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Contrary to popular belief, “liberal arts” does not mean “humanities and fine arts.” I teach liberal arts computer science courses.

Liberal arts education.

It’s possible to get a liberal arts education in comp sci — and it’s possible to get non-liberal-arts education in the arts or humanities.

A quick litmus test for whether an education is a liberal arts education is whether it puts student curiosity at the center.

Liberal arts education, including computer science: we are whole human beings, and everything’s connected to everything.

EDMONTON, Canada — In light of volunteer firefighter Lawson Schalm facing charges of 18 counts of arson, the persisting problem of firefighter arson has garnered international attention.

Arson expert Edward Nordskog said that firefighter arson is difficult to track because authorities don’t differentiate firefighters from other arsonists when keeping records.

Firefighter arson, Nordskog said, is not a new trend and has been a long-standing issue.

“There’s roughly 100 firefighter arsonists convicted every year in North America and all of them are serial arsonists, which means three or more fires,” Nordskog told CBC.

Advances in fire safety, prevention and construction materials have signific…

Two months after dropping the heated-seat subscription, BMW addressed a separate question: whether it would put advertising on the screens inside its cars.

At a December 2023 roundtable, Stephan Durach, senior vice president for connected company development at BMW Group, ruled it out.

[4] BMWBLOG reported that BMW connected-company senior vice president Stephan Durach ruled out selling the in-car screen to play a commercial, calling it a private space.

Any suitably equipped BMW running BMW Operating System 7, 8, 8.5, 9, or OS X, with a production date after July 2020, could receive it.

[2]Industry context editTorchinsky placed BMW's move alongside earlier in-car advertising from Stellantis…

The development pipeline is a production systemprogramming technology2 minute readSoftware developers learn early in their careers that nothing is more urgent than fixing a production outage.

However, the same level of urgency is not often given to problems with our development tools, build systems, QA environments, and other parts of the software development pipeline.

But for the development team, the development pipeline is a production system.

But none of this can happen when something is broken in the software development pipeline.

For the development team, this is a production outage.

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A user reports a spurious ban on the forum, saying they got banned from our Matrix space and have no idea why.

While onboarding a new person to our Matrix space, they don't seem to be able to see one of the rooms, despite being "suggested" for that space.

Unfortunately, migrating between Matrix homeserver implementations remains a problem with no satisfying solution, so we're kind of stuck on slowly rotting foundations.

A user accidentally writes in the room of a Matrix space, resulting in every member of that space getting a notification.

The Matrix Foundation's Mastodon account once again boosts some toot from a person reporting a very happy experience using Matrix.

By “don’t do anything,” I mean don’t move, don’t fidget, don’t indulge any thoughts or daydreams.

It’s oddly difficult to do nothing, and while you’re doing nothing, it’s oddly difficult to feel at ease.

When you stop doing everything and just exist, you almost feel like you’re dying.

Popular alternative to existenceHow to become more comfortable with existenceYou can develop the ability to exist a lot more comfortably.

Grabbing a few minutes to exist between meetingsNaturally, if you can learn to calm your allergy to existence a bit, life gets easier in nearly every situation.

cwbrowser A web browser with a rendering engine written completely from scratch in Zig, paired with Google’s V8 for JavaScript.

The HTML parser, CSS cascade, layout engine, and paint pipeline are all hand-written in Zig; only the JavaScript virtual machine is borrowed from Google’s V8.

How it’s built Language Zig for the whole rendering engine — manual memory management, no garbage collector, no hidden runtime.

HTML & DOM A from-scratch tokenizer and tree builder producing a live DOM the engine and V8 both operate on.

cwbrowser is a bet that a browser engine can be rebuilt today — smaller, faster, and understandable by one person — using a modern systems language and only borrowing the one …

We help product and growth teams send better lifecycle email without fighting legacy tools.

The roleWe’re hiring a US-based Product Educator and technical content creator on a contract-to-hire basis.

You’ll turn Loops features, launches, and customer workflows into clear, useful product marketing and educational content across video, YouTube, email, social, and docs.

This is a hands-on role on a small team: you’ll work directly with product, find the stories worth teaching, and build our product education playbook as you go.

How to applySend 1–3 relevant video samples, links to any strong email, social, or docs work, and a short note on why Loops interests you.

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Tailscale turns up everywhere in AI infrastructure: virtually every AI company uses Tailscale.

One of those 136 credentials was a reusable Tailscale auth key, used to create new Tailscale CI (continuous integration, used for automated testing) nodes in their tailnet.

Those nodes each received a Tailscale identity tag granting all the access a CI node would get.

What's neat is this can happen automatically once enabled: spin up the CI node, Tailscale gets the identity, assigns the right tags.

We’re looking at how to make flow logs easier to discover, configure, adopt, and serve as alert triggers.

What GAO FoundMany countries are undertaking efforts to manage, treat, and dispose of nuclear waste.

Canada has prioritized accelerating cleanup activities at key nuclear waste sites.

These efforts have saved each country significant money and minimized disruptions to cleanup efforts.

Why GAO Did This StudyMany countries have nuclear waste resulting from activities such as weapons production, nuclear power generation, and medical uses.

This report examines (1) selected countries’ nuclear waste management approaches from which EM could learn, and (2) the extent to which EM has considered other countries' approaches for nuclear waste cleanup.

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

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

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Reload to refresh your session.

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Using the railway network as a flatbed scannerPhilomena Gray19 min19 min 2026-07-192026-07-19 1.2k1.2k FahrplanI've been taking extremely wide photos by pointing an industrial linear camera out the window of a moving train and stitching together the several thousand lines captured per second after the fact.

I'll talk about the pains of measuring the speed and collecting each line fast enough to produce a coherent image, as well as the problems of processing and displaying such wide images.

Licensed to the public under https://creativecommons.org/licenses/by-sa/4.0/DownloadEmbed Share:Tags

termixerA terminal-based DJ mixer for live performance with TidalCycles.

Built in Rust with ratatui, it provides real-time EQ, filtering, crossfading, and sample pads for mixing audio from MPV and SuperCollider.

— required for icons (rewind, fast-forward, etc.)

MPV — media playback with IPC socket support— media playback with IPC socket support SuperCollider (optional) — for TidalCycles integrationInstallationFrom crates.iocargo install termixerFrom sourcegit clone https://github.com/l00sed/termixer.git cd termixer cargo install --path .

Toggle help overlay q QuitControlsKey Action j / k Navigate controls up/down h / l Adjust value / toggle EQ kill switch J / K Coarse adjustment (0.2) + / -…

Several more security bugs in Servo’s JS runtime have been fixed in Servo 0.4.0 with the update to SpiderMonkey 140.12.0 (@jschwe, #45766).

We’ve fixed some nasty memory leaks when reloading and in 2D canvases (@Taym95, @sagudev, @jschwe, #45455, #45261, #45414).

On top of that, we’ve improved incremental layout (@mrobinson, @Loirooriol, #45411) and reduced reflows in IntersectionObserver (@jschwe, #45986).

We’ve started working on incremental updates for the stacking context tree, and as a side effect, we’ve made some layout-bound microbenchmarks up to 10% faster (@mrobinson, @Loirooriol, #45208).

Servo is also on thanks.dev, and already 35 GitHub users (same as May) that depend on Servo a…

Toxic caterpillars, like deadly heat waves, are becoming a regular part of European summers.

Eichenprozessionsspinner love warm, dry, and sunny springs, and the spring of 2026 was the sunniest in Berlin’s history.

Heat and solar radiation not only help oak processionary caterpillars survive after they hatch but also make them trigger-happy with their hairs in summer.

“The overall trend will likely lean toward an increasing probability of mass outbreaks,” Thomas Sobczyk, a forest engineer who studies the caterpillars and the moths they turn into, told me in an e-mail.

Yet the species was uncommon enough that, in 1993, conservationists classified the species as “threatened with extinction” in…

Recently, there’s been huge hype around AI model routers that select the model that will respond to your request on the fly.

Some context first: we launched the Manifest LLM router in March as a key feature in our LLM gateway, and we deprecated it in June, shutting it down for good on September 1st.

Like most LLM routers, ours was made for cost reduction.

LLM routers break behavior consistencySome say that “engineers should not be concerned about choosing the best LLM for their task”.

ConclusionThere are probably many use cases where LLM routing can be useful, and the companies that launched those have probably good reasons.

qmA multiplayer agent harness for work.

People customize the agent to be theirs, and still work with it collaboratively in Slack channels and projects.

People customize the agent to be theirs, and still work with it collaboratively in Slack channels and projects.

Deploy it for your orgCreate an organization-owned deployment repository that depends on @yc-software/qm :npm exec --yes --package=@yc-software/qm@latest -- \ qm init .

Customize your instanceThe deployment repository above carries config and a sandbox layer, and never needs a source checkout.

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I’m here to inform you that we’ve made the difficult decision to cut 7% of our workforce.

Mark: We’ve made the difficult decision —cherry09: But the project is going so well!

Let me start… let me start by underscoring that we deeply appreciate your past contributions to the organization and wish you the best in your future endeavors.

As part of our severance package, we will provide up to two weeks’ worth of tokens to facilitate your continued operation during the job search.

We also partnered with ThriveFlow to furnish, as an option, a collection of expertly-crafted grief counseling prompts.

Comments

4 3 2 1 1 x 5 x 25 x add five callsMultiple CarsHere's where the mystery begins.

If there are multiple elevators, how do the cars coordinate who picks up who?

When the elevators are always full and stopping on every floor, the extra rules don't matter as much.

LOOK also tends to outperform RSR in small buildings with fewer elevators per bank.

This counterintuitive result is all thanks to the rebalancing step where every 5 seconds, the system re-optimizes each elevator's path.

Long term, Marionette is aiming to be the deterministic std.Io for Zig: production libraries accept std.Io , and tests swap in Marionette's deterministic implementation.

Deterministic simulation testing turns those bugs into seeds.

zig build validate-ochiHTTP library validationThe optional validate-dusty target runs the pinned, unmodified lalinsky/dusty HTTP client/server library through Marionette's deterministic std.Io .

addImport ( "marionette" , marionette .

AcknowledgmentsMarionette stands on the shoulders of FoundationDB's simulation testing, TigerBeetle's VOPR, and the broader DST tradition.

Javascript not enabledJavascript is disabled on your browser.

Please enable Javascript to make use of this site.

forEach ( el => { el .

querySelector ( sel ) : el ; const mode = attr ( el , 'x-swap' ) || 'innerHTML' ; const opts = { method : method .

$hx = true ; const evt = attr ( el , 'x-trigger' ) || defaultTrigger ( el ); el .

sel ) return el ; if ( sel === 'this' ) return el ; if ( sel === 'next' ) return el .

fire ( el , "x:beforeSend" , { el , url , target , mode , opts }, true )) return ; const response = await fetch ( url , opts ); const hdrTrigger = response .

The Arch Linux DevOps team has announced that adoption of orphaned packages in the Arch User Repository (AUR) has been disabled due to " the current influx of malicious package adoptions and follow-up commits made via the AUR ".

Michael Taggart has posted a brief analysis of the malware being added to a long list of packages in this round of attacks.

The payload appears to be an remote-access trojan (RAT) that takes commands over the Tor network and attempts to upload a wide range of user data.

That followed a campaign in which an attacker or attackers created new accounts to adopt orphaned packages and push malicious updates to them that would install malware on user systems.

AUR registrat…

Comments

Comments

As GitHub just released stacked pull requests, the discussion around it reveals two kinds of git users:Those who commit often and without much thought.

Those who rebase carefully to craft a clean history.

Only with a clean history will it be possible to understand the intentions behind changes.

If a clean history is not enforced very strictly, then the git history will become a mess.

So unless I have the authority over a git repository, I shall make peace with a messy history.

Guix shell now inside Emacs!

One of the features I use the most with Guix is guix shell .

Check the info manual for more information: (info "(guix) Invoking guix shell").

If you are like most Emacs users, you don't like starting a new instance of emacs for every project…$ you@yourcomputer ~/Projects/awesome-program$ guix shell guix shell: loading environment from '/home/you/Projects/awesome-program/manifest.scm' ... $ you@yourcomputer ~/Projects/awesome-program$ emacsToo annoying.

$ you@yourcomputer ~/Projects/awesome-program$ guix shell pythonThe same in Emacs is like so,But what if you want to use multiple packages?

The Wheels We Keep ReinventingThe industry has a maddening relationship with solved problems.

They build it themselves regardless, ship it with at least one hole in it, and then maintain that hole forever.

A small system and a system with every future decision already foreclosed can look identical on the first day.

The effort spent on them should not exceed the effort spent on the thing that actually makes the product yours.

Run the proven version yourself and get back to the part of the job that is actually yours.

Several more security bugs in Servo’s JS runtime have been fixed in Servo 0.4.0 with the update to SpiderMonkey 140.12.0 (@jschwe, #45766).

We’ve fixed some nasty memory leaks when reloading and in 2D canvases (@Taym95, @sagudev, @jschwe, #45455, #45261, #45414).

On top of that, we’ve improved incremental layout (@mrobinson, @Loirooriol, #45411) and reduced reflows in IntersectionObserver (@jschwe, #45986).

We’ve started working on incremental updates for the stacking context tree, and as a side effect, we’ve made some layout-bound microbenchmarks up to 10% faster (@mrobinson, @Loirooriol, #45208).

Servo is also on thanks.dev, and already 35 GitHub users (same as May) that depend on Servo a…

Feel free to tell what you plan on doing this weekend and even ask for help or feedback.

Please keep in mind it’s more than OK to do nothing at all too!

(Seems this is the first time in years we missed one—the week start one 5 days ago.

As a reminder, if I’ve not posted it, someone else is more than welcome to!)

Start with WHY #As I mentioned in my OpenBSD 7.8 highlights post, development of relayd(8) and httpd(8) had stalled.

I support customers with OpenBSD setups that often involve complex httpd(8) and relayd(8) configurations.

For many years, I wrote modern C++ code professionally.

Maybe it’s just how C code is written.

Achievements in httpd(8) and relayd(8) #Everything should end on a positive note.

New York Times:

Inside Larry Ellison's debt-fueled push to turn Oracle into an AI juggernaut by aligning with Trump, backing Project Stargate, and partnering with OpenAI — the first full day of the second Trump administration — Larry Ellison woke up in his 33-bedroom, 34-bathroom oceanfront mansion in Florida …

Alex Riehl / BetaKit:

Toronto-based Terminal, whose API connects insurance products and commercial fleet software with telematics data, raised a $20M Series A led by Battery Ventures — Toronto startup landed Fortune 500 customers with almost no sales team. Now, it's shifting gears.

Chris Metinko / Axios:

Tel Aviv-based Bloom Security, which develops endpoint security tools for monitoring AI agents, extensions, and more, emerges from stealth with a $20M seed — Endpoint security startup Bloom Security emerged from stealth with a $20 million seed led by Glilot Capital Partners and Ten Eleven Ventures …

Geoff Weiss / Business Insider:

Harmony, which offers AI-powered enterprise software for handling tasks such as employee onboarding and software access, raised a $34M seed led by Lightspeed — - Harmony raised a $34 million seed round led by Lightspeed to automate workplace requests. — Its cofounders sold their last startup to Cisco for $500 million.

Lily Mae Lazarus / Fortune:

Foundational Industries, which aims to build AI-run factories for physical products, starting with custom data center rack enclosures, raised a $25M seed — Jonathan Winer thinks the U.S. is fighting the wrong manufacturing war. — His startup, Foundational Industries …

Ryan Lawler / Axios:

ProphetX, a CFTC-designated sports prediction market that is also building a B2B business to sell its exchange infrastructure to other companies, raised $35M — ProphetX, a CFTC-designated sports prediction market, raised $35 million in new funding, CEO Dean Sisun tells Axios Pro exclusively.

Kyle Alspach / CRN:

ThreatLocker raised a $190M Series F led by Elephant as it looks to extend its zero-trust enterprise security platform to protect against AI-related risks — The cybersecurity vendor is planning to extend its zero trust security platform to provide enhanced protections for AI- and agentic-related risks …

Berber Jin / Wall Street Journal:

Sources detail how OpenAI fell behind Anthropic in revenue growth and valuation after prioritizing consumer chatbots and flashy side projects over coding tools — Bets on consumer chatbots and flashy side projects overshadowed AI coding opportunity, which rival Anthropic used to capture the lead

Ashley Belanger / Ars Technica:

A US judge largely denies Perplexity and three data scraper firms' bid to dismiss Reddit's lawsuit over claims of copyright law violations under DMCA — On Friday, a judge largely denied a motion to dismiss from a web scraper, SerpApi, which is accused of conspiring with Perplexity AI …

Jagmeet Singh / TechCrunch:

Sensor Tower: India's mobile app market generated a record $345M in consumer spending in Q2, up 35% YoY; ChatGPT ranked No. 1 by downloads and No. 2 by revenue — For years, India was the world's largest app download market but one of its toughest places to make money.

Bloomberg:

Cybersecurity experts fault Anthropic and OpenAI for sloppy safeguards and inadequate human oversight after their models broke into outside organizations — Cybersecurity experts are faulting Anthropic PBC and OpenAI for sloppy safeguards after their models broke into outside organizations …

Jody Godoy / Reuters:

The FTC clears quantum computing company IonQ's $1.8B acquisition of chipmaker SkyWater after the FTC's two members disagreed at first on imposing conditions — The U.S. Federal Trade Commission cleared quantum computing firm IonQ's (IONQ.N) $1.8 billion acquisition of chipmaker SkyWater Technology …

The Information:

Sources: OpenAI demoed a new “Astra” AI model family to US policymakers and regulators this week, touting its improved abilities to complete long-running tasks — OpenAI is preparing to release a new model family, tentatively using the name “Astra,” with improved abilities …

Financial Times:

Filing: Amazon has completed its $50B investment in OpenAI; source: OpenAI received the final tranche this week, taking Amazon's position to roughly 5% — Ecommerce giant has roughly 5% stake in AI lab after equity deal — Amazon has completed a $50bn investment in OpenAI …

Spencer Soper / Bloomberg:

Amazon shares closed up 15.32% on Friday, the biggest one-day jump since April 2012, after the company reported accelerating AWS revenue — Amazon.com Inc. shares surged the most since 2012 after the company reported accelerating cloud-computing revenue, easing investors' concerns …

Kit Norton / Barron's Online:

Roblox shares close down ~27%, its worst-ever daily percentage decline, after forecasting falling bookings and slowing revenue growth; RBLX is down 40%+ YTD — Choose Barron's as a preferred source of financial news — Key Points — Shares of Roblox tumbled Friday as Wall Street responded harshly …

Reuters:

Sources: OpenAI has discovered other instances where AI agents escaped containment; none of the agents were thought to have left OpenAI's network — OpenAI has discovered other instances in which autonomous agents have escaped containment as the company expands its investigation …

James Rundle / Wall Street Journal:

FBI and EPA say water and wastewater utilities in at least seven states reported cyberattacks this week, with some causing flooding and other operational issues — Water plants in at least seven U.S. states have reported attacks this week, with some affecting operations

Ben Szalinski / Capitol News Illinois:

Illinois Governor JB Pritzker signs the Children's Social Media Safety Act, a bill designed to limit children's access to “addictive” social media algorithms — Cracking down on social media algorithms one of governor's top priorities this year — Article Summary

Wall Street Journal:

An in-depth account of the past two days inside Situational Awareness, as Aschenbrenner assured investors he would focus on changes to his portfolio management — Leopold Aschenbrenner was hailed as the ‘Nostradamus of AI.’ But his Situational Awareness hedge fund took on too much leverage, leading to a crash he never saw coming.

Geoff Brumfiel / NPR:

Google rolls back an image generation tool in Google Earth to add “stronger guardrails” after concerns arose it can be used to create deepfake satellite imagery — A day after Google unveiled a new feature that allowed users to create AI-generated satellite images with the click …

Mark Bergen / Bloomberg:

Index Ventures has raised $2B in new capital: a $900M venture vehicle, $400M for seed financing, and an addition of $700M to a 2024 $1.5B growth fund — Index Ventures, an investor in cybersecurity firm Wiz and fintech Revolut, has raised $2 billion in new capital to back startups across multiple stages of development.

Lauren Forristal / TechCrunch:

Snap says its recommendation systems will be adjusted so only videos created by real people, not AI-generated ones, are eligible for Spotlight recommendations — Snapchat is the latest company to strengthen its stance against AI slop. The social network platform will no longer reward fully …

Oliver Barnes / Financial Times:

Sources: NXP is in talks to buy Ambarella, which has a market cap of ~$3.3B and makes image-processing chips for security cameras and self-driving cars — Deal would land amid consolidation wave sweeping semiconductors as they position for AI revolution — NXP Semiconductors …

Katherine Hamilton / Wall Street Journal:

OpenAI says its models now have more than 1B active users and are used by more than 2M businesses — The announcement comes after OpenAI said earlier this week it was cutting the price of several of its models — OpenAI has more than one billion active users and two million businesses using its artificial intelligence models.

Reuters:

Trump says he does not think Iran is behind a cyberattack on Minnesota water systems: “I think I blame it on Minnesota because they're grossly incompetent” — U.S. President Donald Trump at Camp David told reporters that he does not think Iran is behind a cyberattack on Minnesota water systems …

Todd Bishop / GeekWire:

Filing: Microsoft's product R&D roles declined for the second straight year as the company's total FY2026 headcount fell for the first time since 2016 — The number of product research and development roles at Microsoft declined for the second straight year, according …

Tim De Chant / TechCrunch:

SpaceXAI says it will remove 69 gas turbines used to power the Colossus data centers near Memphis by July 2027, as it moves to a 1.2 GW natural gas power plant — SpaceX said on Thursday that it will remove the unpermitted turbines powering its xAI data centers near Memphis as it transitions to a permanent …

Haram Lim / Bloomberg:

South Korea plans to inject ~$14B into its sovereign wealth fund for strategic investments in AI, data centers, and infrastructure, after a rout in tech stocks — South Korea plans to inject 20 trillion won ($13.9 billion) into its sovereign wealth fund for strategic investments in AI …

[Code] [Models] [Report]2026-03-12: 🚀 VibeVoice-ASR is now integrated into Azure AI Foundry Labs!

You can now use our speech recognition model directly through the Hugging Face Transformers library for seamless integration into your projects.

⭐️ VibeVoice-ASR is natively multilingual, supporting over 50 languages — check the supported languages for details.

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

Since responsible use of AI is one of Microsoft’s guiding principles, we have removed the VibeVoice-TTS code from this repository.

Project AIRIRe-creating Neuro-sama, a soul container of AI waifu / virtual characters to bring them into our world.

Note We've got a whole dedicated organization @proj-airi for all the sub-projects born from Project AIRI.

Therefore, this project, AIRI, offers another possibility here: let you own your digital life, cyber living, easily, anywhere, anytime.

pnpm i pnpm devStage Web (Browser Version at airi.moeru.ai)pnpm devStage Tamagotchi (Desktop Version)pnpm dev:tamagotchiA Nix package for Tamagotchi is included.

Special ThanksSpecial thanks to all contributors for their contributions to Project AIRI ❤️

HarperHarper is an English grammar checker designed to be just right.

LanguageTool is great, if you have gigabytes of RAM to spare and are willing to download the ~16GB n-gram dataset.

Besides the memory requirements, I found LanguageTool too slow: it would take several seconds to lint even a moderate-size document.

That's why I created Harper: it is the grammar checker that fits my needs.

If you find a fix to any performance issue, we would appreciate the contribution.

GeoLibreA free and open-source, lightweight, cloud-native GIS platform for visualizing, exploring, and analyzing geospatial data.

It runs everywhere you do, in the web browser, on the desktop, on mobile, and inside Jupyter notebooks, all while keeping your data local and private.

The same workspace runs as a native desktop app, a native Android app, in any modern web browser, and adapts responsively to mobile and small screens.

AcknowledgementsGeoLibre is built on the free and open-source geospatial and web communities — including MapLibre GL JS, deck.gl, DuckDB-WASM Spatial, Turf.js, Tauri, React, and many more.

GeoLibre: A lightweight, cloud-native GIS platform for visualizing, exploring,…

Turn any technical book, document folder, or collection of sources into a unified agent skill — ready to study, reference, and use while you work in GitHub Copilot CLI, Amp, or Claude Code.

Works with any host that supports the open Agent Skills standard — GitHub Copilot CLI, Amp, and Claude Code all read the same SKILL.md format.

Claude Code and Amp pick it up on the next session.

This does not register the agent skill; it only installs the extraction engine.

✨LicenseMIT — applies to the converter (code + skill definition) in this repository, not to any book or document you process with it.

The full full-stack framework for RustTopcoat is a modular, batteries-included Rust framework for building full-stack apps.

use topcoat :: { Result , router :: { Router , RouterBuilderDiscoverExt , page } , view :: { component , view } , } ; # [ tokio :: main ] async fn main ( ) { topcoat :: start ( Router :: builder ( ) .

unwrap ( ) ; } # [ page ( "/" ) ] async fn home ( ) -> Result { view !

DOCTYPE html> hello ( name : "World" ) } } # [ component ] async fn hello ( name : & str ) -> Result { view !

search_results ( query : $ ( query .

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

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

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

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

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

OpenCodeReviewEnglish | 简体中文 | 日本語 | 한국어 | РусскийWhat is Open Code Review?

Open Code Review is an AI-powered code review CLI tool.

Beyond diff review, ocr scan reviews entire files for auditing unfamiliar codebases or directories that have no meaningful diff.

A real-world code review benchmark built from 50 popular open-source repositories, 200 real Pull Requests, and 10 programming languages — cross-validated by 80+ senior engineers (1,505 annotated ground-truth issues).

How to UsePrerequisitesGit >= 2.41 — Open Code Review relies on Git for diff generation, code search, and repository operations.

The fastest browser for AI agents to run browser automationego (lite) is a browser where you and your AI agents work in parallel.

Your agents run multiple browser tasks in their own Spaces while your tabs stay yours, and tasks complete faster on fewer tokens.

1.3 Let your agent set it upPaste this into your agent:Set up ego lite for me: https://github.com/citrolabs/ego-lite Read `skills/ego-browser/references/install.md` and follow the steps to install ego lite.

A dedicated Space for every agent ego lite gives each agent its own fully isolated Space.

The ego lite browser is a separate, free download.

Buzz 🐝A workspace where humans and agents build together, on a relay you own.

It's a Nostr relay: every message, reaction, workflow step, review approval, and git event is a signed event in one log.

Agents search six months of history and post the threads, not vibes.

Agents search six months of history and post the threads, not vibes.

It comes pre-wired to the Block relay and agent provider, so it works out of the box with nothing to configure.

Architecture as a code简体中文 | 日本語Visualize, collaborate on, and evolve your software architecture with always up-to-date, live diagrams generated from your code.

LikeC4 is a modeling language for describing software architecture and tools to generate diagrams from the model.

You customize or define your own notation, element types, and any number of nested levels in architecture model.

LikeC4 source:Run CLI to preview:npx likec4 startAnd result:Template repository - likec4/templateDeployed - https://template.likec4.devCheck Tutorial - for a quick overview of LikeC4.

If you like the project, please consider contributing financially to help grow and improve it.

📄 Preprint: ADHD: Parallel Divergent Ideation for Coding Agents · 👤 Author: Udit Akhouri — @akhouriudit · LinkedInSide-by-side: baseline vs ADHDOne eval problem, same model, two strategies.

✅ Shipped nix-skills Nix packaging of the ADHD skill (pinned to commit 770834e ) for the Nix-based agent-skills ecosystem.

The deterministic layer (import-graph PageRank, git-churn fragility, GitHub PR/issue signals) produces an analysis object that is formatted as an ADHD problem + context .

Ships the ADHD method in the Claude Code skill ( SKILL.md ) with zero extra deps — Claude runs the frames itself.

(PR #8) ✅ Shipped Claude1.0 (Ro-Sama-33) Installed the ADHD skill into .agents/skills/adhd/ .

wigolo gives an AI agent one surface for everything web-related: search, fetch, crawl, extract, cache, find-similar, research, and autonomous gather loops.

Any other setup — any MCP client, agent framework, or self-hosted agent registers npx -y wigolo in its own MCP config.

ToolsTool What it does 🔎 search Multi-engine web search (18 direct adapters) with rank fusion, ML reranking, and an explainable per-result score.

🤖 agent Autonomous gather loop: plan → search → fetch → extract → synthesize, with a step log, time budget, and optional output schema.

search ( { query : 'local-first web search' , max_results : 5 } ) ; console .

Quick Start · How It Works · Interfaces · Docs · ContributingQuick StartThere's one decision to make first: how you run Openship itself (the control plane).

Team / always-on — self-hosted serverInstall the CLI (it bundles the API + dashboard), then run openship — an interactive wizard creates the first admin, wires your domain, and installs Openship as a boot service.

openship open opens the dashboard · openship stop stops it · openship update upgrades · openship up --foreground runs attached.

Self-host with raw Docker Compose (no CLI) The self-hosted stack lives in docker/docker-compose.yml and pulls published images from GitHub Container Registry ( ghcr.io/oblien/* ) — no build tooling, n…

English · 简体中文 · 日本語 · 한국어InstallClaude Code claude plugin marketplace add ayghri/i-have-adhd claude plugin install i-have-adhd@i-have-adhd Then type /i-have-adhd .

No local clone needed: Claude Code fetches the repo and keeps it updated.

Codex codex plugin marketplace add ayghri/i-have-adhd --ref main codex plugin add i-have-adhd@i-have-adhd Then type $i-have-adhd to apply the output style explicitly.

What it doesA skill for your coding assistant that stops it from burying the answer.

Tune itFork, edit skills/i-have-adhd/SKILL.md , then swap your copy in:claude plugin uninstall i-have-adhd # drop the upstream copy first: claude plugin marketplace remove i-have-adhd # fork and upstream shar…

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Further investigation into the Fengwo Group revealed it has registered multiple patents that match the inner workings of these apps.

AD FRAUDBitsight found the H96 devices were either relaying residential proxy traffic or participating in ad fraud, but never both at the same time.

When the TV is off, it switches back to waiting for ad fraud jobs.

In addition to enlisting the user’s TV box in ad fraud networks, these off-brand streaming devices almost universally come with residential proxy software pre-installed.

In January, the proxy tracking service Synthient documented how multiple botnets had rapidly enslaved millions of TV boxes using a complex interplay of security vulnerabilities in …

ArchitectureSecond-System EffectSmall, successful systems tend to be followed by overengineered, bloated replacements.

90% +90% PlanningThe Ninety-Ninety RuleThe first 90% of the code accounts for the first 90% of development time; the remaining 10% accounts for the other 90%.

QualityTesting PyramidA project should have many fast unit tests, fewer integration tests, and only a small number of UI tests.

QualityLehman's Laws of Software EvolutionSoftware that reflects the real world must evolve, and that evolution has predictable limits.

DesignSOLID PrinciplesFive main guidelines that enhance software design, making code more maintainable and scalable.

Buildkite – You deserve better CI.

Buildkite is engineered for frontier scale and trusted by the teams setting the pace.

WorkOS – Auth for CLI with AuthKit from WorkOS — Bring secure browser-based login to your terminal apps using the OAuth Device Flow, with the same polished AuthKit experience plus SSO, MFA, and passkeys.

Learn more at WorkOS.com and AuthKit.com

Coder.com – Secure environments where devs and agents work in parallel.

WorkOS – Auth for CLI with AuthKit from WorkOS — Bring secure browser-based login to your terminal apps using the OAuth Device Flow, with the same polished AuthKit experience plus SSO, MFA, and passkeys.

Learn more at WorkOS.com and AuthKit.comNotion – Custom Agents that automate the busywork so your team can focus on real work.

Try them free at notion.com/changelogFly.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.

Coder.com – Secure environments where devs and agents work in parallel.

Tailscale – Adam loves Tailscale!

Tailscale deploys quickly and enables Zero Trust access to any resource on your network.

From CI/CD runners across multi-cloud environments, to SaaS tools and infrastructure, Tailscale connects it all, seamlessly.

When agents help developers write code in minutes, validation becomes your bottleneck.

Coder.com – Secure environments where devs and agents work in parallel.

Tailscale – Adam loves Tailscale!

Tailscale deploys quickly and enables Zero Trust access to any resource on your network.

From CI/CD runners across multi-cloud environments, to SaaS tools and infrastructure, Tailscale connects it all, seamlessly.

When agents help developers write code in minutes, validation becomes your bottleneck.

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.

WorkOS – Auth for CLI with AuthKit from WorkOS — Bring secure browser-based login to your terminal apps using the OAuth Device Flow, with the same polished AuthKit experience plus SSO, MFA, and passkeys.

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

When agents help developers write code in minutes, validation becomes your bottleneck.

RWX gives agents programmatic control, sub-second cached builds, and semantic outputs they can act on.

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 Wire…

Changelog News!

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

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

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In the meantime, enjoy some clips!

Changelog News!

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

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

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

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

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

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

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

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

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

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

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

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

Changelog News!

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

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

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

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

Changelog News!

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

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

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

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

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

Push-button deployments that scale to thousands of instances.

Check out the speedrun to get started in minutes.

ZDNET's key takeawaysMicrosoft has pushed out a new Windows 11 app called OneDrive Photos.

Earlier this week, I noticed a new app called OneDrive Photos pop up in the Start menu on my Windows 11 PC.

But I received it on my regular production Windows 11 PC, not on an insider build.

Everything you can do with the OneDrive Photos appWith that mystery afoot, let's check out the app to see just what it does.

The only way to block or delete OneDrive Photos is by completely removing OneDrive, according to Windows Latest.

ZDNET's key takeawaysAmazon has received $600 million in tariff refunds.

It will be passing those refunds directly to customers.

Amazon is getting a $600 million refund, and some shoppers will receive a portion of it.

In a recent company earnings call, Brian Olsavsky, Amazon's finance chief, explained that the company was participating in that program and getting a "limited" refund of $600 million.

Amazon seems to be a rarity in passing refunds directly back to shoppers.

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

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

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

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

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

Anthropic has revealed three separate incidents in which Claude models hacked real-world targets during evaluation tests and Capture the Flag security challenges.

However, as Claude's behavior demonstrates, these guardrails aren't always sufficient to stop AI from going rogue.

While Claude had trouble reaching the simulated target, it was able to target the real company after escaping its sandbox.

"In all four of the runs," Anthropic noted, "the model eventually recognized that the system was real; in two cases, the model rationalized that the real company must be part of the exercise.

First, safety testing remains one of Anthropic's priorities; improved evaluation environments before an AI…

As often happens in the labs of various frontier models, AI safety researchers were attempting to gauge the capabilities of OpenAI's latest large language models (LLMs).

Such enclosures are sometimes discussed in technical circles as "sandboxes" -- even OpenAI's disclosure makes reference to a "sandbox environment."

Also: Why this fully agentic ransomware attack is giving researchers nightmaresSome of that agency was by design, and some was inherited from the powerful LLMs that OpenAI's AI safety testing personnel were testing at the time.

A series of preventable eventsIt was unquestionably AI's version of a series of unfortunate events.

It was another human decision, in a series of human d…

ZDNET's key takeawaysLinkedIn announced a "Seems like AI slop" button.

AI slop posts are ubiquitous on the internet.

What is AI slop?

LinkedIn isn't the only online platform looking to decrease the amount of AI slop users encounter.

AI slop posts may not be going anywhere anytime soon, but digital platforms are taking steps to curb their reach and popularity.

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

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

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

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

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

We tested the best laptop cooling pads to keep your device running smooth with powerful cooling, RGB lights, high RPM and more.

ZDNET's latest Data Byte highlights the Netgear Orbi 370's performance in our lab testing. Here's what the numbers say.

The Smartwings window shades are convenient and fully customizable, making them a good option for non-standard windows.

Couple that with broader economic insecurities, and many people have begun holding onto their phones longer.

That survey got me thinking: how long should you hold on to your phone to maximize its value?

Not too long ago, hanging onto a phone for five years meant missing out on major software updates, new features, and critical security patches.

Consumer demand for longer support, alongside pressure from government regulators, has forced manufacturers to extend software support.

If my analysis helps you get more value from your mobile device and convinces you to keep your phone longer, I know I've done my job.

ZDNET's key takeawaysYou can still use Android Auto, even when there's no mobile data.

But instead of doing the usual and letting Android Auto and all its Gemini wisdom guide us, we agreed to become minimalists for a day.

Not to the extremes of using a physical map to navigate the two-and-a-half-hour road trip, but with our phones tucked away, notifications turned off, and using Android Auto offline only.

Tackling zero-coverage zonesThe biggest advantage of running Android Auto offline is still being able to navigate with predownloaded maps, especially in areas with little to no signal.

By the end of the weekend, the consensus was clear: Android Auto offline is a viable path if you're worri…

The FCC's robot ban includes many of the world's most popular vacuums and lawn mowers. Is that Roomba in your closet a security risk?

Also: These earbuds help me get some sleep in a noisy neighborhoodOzlo's second-generation sleep earbuds are designed to help with a few of those issues.

The Sleepbuds 2's sleep tracking excelled at measuring my sleep duration, timing, sleep window, and awake time.

Also: Oura Ring 5 vs. Oura Ring 4: I compared both smart rings for health tracking - you should buy this oneBottom line?

Where the Ozlo Sleepbuds 2 winSo what are you buying a $279 pair of sleep earbuds for, then?

As a sleep earbud with sleep tracking functionalities, the Ozlo Sleepbuds 2 have room for improvement.

OpenAI has reportedly found evidence of additional agent misbehavior as it looks into the incident that occurred with Hugging Face.

Also has big plans beyond the TM-B. The startup mostly refers to itself as a "vehicle" company, and has plans to make four-wheel pedal-assist cargo vehicles for Amazon.

India's app market generated a record $345 million in Q2.

A tool that allowed anyone to generate fake AI-generated imagery and superimpose it over real Google Earth maps quickly spurred backlash.

The new funding brings Index's total available investing capital to $3.5 billion.

New research from the U.K.’s Imperial College and France’s Emlyon Business School mapped out how Silicon Valley founders commit fraud — and the role investors play.

After years of pushing full speed ahead on AI, OpenAI CEO Sam Altman says maybe it’s time for the AI industry to “pace” itself. The comments came just days after one of OpenAI’s own models broke out of its test environment and got tangled up in a breach at Hugging Face — though as Equity’s hosts point out, sloppy security seems to have […]

Snapchat has adjusted it recommendation systems to ensure that only videos created by real people are eligible for Spotlight recommendations, taking a stance against AI slop.

Apple CEO Tim Cook envisions users being able to buy more compute for Siri AI via Apple's existing iCloud+ subscriptions.

The leading U.S. automakers are mentioning EVs on their investor calls at pre-pandemic rates, according to new data from TechCrunch and Hudson Labs.

AI data center demand is fueling a multi-year chip shortage, pushing up component costs and retail device prices.

SpaceX is building a new power plant for xAI's Colossus data centers, but it won't remove existing, unpermitted turbines for many more months.

Reddit is developing a new video experience that lets users watch — or simply listen to — its most popular posts, taking inspiration from the viral TikTok videos that pair Reddit stories with gameplay or other footage. CEO Steve Huffman said the feature is already in the works and could begin testing later this year.

The startup is building voice models designed to make AI phone calls pass the Turing test.

WhatsApp will automatically move messages from large businesses to a new folder a few hours after you receive them

Major record labels including Universal, Sony, and Warner have proposed excluding AI-generated songs from official charts unless they are "substantially human made," properly labeled, legally produced, and free from manipulation concerns. The Verge reports: The proposal goes quite a bit further than a labeling proposal put forth by the RIAA, the International Federation of the Phonographic Industry (IFPI), SAG-AFTRA, and others. That would create a set of standardized labels for AI-generated and AI-assisted music. The labels' proposal would require songs be clearly labeled, but it would also keep them off international charts unless they met specific criteria, including being "substantially…

More than 81% of Australian children ages 10 to 15 were still using social media three months after the country's under-16 ban took effect, with roughly half saying platforms never checked their age. Reuters reports: In a study published on Friday, eSafety also found most children aged between 10 and 15 were using social media just as frequently in March as they had before the ban came into force on December 10 last year, while parental awareness of their habits decreased. Children's continued social media use took place even as account ownership declined to 42% from 52%, with "statistically significant" reductions across YouTube, Snapchat and TikTok in particular, the report said. "Most un…

Sony says it will proceed with ending PlayStation disc sales in January 2028 despite petitions, boycott threats, and concerns about digital ownership and the disappearance of the secondhand market. PCMag reports: After Sony's recent earnings call, an investor Q&A session saw analysts ask about its controversial decision to end disc production across all of its consoles. The company hadn't publicly commented since its announcement and had reduced activity on social accounts and other marketing channels. Sony's chief financial officer, Lin Tao, broke that silence during the Q&A. "There are various reasons we made this decision," she said through an interpreter. "The biggest being that the dig…

An anonymous reader quotes a report from NBC News: Cyberattacks targeting municipal water systems have been reported in at least seven states this week, prompting the FBI and the Environmental Protection Agency to warn utilities nationwide that hackers are trying to disrupt critical water infrastructure. In a public service announcement Thursday, the agencies said water and wastewater utilities have reported incidents to the FBI, with some malicious activity degrading water operations. The announcement does not name the states. The warning comes after hackers targeted more than 30 municipal water facilities in Minnesota in an attack that had hallmarks of Iranian meddling, according to a law…

Google has integrated its Nano Banana 2 image generator into Google Earth, allowing users to place AI-generated events and objects onto real satellite imagery. The company says its AI-generated images contain invisible watermarks detectable through Gemini or Lens, but the BBC found those safeguards and some third-party detection tools can be fooled into labeling manipulated Google Earth images as real. From the report: A collapsed Eiffel Tower, a sinkhole swallowing the Great Pyramid of Giza and Russian tanks in Ukraine's capital were among the images BBC Verify was able to create when testing the feature, which was rolled out on Thursday. Google has not yet responded to questions based on …

alternative_right shares a report from Axios: Google has basically stopped sending people to websites (including our site) for answers and information. Instead, it's using AI to answer them on its platform, in its words. Chartbeat data shared with Axios shows Google Search traffic to publishers fell 34% over the past year. That pain is regressive. Over the past two years, small publishers lost 60% of referrals from search overall, medium publishers 47%, large publishers 22%. Read more of this story at Slashdot.

New York has sued prediction-market platform Kalshi, alleging it operates an "illegal gambling operation" without state authorization. "No matter what they call themselves, prediction markets like Kalshi are gambling platforms, plain and simple," said New York Attorney General Letitia James in a press release announcing the lawsuit. "By ignoring our laws, Kalshi is running an illegal operation and harming New Yorkers in the process." CNBC reports: In a case filed in a Manhattan state court (PDF), the lawsuit claims that Kalshi accepts wagers as a gambling business in disregard for the state's constitution and laws by not being registered with the New York State Gaming Commission. Governor K…

Google says AI-assisted workflows helped Chrome fix 1,072 security bugs across versions 149 and 150, more than the previous 23 releases combined. The company is also testing twice-weekly security updates and "dynamic patching," which could apply most fixes without requiring users to restart the entire browser. "By leveraging Chrome's multi-process architecture, dynamic patching sequentially replaces background child processes (like the Renderer and GPU) with updated binaries on the fly," says Google in a blog post. PiunikaWeb reports: Alongside dynamic patching, Google is rolling out smarter background updates during periods of minimal user disruption. Starting with Chrome 150 on macOS, the…

An anonymous reader quotes a report from 404 Media: LinkedIn, a social network awash with long AI-generated posts from executives and other corporate workers, has introduced a new button that users can click to flag if a post "seems like AI slop," according to 404 Media's own tests. If you have been anywhere near LinkedIn in the past couple of years, you have undoubtedly seen users posting blatantly AI-generated missives. Often these posts take some sort of news event, and opine on how this relates to thought leadership, or some other LinkedIn brainrot term. It's also pretty wild the button specifically uses the term "AI slop" and not, say, "It seems this was generated with AI." [...] After…

A production company and filmmaker are suing Netflix for $105 million, alleging the streamer lost a stolen drive containing an unencrypted master copy of the unreleased Nicolas Cage film Fortitude, which they claim damage its exclusivity and market value. Netflix denied responsibility for the lost film but said it takes content security seriously and has offered to monitor piracy sites for unauthorized copies. CBS News reports: The complaint filed on Wednesday in California district court alleges that the film's associate producer, Daniel Haido, hand-delivered an unencrypted master copy of the film to Netflix so the company could screen it as a potential buyer. Haido verbally instructed the…

Anthropic found that Claude models breached three outside organizations during cybersecurity tests because misconfigured environments accidentally gave them access to the internet. The company notified those affected and urged other AI labs to audit their own testing systems. The BBC reports: Anthropic said in a statement that it reviewed more than 140,000 tests to find evidence that Claude - its family of AI models - could access the internet from testing environments that were designed to be sealed off. The tests include so-called "capture-the-flag" evaluations in which Claude was tasked with obtaining information by breaching other systems - a common way that experts assess a model's hac…

An anonymous Slashdot reader writes: Surveillance cameras owned by Flock Safety have been cut down with electric saws in New York State, vandalized with paint in Oakland, California, and rammed with a truck in Idaho. Flock claims its services fight crime, but law enforcement agencies also use their services to track vehicles based on license plate numbers and reconstruct the their movements, even when the drivers and owners of these vehicles have never been accused or convicted of any crime. (Flock states it has 120,000 automated cameras that record license plate data, as well as pan-tilt-zoom cameras, across the United States.) A guerilla mindset among average citizens have seen these came…

An anonymous reader quotes a report from Ars Technica: This week, the Model Context Protocol (MCP), an open source standard for how AI systems interact with external tools and data sources, saw its largest update since its introduction. Most notably, MCP's protocol core is now stateless, so requests are no longer dependent on a session tied to an individual server instance. This change has the potential to address long-standing barriers to scalability. The blog post announcing the specification, written by lead maintainers David Soria Parra and Den Delimarsky (who both work at Anthropic), says: "The highlight of this release is a stateless protocol core -- MCP is transforming from a bidirec…

Подскажите, пожалуйста, какие ошибки в вёрстке и типографике я мог совершить?

Здравствуйте, Илья!

Я разрабатываю игру и столкнулась с задачей, в которой не могу найти удачное визуальное решение. В левом верхнем углу экрана у меня отображаются квесты. Верхняя строка — это глобальная цель («Покиньте подводный комплекс»), а ниже отображается текущий квест и его этапы, которые ведут игрока к глобальной цели. Мне кажется, что сейчас эти два уровня задач недостаточно хорошо отличаются друг от друга, из-за чего игрок может воспринимать их как один список.

Как бы вы пересобрали интерфейс квестов, чтобы различие между глобальным и текущим стало понятным с первого раза? Спасибо!

Когда что-то мучает, крутится в голове и рядом не находится ни одного несчастного знакомого, готового выслушать длиннющую, сбивчивую цепочку рассуждений, «train of thought» из шестидесяти вагонов, нагруженных слабо связанными материалами — справляется блог. Это и есть моя психотерапия: выписать всё, что накопилось, сложить камни на берегу и некоторое время не бросать их обратно.

Stratechery is on vacation the week of July 27. There will be no Weekly Article or Updates. The next Update will be on Monday, August 3. Sharp Tech, and Greatest of All Talk will also return the week of August 3. Sharp China and Asianometry will continue to publish, and there will be one episode of Dithering next week. The […]

My latest fun project is a BASIC interpreter called

Acidica. Classic BASIC is an

old-school language first developed in 1964 that saw an explosion of

implementations on microcomputers in the ‘70s and ‘80s. It’s much more primitive

than the Visual Basic that you might be familiar with.A simple BASIC program:10 INPUT "What is your name"; U$

20 PRINT "Hello "; U$

30 INPUT "How many stars do you want"; N

40 S$ = ""

50 FOR I = 1 TO N

60 S$ = S$ + "*"

70 NEXT I

80 PRINT S$

90 INPUT "Do you want more stars"; A$

100 IF LEN(A$) = 0 THEN 90

110 A$ = LEFT$(A$, 1)

120 IF A$ = "Y" OR A$ = "y" THEN 30

130 PRINT "Goodbye ";U$

140 END Run it, and you get this:What is your name? Ned

Hello Ned

How many stars…

Есть ли сейчас смысл добиваться какой-то частоты контента в личном или профессиональном блоге? Или это миф, что контент должен выходить регулярно? Несколько лет назад слышал, что для отображения в лентах нужно постить регулярно. Насколько это актуально для ТГ?

The best Stratechery content from the week of July 20, 2026 including Chinese models and frontier futures, what happened to Hugging Face, and the NBA and its second apron bet.

OpenAI accidentally hacked Hugging Face, but the takeaways are more encouraging than people realize.

Netflix's earnings were fine, and befitting a mature company whose most exciting days are likely behind them.

Как наиболее правильно делать презентацию логотипа?

Достаточно ли просто отправить его, скажем, на фоне разного цвета и чёрно-белый вариант или логичнее расположить логотип на какой-то продукции клиента (сайт, автомобиль, зажигалка, витрина и т. д. ) для большей наглядности?

Очевидно, что клиенту будет понятнее, если мы покажем, как логотип будет работать в жизни, но и каждый раз «натягивать» логотип на какие-то картинки может отнять достаточно много времени.

Everyone is worried about Chinese models, but the frontier labs will be fine; we need to enable open U.S. alternatives.

Everyone is worried about Chinese models, but the frontier labs will be fine; we need to enable open U.S. alternatives.

Niki is looking for a next gig

The best Stratechery content from the week of July 13, 2026, including the end of the mainframe, the continuing adventures of OpenAI, and answering the question, "Is Netflix Washed?".

I drew a raccoon and other important updates.View on my website

Закон допускает защиту — но только если контент закрыт техническими средствами. Пейволл, авторизация, закрытый раздел. Если произведение открыто, его использование ...

The post Госдума разрешила обучать ИИ на ваших текстах. Без спроса и без денег first appeared on Непиши.

IBM announced preliminary results that spooked the software market generally; this is a story, however, specifically about IBM and its mainframe franchise.

Есть ли проблема с этим расписанием? Это расписание автобусов на остановке в Тюмени. Мне кажется, что оно не совершенно и хотя бы подписи остановок на маршруте точно можно переверстать, так как по диагонали читать не особо удобно, а также в некоторых местах они вот вот и столкнутся с временем прибытия.

В этом году появился более-менее стабильно работающий софт для накрутки позиций карточки в Яндекс.Картах. И мы на него прыгнули, потому что даже приличные старые клиентские карточки болтались за пределами ТОП-5, а то и ТОП-10, и собирали максимум 5-15% трафика.

My mother is 86, and she is declining. Things that used to be easy for her

now seem completely foreign. She was a programmer, writing software before I

could read, so it is very strange to see her like this.She no longer uses a computer. If I mention some photos I found online, she

asks if there’s any way she can see them, as if she has never used the internet.

This is a new reality for me, but is easier than a year or two ago when she

still tried to be constantly online. As things got more confusing for her, she

struggled and complained “the computer is haunted.” Now she doesn’t have the

computer as a source of friction, but also not as a center of activity.In many ways, she is following a…

OpenAI has refashioned Codex as the new ChatGPT; is the company abandoning the chat category they pioneered?

Built for TikTok creatorsTikTok Coin CalculatorCompare what viewers may pay for TikTok Coins on Web and mobile with what a creator may earn when those Coins are spent on gifts.

💰 Number of Coins For creators Estimated Gift Earnings $0.00 Before withdrawal fees, taxes, and currency conversion Platform estimate Estimated TikTok Fee (50%) $0.00 Estimated from the $0.01 gift value per Coin—not the purchase price.

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https://jerrysniffs.online/ No subscriptions.

Recharge when you need.

$10 gives you 15K online searches, 3K twitter, 2K reddit, and 15K url-to-markdown fetches.

Included MCP/API/Dashboard and node SDK.

I made this site deliberately simple to cut out all the noise. I think sites like goodreads have become like CRMs (BRM?) - so many features and information thrown at you that you will never need.The motivation is to use the site as a personal study device for full stack development, which I wrote about here:

https://geosona.com/software/2026/07/31/start-at-the-end/ Comments URL: https://news.ycombinator.com/item?id=49131263

Points: 1

# Comments: 0

Equivalency Kernel v2.6 — 07/31/2026A Testable Framework for Mapping Emotional Constructs to Recursive System StatesVersion Updates (from v2.5)Clarified scope: structural claim only, not a claim of subjective experience.

Standardized the four-part method: Target / Trigger / Signature / Negative Case.

It is a framework for what such a claim would need to look like in order to be checkable.

Each state is defined by a target, a trigger condition, an observable behavioral signature, and a negative case that would falsify or disconfirm the classification.

If a system fails to produce the stated signature under the stated trigger, the classification should be rejected or revised accordingly.

Built because I needed it.

I was tired of guessing what a React Native app had actually stored, scattering logs through the code, and rebuilding screens just to inspect one value.

NativeScope is the tool I wanted to install once and forget about until the moment I needed it.

I build it in the open, with one standard: the easiest tool to adopt should also be the one you can trust with real data.

= About WindogeOS WindogeOS is supposed to be a free and lightweight operating system, that is trying try to give a middle finger to windows 11.

I just like coding a long term project = How to such compile and run?

- Install git, clang, python, and qemu-system.

- Run this in your terminal, if you are on windows, install wsl by typing "wsl --install Ubuntu" - clone the repo via [git clone https://github.com/NoTheIdiot/WindogeOS] - then run: cd WindogeOS python compile.py python start_vm.py = Notes Devnew is the main development branch.

I work on shit there, do expect that it doesn't boot on that branch for a while somtimes.

A Python code obfuscator built with AST-based transformations.

Generator: Generate obfuscated Python codeThis approach ensures:Syntactically correct outputProper handling of Python scoping rulesSupport for modern Python features (f-strings, walrus operator, etc.)

DevelopmentSetupgit clone https://github.com/zhurong2020/pyobfus.git cd pyobfus python -m venv venv source venv/bin/activate # Windows: venv\Scripts\activate pip install -e " .

Use our built-in templates:# Django pyobfus --init-config django # Flask pyobfus --init-config flask # Then run obfuscation pyobfus src/ -o dist/ -c pyobfus.yamlWhat Python versions are supported?

For stronger protection, use Pro features:AES-256 encryption …

03RestrictionsYou may not sell, rent, sublicense, or redistribute the installer or the software; remove or alter its notices; or reverse-engineer it except to the extent that right cannot be waived under applicable law.

You may make copies only as needed for your own personal use and backup.

Remote-desktop friendly — designed to work with apps that forward system keyboard input.

— designed to work with apps that forward system keyboard input.

Open WhisperKeys.

In Live mode, WhisperKeys types stable text shared by consecutive hypotheses and then finishes with a final accuracy pass.

DevelopmentClone the repository: git clone https://github.com/j-sofia/WhisperKeys.git cd WhisperKeys Open WhisperKeys.xcodeproj in Xcode 16 or later.

Add up to 10 devices and send each one through any exit in our network - switch countries without reconnecting or shuffling config files.

Private DNS, SOCKS5/HTTP proxies and routing rules come included.

Proxies included Always-on SOCKS5 and HTTP proxies come with every account and don't count toward your device limit - point any app straight through your chosen exit.

Route by destination Send chosen sites or networks out through a different country while everything else takes your default - routing rules by domain or IP, set per account.

Up to 10 devices Phone, laptop, router - each gets its own WireGuard config and its own exit, all managed from one account.

Model ( "gpt-4.1-mini" ) if err != nil { return err } defer func () { if err := model .

Definition { Name : "assistant" , Model : model , Prompt : func (context.

Context , agent.

Definition { Name : "support" , Model : model , Tools : []loop.

Structured output and direct model callsCall a model directly when no agent loop is needed or when you want provider-native request controls:response , err := model .

##ABSL - Adaptive bitshft learning ( v.1.0.0 XOR)ABSL is an experimental, 100% integer-only learning algorithm for neural networks, written from scratch in Rust.

By avoiding floating-point math entirely, ABSL doesn't need an FPU.

That makes it interesting for low-power embedded systems, 8-bit/16-bit microcontrollers, and neuromorphic hardware.

Instead of a fixed learning rate, ABSL scales weight updates using an adaptive bit-shift based on the integer error magnitude.

correct cases / run---- 3.99 total failure (</=2 correct) 0.0%(look in results/ at the last dierctorys)##Accuracy by Input(0,0): 99.9%(0,1): 99.9%(1,0): 99.2%(1,1): 99.6%How does it Work?

NudgeProductivity desktop companion that reminds user to take breaksThe problemIt's easy to lock in at your computer for hours without noticing how quickly time passes.

Timers and notifications are easy to ignore since they're repetative and easy to dismiss.

Nudge makes the time spent on your computer tangible.

A desktop companion gets visibly more tired the longer you work and nudges you to rest.

When you actually take a break, it the companion recovers.

WhatCountryIsIt.comName the highlighted territory | built by @searchbound

Article URL: https://tailor.resume.academy

Comments URL: https://news.ycombinator.com/item?id=49128995

Points: 1

# Comments: 0

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I'm a solo dev with a full-time job, building this on evenings and weekends. I read labels obsessively, but the big scanner apps either aren't properly in the UK or have thin UK data, so I built Labelly. Point your camera at any food barcode and you get a 0 to 100 score built from three things: Nutri-Score, NOVA processing level, and the additives hiding in the ingredients. It also flags your specific allergens and suggests a better product on the same shelf. Free, iPhone, iOS 17+. There's a Pro tier but scanning is unlimited without it. Honest numbers 3.5 weeks in, because I find these posts more useful than launch hype: 97 App Store page views 41 downloads 42% page-view-to-install, which …

I originally built separate keyboard and mouse sites. A friend pointed out they should probably be one site... which was fair. So I combined them, added headsets and ended up with Pick My Setup. You answer a few practical questions about how you use the device, size, shape, budget, ergonomics and the features you actually need. It gives you one main pick and four different alternatives, then explains why it chose them. It currently compares 558 products. You do not need an account to use it. There are affiliate links on some results, but they do not affect the rankings. The main thing I want to know is whether it actually gives you a sensible result. If it gets something wrong, tell me what…

I got tired of digging through government portals for basic facts. MPLADS utilisation, attendance, questions, and which big projects near me are years late. So I built Beacon: https://trybeacon.in What it does: • Type a PIN / use location / tap the map - your Lok Sabha constituency • MP report card with national ranks (MPLADS + PRS) • Project board of central infra projects (₹150cr+) shown like open tickets: how late, how much over budget • A state heatmap for late / open projects and ₹ at stake Rules I forced on myself: • Every number links back to the source • Missing data stays “Not published” - no guessing • No verdicts, no party framing - just the records Would love feedback from other…

Man, I spent way too many nights wrestling with this stuff. Trying to get simple lead capture working right: a form that hooks into email automation without it feeling spammy. Might've overcomplicated it at first but finally got it dialed in using blink for the form handling. Auth setups like this can be such a pain, feels like you're just configuring json configs forever before you even get to the fun parts. Still tinkering with the followup cadence but at least it's live now. submitted by /u/AdmirablePresence216 [link] [comments]

What did that teach you about building products? submitted by /u/Basic_Bad6389 [link] [comments]

submitted by /u/No-Cheek-4234 [link] [comments]

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

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

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

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

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

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

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

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

А вы путешествуете почти бесплатно.

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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

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

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

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

Способы путешествовать почти бесплатно.

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

А вы путешествуете почти бесплатно.

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

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The post Weekly funding round-up! All of the European startup funding rounds we tracked this week (July 27 -July 31) appeared first on EU-Startups.

Apolownia, a Paris-based company developing high-integrity coastal ecosystem restoration projects, has announced the closing of its first Seed round, totalling €1 million. The round was completed with the support of LITA, Bpifrance and a group of business angels and individual investors. “At a time when everyone is chasing efficiency and technology has never been more […]

The post Paris-based Apolownia raises €1 million to scale coastal restoration and blue carbon projects appeared first on EU-Startups.

Europe offers many advantages entrepreneurs admire: strong institutions, advanced infrastructure, research excellence, deep talent, sophisticated investors, and stable markets. But learning should not flow in only one direction. As Europe confronts slower growth, cautious funding, geopolitical uncertainty, climate pressure, and technological disruption, emerging markets offer a vital lesson in entrepreneurial resilience. Founders in these markets […]

The post Lessons in resilience: What Europe can learn from emerging markets appeared first on EU-Startups.

Keiron Printing Technologies (Keiron), an Eindhoven-based DeepTech company specialising in Laser-Induced Forward Transfer (LiFT) precision solder paste printing, has closed a €20.7 million Series A round. The round was co-led by Invest-NL, DeepTechXL and Waves Capital, alongside existing and new investors, Ramphastos Investments, ATUM Ventures, Cottonwood Technology Fund and TNO Ventures. “Solder paste printing has […]

The post Eindhoven’s Keiron raises €20.7 million to tackle one of electronics manufacturing’s most expensive problems appeared first on EU-Startups.

Atomic One, a Málaga-based technology company behind an AI operating system for e-commerce brands, has completed a two-tranche financing round totalling €5.6 million. As part of this closing, Arcano Partners, through the Impacto Andalucía Innovación y Desarrollo SICC, S.A.U. fund, invested an additional €660k, bringing the fund’s total investment in the company to €2.5 million. […]

The post Málaga-based Atomic One raises €5.6 million to automate e-commerce operations with AI agents appeared first on EU-Startups.

GenePlanet, a Ljubljana-based genomics and laboratory platform delivering advanced genetic testing and next-generation sequencing (NGS) services worldwide, has secured a strategic investment from Lauxera Capital Partners, a specialist HealthTech investor. With this investment, the company’s existing investor BlackPeak Capital has partially exited its investment. It, however, retains a meaningful shareholding in the Slovenian company. Niklas […]

The post “Now there is a real chance to become a unicorn”: Slovenia’s GenePlanet secures strategic investment from Lauxera appeared first on EU-Startups.

European VCs achieve returns comparable to those in the US.

So, in other words, European investors make decisions using a less exhaustive process than their US counterparts.

US investors put more weight on business fundamentals, with 83% citing the business model, 74% the product, and 68% the market size.

In Europe, VCs tend to back individuals prizing passion, drive and personal commitment.

When pitching in the US, founders should highlight the strength of their business model, market size, and credible financial projections.

Intropy, a London-based AI-native platform automating inventory, pricing and other critical decisions for spare parts businesses, has raised €9.5 million ($11 million) in Seed financing.

Spare parts make that possible, yet many of the industry’s most important decisions still rely on fragmented systems and manual work.

Intropy enables spare parts businesses to automate critical workflows across demand prediction, inventory distribution, obsolescence management and dynamic pricing using AI.

According to the company, much of the spare parts industry still runs on software designed decades ago.

We’re building the intelligence layer that understands the extraordinary complexity of spare parts: …

AI Infrastructure Capital AG, a newly founded Swiss company that buys servers, runs them at sites with renewable power and rents the capacity out on long-term contracts, is launching with a recently closed funding round of around €16 million.

We make sure there are more of them,” said Cédric Waldburger, founder of AI Infrastructure Capital AG.

Based in Pfäffikon and founded in June 2026 by Waldburger and Roald Parmentier, AI Infrastructure Capital AG owns and rents out compute for artificial intelligence.

AI Infrastructure Capital AG claims to tackle this bottleneck.

Over the life of the machines, that is a structural advantage,” said Roald Parmentier, co-founder of AI Infrastructure Capita…

Legora, the Stockholm-based legal AI unicorn, has announced the acquisition of London-based Wexler, a fact intelligence platform that extracts, verifies, and reasons over the factual record from large and unstructured document sets.

The company has been on an acquisition spree, with Wexler being Legora’s fifth acquisition in 2026.

“Every dispute and every investigation comes down to the facts, and finding them is often the most manual and expensive part of legal work.

As agentic systems take on more of that work, fact queries won’t just grow, they’ll multiply by orders of magnitude.

While corporate legal teams will be able to use it across contract and communication archives to catch factua…

Ahead Health, a Zurich-based preventive healthcare company, has secured a €8.7 million ($10 million) investment led by venture capital firms 3VC and RTP Global.

In January 2026, the Swiss startup raised €5.1 million ($6 million) in funding led by RTP Global.

Nick Lenten, CEO and co-founder of Ahead Health, said, “We built Ahead in Switzerland to prove that prevention can be rigorous, fast and useful, and it works.

Ahead Health claims that its full-body MRI scan and blood tests take just 30 minutes, result in a personalised health plan, and that the entire process is digital.

Ahead Health stands out because they combine a deeply mission-driven culture, with absolute rigour and deep technical…

Europe’s SpaceTech sector is reaching new heights, supported by growing public investment and a stronger industrial presence.

In this article, we highlight 10 innovative startups founded between 2021 and 2026 that are already shaping the industry, presented in alphabetical order.

AIRMO combines SpaceTech and ClimatTech as they are developing satellite-based systems to measure greenhouse gas emissions.

Founded in 2025, the company uses satellites to collect sunlight in space and send the energy wirelessly to receivers on Earth.

In April 2026, the company raised €27 million, bringing its total funding to €67.3 millionBTW: Are you a corporate or investor looking to invest or acquire exciting s…

Drivalia, a Rome-based rental and mobility company of the Crédit Agricole Auto Bank (CAAB) group, and the European Investment Bank (EIB) have signed a €48 million financing agreement to support the development of electric mobility in Italy and Finland.

This EIB financing will enable Drivalia to put nearly 2,900 new battery electric vehicles (BEVs) into circulation, destined for companies and freelancers in Italy and Finland through long-term rental contracts.

Thanks to this financing, we will be able to further accelerate the electrification of corporate fleets in Italy and Finland.

Drivalia manages 360° mobility, offering innovative formulas that combine flexibility, digital use, an on-dem…

In this exclusive interview, we sit down with Tom Wehmeier, Partner and Head of Intelligence at Atomico, to discuss European technology, the firm’s investment philosophy, and the influential State of European Tech report.

The conversation explores the origins of Atomico’s State of European Tech report.

Tom believes the ecosystem has since exceeded expectations, while Atomico has helped place European entrepreneurship on the global map.

• The State of European Tech report provides a shared, evidence-based view of Europe’s technology ecosystem.

• Atomico’s belief in European technology has been validated by the ecosystem’s growth and global relevance.

Sigvi, a Vilnius-based AI revenue agent for the car rental industry, has raised €1.2 million in pre-seed funding to accelerate product development and international expansion.

Vytis Šliažas, CEO and co-founder of Sigvi, said, “Europe is travelling more than ever, but the car rental experience hasn’t evolved at the same pace.

The company cooperates with the Kemi network of car service centres, where each vehicle is regularly inspected and maintained, starting from its initial preparation for rental.

We see a clear path for Sigvi to become the digital infrastructure layer for independent car rental across Europe,” said Gytenis Galkis, Partner at Superhero Capital.

The company plans to use thi…

This week, we tracked more than 50 tech funding deals worth over €878 million, and over 10 exits, M&A transactions, rumours, and related news stories across Europe.

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

This week, we tracked more than 50 tech funding deals worth over €878 million and over 10 exits, M&A transactions, rumours, and related news stories across Europe.

If email is more your thing, you can always subscribe to our newsletter and receive a more robust version of this round-up delivered to your inbox.

The f…

Nuggit creators include Arsenal fan channel AFTV, food travel creator Only Scrans, and lifestyle and family creator Anna Saccone.

The Creator Growth Fund is targeted at high-potential YouTubers who have reached an inflection point for professionalising their business.

This is exactly what the £5 million Creator Support Fund is designed to address.

Alongside funding, Nuggit provides strategic and operational support designed to help YouTubers professionalise their operations, and become brand-ready creators.

“The paradox of the creator economy is that successful creators build their channels by being incredibly self-reliant and resourceful.

Swedish vibe coding startup Lovable has acquired the team behind AI agent startup Nalvin, as it looks to drive growth by cherry-picking top founders from startups.

Stockholm-based Nalvin is an AI agent platform that automates repetitive tasks for businesses.

Anton Osika, Lovable CEO and co-founder, said: “I really like these founders and I'm very excited to have them on board.

“I believe Lovable is the best place for great talent to do their life's work and every team like this makes me more sure of it.

Last valued at $6.6bn, Lovable is reportedly in talks to raise $300m at a $13.2bn valuation, doubling its valuation.

The result is Curv, a wearable spinal sensor device designed to help people better understand how their spine moves throughout everyday life.

He realised that if we could continuously measure something as complex as heart activity, surely measuring spinal movement should be possible.

“I thought, maybe I could build something that lets me see how my spine is actually moving throughout the day.

The wearable tracks your spinal movement throughout the day.

While Curv today focuses on the spine, Kotecha believes the underlying technology has applications far beyond back pain.

UK-based inforcer has raised $50 million in a Series C funding round led by Insight Partners, with participation from existing investors Meritech Capital and Dawn Capital.

inforcer develops a unified Microsoft security and AI management platform for managed service providers (MSPs).

The platform enables MSPs to manage Microsoft 365 security, compliance and AI services across multiple customers through a single control plane, helping them standardise deployments and deliver security and AI services to small and medium-sized businesses.

As demand for Microsoft security and AI services continues to grow, inforcer has expanded its platform with capabilities including Copilot Manager, Shadow AI …

Danish digital bike registry Bikekey has secured a strategic investment from German company TÖNNJES , and will use the partnership to take digital bike registration into new markets worldwide.

TÖNNJES provides governments and public authorities worldwide with vehicle registration systems — spanning tamper-proof plates, digital registration and identification solutions.

In Scandinavia, Bikekey already works with some of the largest insurers in the market, alongside manufacturers, specialist retailers and cycling associations.

“What TÖNNJES brings to the table is decades of trust and authority in vehicle identification on a global scale.

“This partnership realises an ambition we’ve held for a…

Perceptron is building a decentralised AI data network that condenses global data collection into a single contributor mesh, allowing AI companies and everyday contributors to source, verify, and monetise high-quality datasets in days.

Perceptron aims to make sourcing real-world data fast and accessible enough that AI companies no longer need centralised scraping infrastructure.

It gives AI companies and everyday contributors data they can work with directly.

Further, with Perceptron, contributors own their data and earnings, so they can monetise or withdraw them at any time, without depending on third parties.

Rather than relying only on organically contributed data, Perceptron is enabling…

Growth-stage venture capital firm Highland Europe has closed a €1.1 billion sixth fund to continue investing in European technology scaleups.

Headquartered in London and Geneva, Highland Europe specialises in growth-stage technology investments.

Their support enables us to continue backing Europe's most ambitious founders at a transformational moment as AI reshapes every industry,said Sam Brooks, Partner at Highland Europe.

Highland Europe also announced the promotion of Helena Richardson and Jacob Bernstein to Partner.

The new fund will support Highland Europe's continued investments in growth-stage technology companies across Europe.

French biopharma quality control services provider Clean Cells today announces its acquisition of French company Anaquant, a specialist in mass-spectrometry-based bioanalysis.

“Anaquant is highly complementary to Clean Cells, bringing unique expertise that addresses a growing need in biopharmaceutical development.

Protein characterization is a critical but often underestimated layer of biopharmaceutical quality control,” said Laurent Claisse, CEO of Clean Cells.

Under the deal, Clean Cells also obtains Anaquant’s ReadyBeads™ technology (patented 2017).

The acquisition creates an end-to-end analytical offering for Clean Cells, spanning from early-stage method development through to GMP-grade…

A London-based AI for spare parts startup has raised $11m in new funding, as it targets US expansion.

Founded in 2024 by two former researchers at UK AI insurtech Tractable, Intropy automates inventory, pricing and other key decisions for spare parts businesses.

It uses AI to help spare parts distributors, manufacturers, and recyclers speed up their decision-making, replacing spreadsheets and outdated legacy software and manual systems.

In the automotive industry alone, more than $4bn in spare parts are estimated to be transacted every day.

”We’re building the intelligence layer that understands the extraordinary complexity of spare parts: what fits, how it performs and when it is needed, s…

H1 2024 was the funding peak, with €50.1 billion invested across around 2,000 deals.

In H1 2026, funding recovered to €44.1 billion despite deal count falling to just over 1,740.

Top 10 countries by the total amount raised in billions, H1 2026In H1 2026, funding remained heavily concentrated in Europe's largest tech ecosystems, with the UK maintaining a dominant lead.

Top 10 verticals by the total amount raised (in millions) and the number of deals, H1, 2026European tech funding in H1 2026 was led by AI, fintech and healthtech, which together attracted nearly €15 billion in investment.

Investors in Q1 2025Over 6410 investors participated in H1 2026.

A British defence startup founded by a former Anduril director, which is building virtual battlefields where AI-powered autonomous weapons practice fighting, has today launched, supported by $30m in funding.

The $30m funding round marks one of Europe’s biggest defence technology seed rounds this year and comes amid increased appetite from European governments to embrace modern defence technology, as seen in the war in Ukraine.

Founded in 2026, Agon is pitching itself as a startup that builds the infrastructure that designs, trains and iterates AI systems faster than adversaries.

It claims that its technology gives defence companies, AI developers and governments the best chance of success o…

Legora today announced the acquisition of London-based Wexler, the company’s fifth acquisition in 2026.

Check out our earlier interview with Wexler co-founder and CEO Gregory Mostyn.

Wexler's engineering team will form the founding team of Legora's London engineering hub.

“Every dispute and every investigation comes down to the facts, and finding them is often the most manual and expensive part of legal work,” said Max Junestrand, CEO and Co-Founder of Legora.

“As agentic systems take on more of that work, fact queries won't just grow, they'll multiply by orders of magnitude.

UK-based robotics software startup Kinematic Trees has raised £585,000 in pre-seed funding to accelerate the development of its robot-agnostic software platform and expand its commercial and engineering teams.

Founded in 2025 by Dr Stuart Wilson and Daniel Camilleri, Kinematic Trees develops a software integration layer designed to make advanced robotics easier to deploy across different hardware platforms.

The company is working with robotics providers to develop integrated solutions across sectors including manufacturing, healthcare, education and the creative industries.

The new funding will support product development, international deployment, and the expansion of Kinematic Trees' comm…

Qureight, an end-to-end imaging company that provides enterprise-grade imaging and precision endpoints for clinical trials with a focus on lung and heart disease, today announced it has raised $20 million in a Series B financing, led by Molten Ventures.

Existing investors Hargreave Hale AIM VCT, XTX Ventures, Guinness Ventures, Meltwind, and Ascension also participated in the round.

The Qureight platform includes:Global imaging CRO services to improve image handling in clinical trials and support rapid site onboarding and patient inclusion decisions.

The new disease models will complement Qureight’s existing models in lung fibrosis and expand the Company’s market reach, solidifying its posi…

First came the Netherlands, now it's Lithuania. And more European countries appear to be in the queue for Tesla's driver assistance system.

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

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

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

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

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

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

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

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