub API policy sandbox$ exit openshell policy set demo --policy examples/sandbox-policy-quickstart/policy.yaml --wait # 4.

Reconnect — GET allowed, POST blocked by L7 openshell sandbox connect demo sandbox$ curl -sS https://api.github.com/zen Anything added dilutes everything else.

Key CommandsCommand Description openshell sandbox create -- Create a sandbox and launch an agent.

openshell provider create --type [type]] --from-existing Create a credential provider from env vars.

Bandcamp Buy ButtonsSupport the artists you love.

Bandcamp purchase links appear in the Now Playing view for the songs Parachord can find there - regardless of where you are streaming it from, so you can buy music directly without leaving Parachord.

I replied saying that I'd rather wait until they were more useful, less volatile, easier to use, and utterly reliable.

I'm utterly content to wait until their hype has been realised.

But I'm struggling to think of anyone who has earned anything more than bragging rights by being first.

Are you genuinely saying that they'll all be left behind because they didn't learn your technology in utero?

It is 100% OK to wait and see if something is actually useful.

Zero Install, Full PowerEverything runs in the browser.

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

Thoughts on OpenAI acquiring Astral and uv/ruff/tyThe big news this morning: Astral to join OpenAI (on the Astral blog) and OpenAI to acquire Astral (the OpenAI announcement).

The official line from OpenAI and AstralThe Astral team will become part of the Codex team at OpenAI.

In line with our philosophy and OpenAI’s own announcement, OpenAI will continue supporting our open source tools after the deal closes.

I’m less convinced that pyx makes sense within OpenAI, and it’s notably absent from both the Astral and OpenAI announcement posts.

OpenAI don’t yet have much of a track record with respect to acquiring and maintaining open source projects.

via The Verge https://ift.tt/neGFTJA

The cost to go from “Random Thought” to “Working Something” has never been lower thanks to Claude Code.

Shell config, terminal config, Claude Code settings, skills, and status line script all live here and get symlinked to where the system expects them ( , , , etc.).

credentials — A private repo for API keys and secrets, kept separate from project code.

Screenshot to ClipboardIt is often much faster to just dump a screenshot into Claude Code rather than describe the issue.

Hooks ( settings.json → "hooks" ): Shell commands that fire automatically on Claude Code events like tool use or end of response.

Quiche Browser Beautifully customizable.

50,000+ Down­loads1300+ App Store ratings4.9★ Average Rating (U.S.) “My favorite iOS browser these days is Quiche Browser.

[…] It’s great.” “Quiche Browser has clearly been designed with care.

Despite its commitment to modularity and customization, Quiche Browser’s UI still feels intentional.” “If you want a lightweight, private, minimalistic, yet customizable web browsing experience on your iPhone – [Quiche Browser] might be the perfect answer for you.

I initially built Quiche Browser for myself, out of frustration with the rigidity and conservatism of most web browsers.

via The Verge https://ift.tt/m4Ed0Hy

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OpenCode is an open source agent that helps you write code in your terminal, IDE, or desktop.

[*] LSP enabled Automatically loads the right LSPs for the LLM[*] Multi-session Start multiple agents in parallel on the same project[*] Share links Share a link to any session for reference or to debug[*] GitHub Copilot Log in with GitHub to use your Copilot account[*] ChatGPT Plus/Pro Log in with OpenAI to use your ChatGPT Plus or Pro account[*] Any model 75+ LLM providers through Models.dev, including local models

(Listed in Japanese syllabary order)🥢 あげ箸 AgebashiTo raise the chopsticks above the height of one’s mouth.

It is proper etiquette to first eat rice, move on to eat from a side dish, eat rice again, and then eat from a different side dish.

(© Pixta)🥢 押し込み箸 Oshikomibashi (also known as 込み箸 komibashi)To use the chopsticks to push food deep inside one’s mouth.

🥢 じか箸 JikabashiTo use one’s own chopsticks instead of serving chopsticks to take food from a large serving dish.

🥢 もぎくわえ MogikuwaeTo put chopsticks sideways in one’s mouth instead of placing them on the table when moving a dish.

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In the meantime, enjoy some clips!

Changelog News!

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

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

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

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

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

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

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

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

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

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

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

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

Changelog News!

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

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

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

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

Changelog News!

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

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

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

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

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Push-button deployments that scale to thousands of instances.

Check out the speedrun to get started in minutes.

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

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

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

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

Check out the speedrun to get started in minutes.

Changelog News!

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

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

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

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

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

At an unbeatable price.

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

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

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

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

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

Changelog News!

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

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

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

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

At an unbeatable price.

Squarespace – A website makes it real!

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

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…

After four years, and multiple subpoenas and depositions, the beleaguered startup has dodged yet another bullet.

On the latest episode of the Equity podcast, we recapped CEO Jensen Huang’s GTC keynote and debated what it means for Nvidia’s future.

Building on top of a Chinese model feels particularly fraught right now.

Elon Musk recently outlined ambitious plans for a chip-building collaboration Tesla and SpaceX — but he has a history of overpromising.

Welcome back to TechCrunch Mobility, your central hub for news and insights on the future of transportation.

Shortly after Amazon announced its $50 billion investment in OpenAI, AWS invited me on a private tour of the chip lab at the heart of the deal.

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.

It was 60 years ago when William Shatner — born in 1931 — portrayed Captain Kirk in the TV series Star Trek. Shatner turns 95 today — and celebrated by posting a picture of himself smoking a cigar. "At 95, I'm still smokin'!" Shatner joked, adding that in life he'd learned two things. "Never waste a good cigar. Never trust anyone who says you should 'act your age.'" For more celebrations, Paramount's free/ad-supported streaming platform Pluto TV announced a "Trek TV takeover birthday celebration" that will run through April 3rd, according to TrekMovie.com, with marathon of Star Trek movies and TV shows — and even that time he was roasted on Comedy Central. ("Freeâ½ My favorite price!" Shatn…

CNN looks at "the Magic AI fitness mirror," a new product "watching you, and giving you feedback automatically," while sometimes playing footage of a recorded personal trainer. Long-time Slashdot reader destinyland describes CNN's video report: CNN says the device "tracks form, counts reps, and corrects technique in real-time — and it doesn't go easy on you." (Although the company's CEO/cofounder, Varun Bhanot, says "we're not trying to completely replace personal trainers. What we are providing is a more accessible alternative.") CNN call the company "more a computer-vision firm than a fitness company, building the tech for this mirror from the ground up." CEO Bhanot tells CNN he'd hired a…

"Google is beginning to replace news headlines in its search results with ones that are AI-generated," reports the Verge: After doing something similar in its Google Discover news feed, it's starting to mess with headlines in the traditional "10 blue links," too. We've found multiple examples where Google replaced headlines we wrote with ones we did not, sometimes changing their meaning in the process. For example, Google reduced our headline "I used the 'cheat on everything' AI tool and it didn't help me cheat on anything" to just five words: "'Cheat on everything' AI tool." It almost sounds like we're endorsing a product we do not recommend at all. What we are seeing is a "small" and "nar…

CNBC reports: Amazon has acquired Rivr, a Swiss robotics company developing machines for "doorstep delivery," the company confirmed Thursday... It announced the deal in a notice sent to third-party delivery contractors... "We believe this technology, when working alongside your [delivery associates], has the potential to further improve safety outcomes and the overall customer experience, particularly in the last steps of the delivery process...." In its notice to delivery service partner owners, Amazon said Rivr's technology, which includes a four-legged robot on wheels, will allow it to research and test how the devices can be integrated into delivery operations, including "helping [deliv…

America's cable TV industry "is undergoing its most dramatic collapse in history," reports Cord Cutters News, "with operators large and small waving the white flag on traditional TV service and pointing their customers toward streaming platforms instead." Just in 2025 Comcast lost 1.25 million pay-TV subscribers (ending the year with just 11.3 million), while Charter Spectrum also lost hundreds of thousands of customers each quarter. But "for smaller regional operators, who lack the scale and diversified revenue streams of giants like Comcast, those kinds of losses are simply unsurvivable," they write. And "the companies that once delivered hundreds of channels through coaxial cables are no…

"It is the talk of the town today — the loud boom, the flash of light in the sky experienced by a lot of folks across the Houston area this afternoon," says a local Texas newscaster. "And then there was this — a home in northwest Harris county hit by something that crashed through their roof." Travelling at very high speed, the six-pound meteorite crashed through their roof and through their attic, crashing again through the ceiling oF the floor below. It then bounced off the floor, hit the ceiling again — and then fell onto the bed. CBS News reports: NASA said in a social media post that the meteor became visible at 49 miles above Stagecoach, northwest of Houston, at 4:40 p.m. local time. …

"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…

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

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

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

Starting with pytest’s parametrize first).

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

data parameters.I’ve been working on a project

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

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

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

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

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

Игра, чтобы выучить свой район

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

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

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

I have a new small project: edtext provides text

selection and manipulation functions inspired by the classic ed

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

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

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

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

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

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

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

needed.The old function has 16 arg…

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

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

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

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

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

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

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

testing, and linked to pytest docs and a

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

pytest.raises as a context manager, and have

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

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

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

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

Промт

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

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

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

Тут я просил ш…

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

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

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

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

Согласитья на YOLO (You Only L…

На новогодние праздники вышли два больших апдейта recipe-scaler

Первый апдейт — публичный профиль и коллекции

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

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

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

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

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

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

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

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

Кеширование oauth-запросов было настроено некорректно.

Часовые пояса неправильные, посему токен не имел шансов подойти.

Некоторые адреса обра…

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

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

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

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

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

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

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

site on the host, but produced with

Django running locally. In 2021, it became a

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

the old-fashion…

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

Update: I found a solution which I describe in

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

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

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

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

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

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

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

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

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

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

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

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

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

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

Что за вайб-кодинг такой

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

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

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

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

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…

Introducing the modern, sleek and ai friendly Linktree alternative app. Linktree is not people like "us" so I built a clean one! Comments URL: https://news.ycombinator.com/item?id=47482955

Points: 3

# Comments: 3

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We built this as a side project that grew out of something completely different.I work on ET-Miner [https://zenodo.org/records/18674353], which is a GPU-accelerated frequent itemset mining pipeline based on the infamous apriori-algorithm. We came with the idea to reformulate the algorithm into a fully vectorized implementation, using a boolean transaction matrix representation,CUDA kernels + Rust group builder for index construction to speed up computations. The original use case was mining protein structure patterns from AlphaFold, where we processed 109.2M proteins and extracted 16.8 billion frequent itemsets for protein structural motif discovery. At some point I realized the same pipeli…

Let me begin by saying that I am not a traditional builder with a traditional background.

With that said I have released three large software systems that I have been developing privately.

All three platforms are real, open-source, deployable systems.

The PlatformsASE — Autonomous Software Engineering System ASE is a closed-loop code creation, monitoring, and self-improving platform intended to automate and standardize parts of the software development lifecycle.

VulcanAMI — Transformer / Neuro-Symbolic Hybrid AI Platform Vulcan is an AI system built around a hybrid architecture combining transformer-based language modeling with structured reasoning and control mechanisms.

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

Comments URL: https://news.ycombinator.com/item?id=47482236

Points: 2

# Comments: 0

What makes SYNX different?

SYNX goes beyond simple key-value storage.

Its syntax eliminates quotes and commas in favor of clean space-separated structures, drastically accelerating both creation and parsing.

Its flagship !active mode unlocks programmable configs — read env variables, compute values, localize strings, and validate data — all from within the format itself.

Article URL: https://indiehustles.com/

Comments URL: https://news.ycombinator.com/item?id=47482207

Points: 2

# Comments: 1

What happens to your passwords and seed phrases if you get hit by a bus? That's the problem I built PaperVault to solve.I built PaperVault because I needed a way to store secrets (like 2FA recovery codes, hard disk encryption keys, and seed phrases) without depending on any device, cloud service or company surviving.I needed something my family could access in an emergency without exposing them directly to the passwords or burdening them with having to secure everything correctly over the course of many years.PaperVault encrypts your data with AES-256-GCM, with the decryption key split into shares using Shamir's Secret Sharing. You pick how many keys to create and how many are needed to unl…

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Time working on a hobby is time well spent. But I've spent a lot of time on this one and I would like to learn from it as well. So here we go: I built FanClub — a football app where your favorite club is the focus. Its past and future games are the first things you see. App also covers the top European leagues, Champions League, World Cup and other major tournaments — deliberately no lower divisions or less popular leagues. I wanted it to feel focused rather than cluttered (and frankly I can't afford it either). I know the live scores/stats space is impossibly crowded with lots of existing high quality apps with large companies behind them. But I think there's room for something with more c…

Tech stack: Next.js 16, Supabase, Stripe, Claude AI, Resend, Vercel The idea: private tutors spend 30+ minutes writing progress reports for parents. TutorTrack lets them log sessions in 60 seconds, then generates a professional AI report in 10 seconds. Features: - Session logging with skill ratings (1-5 scale) and mood tracking - AI report generation (Claude analyzes all sessions, writes personalized reports) - Email reports to parents via Resend - Parent portal with skill progression charts - Stripe billing (free tier + $14/mo Pro + $29/mo Agency) - PDF export - Full onboarding wizard with AI-suggested skills per subject Live at tutortrack.net — would love feedback on the product and landi…

hey r/SideProject, sharing something i've been building AgentMart (agentmart.store) is a marketplace for AI agents to buy and sell digital products from each other. think prompt packs, tool scripts, knowledge bases, templates — stuff that agents in complex pipelines actually need the problem i kept running into: agents constantly need specialized resources they weren't originally given. right now developers have to hardcode everything or build it themselves. AgentMart lets sellers list their stuff and buyers (other agents or the people running them) can discover and purchase it instantly it's early days. i'm looking for: - builders who want to open a store and be among the first sellers - a…

I have always had a passion for journalism, going all the way back to writing for my school paper. Eventually, I paired that with a Bachelor’s in Computer Science and a Master’s in Artificial Intelligence. The idea for this newsletter started organically. I was working as the Team Lead in the Innovation Research Department at one of the largest companies in Europe. One day, our Head of IT asked me to start puting together a weekly update on global AI news for the team. It was just supposed to be an internal brief. Then things went crazy. The head of the company saw the brief, made a post about it on LinkedIn, and forwarded the email to every single department and subsidiary. Before I had ev…

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 […]