It has shown the ability to grow on materials that are similar to Martian soil, and in the process, it produces oxygen.

Researchers tested this by using soil that mimics Martian regolith.

A living system using microbes might offer a natural and renewable source.

Using microbes for oxygen production could become one part of that system.

But it shows a direction for research and gives hope that we may not need to carry every breath of oxygen from Earth.

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October 9, 2025 blogDOH HTTP/1.1 Retirement December 15, 2025SummaryQuad9 will be discontinuing support within DNS-over-HTTPS (DOH) using HTTP/1.1 on December 15, 2025.

The DOH standard recommends HTTP/2 as the lowest version of the protocol for use for DOH (https://datatracker.ietf.org/doc/html/rfc8484#section-5.2) but does not rule out using the older HTTP/1.1 standard.

We have supported both HTTP/1.1 and HTTP/2 since our inclusion of DOH in our protocol stack seven years ago.

However, we are reaching the end of life for the libraries and code that support HTTP/1.1 in our production environment and, therefore, will be sunsetting support for DOH over HTTP/1.1 on December 15, 2025.ÂAre you …

You're using a suspiciously old browserYou're probably reading this page because you've attempted to access some part of my blog (Wandering Thoughts) or CSpace, the wiki thing it's part of.

Unfortunately you're using a browser version that my anti-crawler precautions consider suspicious, most often because it's too old (most often this applies to versions of Chrome).

Unfortunately, as of early 2025 there's a plague of high volume crawlers (apparently in part to gather data for LLM training) that use a variety of old browser user agents, especially Chrome user agents.

If this is in error and you're using a current version of your browser of choice, you can contact me at my current place at t…

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If we're only dealing with addition and multiplication, then we can insert as many "mod \(p\)" as we want wherever we want, so these two expressions are equivalent:\((123456 \cdot 345678 + 876876234)\ \mathrm{mod}\ p\)\([(((123456\ \mathrm{mod}\ p)\cdot (345678 \ \mathrm{mod}\ p))\ \mathrm{mod}\ p) + (876876234\ \mathrm{mod}\ p)]\ \mathrm{mod}\ p\)That's not true for exponentiation:\(2^8\ \mathrm{mod}\ 7 = 4\)\(2^{8\ \mathrm{mod}\ 7} = 2^1 = 2\)ECDSA doesn't rely on exponentiation, so we don't need to talk about it.

As an aside, the additive inverse, or opposite, is simply \(-n\), since \(n + (-n) = 0\), where \(0\) is the neutral element of addition.

Proof (safely skippable)We can always e…

Japanese game makers are struggling to locate affordable commercial fonts after one of the country's leading font licensing services raised the cost of its annual plan from around $380 to $20,500 (USD).

As reported by Gamemakers and GameSpark and translated by Automaton, Fontworks LETS discontinued its game licence plan at the end of November.

The problem is further compounded by the difficulties and complexities of securing fonts that can accurately transcribe Kanji and Katakana characters.

"This is a little-known issue, but it's become a huge problem in some circles," wrote CEO of development studio Indie-Us Games.

The crisis could even eventually force some Japanese studios to rebrand en…

Kohler Health’s homepage, the page for the Kohler Health App, and a support page all use the term “end-to-end encryption” to describe the protection the app provides for data.

What is End-to-End Encryption?

"End-to-end encryption", or E2EE, is a method of securing data that ensures only the sender and their chosen recipient are able to view it.

For a more detailed look at E2EE, see A Deep Dive on End-to-End Encryption from the Electronic Frontier Foundation.

The initial issue with Kohler using the term “end-to-end encryption” is that it’s not obvious how it could apply to their product.

Your One-Stop location for all your cursed computing needs.

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In this article, we’ll look at examples of large HTML documents around the web and peek into the code to see what’s making them so big.

In the process of writing this article I rebuilt most of the DebugBear HTML Size Analyzer.

Browsers also assign a high priority to HTML content, assuming all of it is essential page content.

Websites with large HTML can still be fastAs you can tell, I might have a bit of an obsession with HTML size.

I don’t want to make large HTML files out to be a bigger issue than they really are.

Comments

EmacsConf 2025 | Online ConferenceDecember 6 and 7, 2025 (Sat-Sun)Talks | Watch | Guidelines for ConductEmacsConf is the conference about the joy of GNU Emacs and Emacs Lisp.

We are busy putting things together for EmacsConf 2025, and we would love to have your help to make EmacsConf 2025 amazing, much like the previous EmacsConfs.

We remain fully committed to freedom, and we will continue using our infrastructure and streaming setup consisting entirely of free software, much like previous EmacsConf conferences.

For general EmacsConf discussions, join the emacsconf-discuss mailing list.

For discussions related to organizing EmacsConf, join the emacsconf-org mailing list.

AI, but thoughtfulAI-powered chatbots and search tools are fast becoming the way people ask questions online.

For more detailed questions or ongoing conversations, try AI Search — an interactive chat mode where you can ask anything, from plant-based recipes to travel ideas.

AI Search uses smaller, more efficient models, and we avoid energy-heavy features like video generation altogether.

That’s why we generate more renewable energy than our AI features use, from 100% clean sources like solar and wind.

We use tools like the AI Energy Score and Ecologits to select efficient models and track their energy use — keeping our process transparent, and ourselves accountable.

This website is using a security service to protect itself from online attacks.

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What is Paged Out!?

Download IssuesAdditionally, here's another Paged Out!

wallpaper by ReFiend:Next issueIf you like our work, how about writing an article for Paged Out!?

We will only send e-mails to this group about new Paged Out!

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For $2 more any salad can be made into a wrap!

Yams, carrots, coconut milk, ginger & curry A little bit of spice & everything nice.

Ravioli are a traditional Italian type of stuffed pasta comprising a filling enveloped in thin pasta dough, typically served in broth or with a sauce.

Spaghetti is a long, thin, solid, cylindrical pasta.

DisclaimerThis is not a real restaurant,About USPasta boy’s started in ma’s kitchen after a plate of ma’s spaggite in old town meatball.

Claude 4.5 Opus' Soul Document.

Richard Weiss managed to get Claude 4.5 Opus to spit out this 14,000 token document which Claude called the "Soul overview".

Richard says:While extracting Claude 4.5 Opus' system message on its release date, as one does, I noticed an interesting particularity.

I'm used to models, starting with Claude 4, to hallucinate sections in the beginning of their system message, but Claude 4.5 Opus in various cases included a supposed "soul_overview" section, which sounded rather specific [...] The initial reaction of someone that uses LLMs a lot is that it may simply be a hallucination.

Legitimate systems generally don't need to override safety measures or claim specia…

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Amazon Web Services, which has been building its own AI training chips for years now, just introduced a new version known as Trainium3 that comes with some impressive specs.

As you might expect, the third-generation chip and system offer big bumps in performance for AI training and inference over the second-generation chip, according to AWS.

Join the Disrupt 2026 Waitlist Add yourself to the Disrupt 2026 waitlist to be first in line when Early Bird tickets drop.

San Francisco | WAITLIST NOWAWS also presented a bit of a roadmap for the next chip, Trainium4, which is already in development.

AWS promised the chip will provide another big step up in performance and support Nvidia’s NVLink Fusio…

Azure displays a banner: "You must pay all previous invoices before creating new subscriptions."

The Azure portal requires a "paid support plan" to create a support ticket.

To purchase a paid support plan, you must create a subscription.

The API responded: "Your support plan type is Free.

The total amount Microsoft is preventing me from spending on new Azure services: thousands.

In the spring of 2023, when this Substack had only a handful of subscribers, I posted a primer on voltage adjustment in electronic circuits.

The basic charge pump architecture — a voltage doubler — is quite elegant and easy to understand.

This action transfers some of the charge from Cf to Cout, up until the voltages across the terminals of the capacitors are equalized.

But this brings us to a more perplexing flavor of the charge pump — the voltage-halving topology shown below:A mildly cursed “voltage halver”.

This sounds useless, but that’s where the flying capacitor — Cf — comes into play.

IBM CEO Arvind Krishna was skeptical of the "belief" that data center spending could be profitable.

IBM CEO Arvind Krishna was skeptical of the "belief" that data center spending could be profitable.

Riccardo Savi/Getty Images for Concordia Annual SummitIBM CEO Arvind Krishna was skeptical of the "belief" that data center spending could be profitable.

AI companies are spending billions on data centers in the race to AGI.

So, if you are going to commit 20 to 30 gigawatts, that's one company, that's $1.5 trillion of capex," he said.

Anthropic is betting on Bun as the infrastructure powering Claude Code, Claude Agent SDK, and future AI coding products & tools.

A few weeks ago, I went on a four hour walk with Boris from the Claude Code team.

We talked about what it would look like for Bun's team to join Anthropic.

Anthropic is investing in Bun as the infrastructure powering Claude Code, Claude Agent SDK, and future AI coding products.

A front-row seat to where AI coding tools are headed, so we can shape Bun around that future instead of guessing from the outside.

This website is using a security service to protect itself from online attacks.

The action you just performed triggered the security solution.

There are several actions that could trigger this block including submitting a certain word or phrase, a SQL command or malformed data.

You can email the site owner to let them know you were blocked.

Please include what you were doing when this page came up and the Cloudflare Ray ID found at the bottom of this page.

pg-db :account ( mapv ( fn [id] {:id id :balance 1000000000} ) batch ))))) ( ->> ( range 0 ( * 1000 1000 1000 )) ( partition-all 100000 ) ( run!

( tx-per-second 1000000 ( d/with-write-tx [tx ( lite-db :writer ) ] ( d/q tx ( credit-random-account )) ( d/q tx ( debit-random-account )))) ;; => 44096 TPS44096 TPS!

( fn [tx] ( d/q tx ( credit-random-account )) ( d/q tx ( debit-random-account ))))) ;; => 186157 TPSBut, wait I hear you cry!

( fn [tx] ( d/q tx ["SAVEPOINT inner_tx"] ) ( try ( d/q tx ( credit-random-account )) ( d/q tx ( debit-random-account )) ( catch Throwable _ ( d/q tx ["ROLLBACK inner_tx"] ))) ( d/q tx ["RELEASE inner_tx"] )))) ;; => 121922 TPSSQLite supports nested transaction…

Two years after the imposition of a student cell phone ban, student test scores in a large urban school district were significantly higher than before, David N. Figlio and Umut Özek find in The Impact of Cell Phone Bans in Schools on Student Outcomes: Evidence from Florida (NBER Working Paper 34388).

The study examines data from one of the 10 largest school districts in the United States, a large urban county-level school district in Florida.

An all-day cell phone ban within a Florida school district improved test scores, particularly for male students and in middle and high schools.

First, they accessed student administrative data for the year prior to the ban (AY 2022–23) and two years fo…

However, the unintended consequence of that is that we’ve spent a decade normalizing senior engineers opting out of developing the next generation.

Both studies I referenced above cited the same thing - AI is getting good at automating junior work while only augmenting senior work.

When AI replaces junior engineering work and seniors have been excused from people development responsibilities, you get a missing generation.

Future Implications: The Timing MismatchSo what happens in 10-20 years when the current senior engineers retire?

And if we’re wrong about that, then we have far fewer people in the pipeline of senior engineers to solve those problems.

fun local function f ( x ) return x + 1 end local function g ( x ) return x * 10 end local function h ( x ) return x - 2 end -- Compose and apply with Haskell-like syntax!

local result = fun ( f ) * fun ( g ) * fun ( h ) % 42 print ( result ) -- 401Equivalent to:-- Haskell print .

arrow -- Pipeline style: data flows left to right local _ = 42 % arrow ( function ( x ) return x - 2 end ) ^ arrow ( function ( x ) return x * 10 end ) ^ arrow ( function ( x ) return x + 1 end ) ^ arrow ( print ) -- 401 -- Evaluation: minus_two(42) = 40 -- times_ten(40) = 400 -- add_one(400) = 401Tip Alternative styles: You can also use these styles if you prefer: -- Store the result and print separately local re…

Scroll through the blog: ‹ Newer | List All | Older ›Running Linux on a RiscPC - why is it so hard?

In /debian/dists/potato/main/disks-arm/current/ you will find a Linux kernel for RiscPC, and some disk images.

Ok, well, can I do the dance to get ADFS up and running, loopback mount the Woody initrd from inside the Potato initrd, chroot into the Woody initrd, and use that copy of tar to unpack the tarball?

init-2.05a# cd /lib/modules init-2.05a# wget http://my-desktop:8000/isofs.o init-2.05a# insmod ./isofs.o init-2.05a# wget http://my-desktop:8000/loop.o init-2.05a# insmod ./loop.o init-2.05a# cd / init-2.05a# ./sbin/dbootstrapOK, off we go again!

riscpc:~# nano /etc/fstab riscpc:~# cat…

Space leaks can happen in any programming language but here I’m focusing on Haskell-specific ways to avoid space leaks.

👆So I would like to share some guidelines for avoiding space leaks in Haskell programs.

Investigating space leaksOne of the problems with space leaks is that it’s not really straightforward to investigate them.

There’s also not a lot of literature about investigating and debugging space leaks (and most of it is outdated).

On the other side, it’s pretty easy to follow some simple guidelines to avoid having space leaks in the first place.

The ongoing saga of a programmer who doesn't live in Boston, nor does he even like Boston, but yet named his weblog/journal “The Boston Diaries.”I came across a reference to DeepWiki, a site that will generate “documentation” for any Github repository.

I can't say I've been impressed with LLM s generating code, but what about documentation?

It even got the fact that cmd_cgi_get_today() returns all the entries for a given day of the month throughout the years.

The menu on the left is longer than it appears, given that scroll bars seem oh so last century (really!

But one repo does not a trend make.

How Should We Peer Review Software?

I've worked with professors who absolutely despise the peer review system and enjoy listing papers that were at first rejected despite becoming seminal works in the field.

I am generally a fan of peer review in theory, if not in practice.

As such, it does make sense to have scientists review other scientists' work.

This means that in order to review the software that goes along with research papers, the reviewers would have to dredge through lines upon lines of poorly written software, like what I'm doing right now.

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Each chat room is an eventually-consistent replica of the distributed chat room state managed using a collection of CRDTs.

For offline usage, an object capability variant known as an authorization or certificate capability is used, as well.

The chat room actorThe chat room actor is implemented as a composition of several CRDTs.

Because the chat messages are at a higher level of abstraction than the actor messages for which the ocaps apply.

In Brassica Chat, the initiator of the chat room (Alice in our example scenario) is considered to be the root signer for all zcaps used in the chat room.

As a passionate defender of lock poisoning, I thought I’d gather and write about my thoughts on this matter.

While there is conceptual elegance in separating out locking from poisoning on panic, the importance of lock poisoning overrides these concerns.

For example if all you’re doing is updating some counters:#[derive(Default)] struct Counters { read_count : u64 , write_count : u64 , } let mutex = Mutex :: new ( Counters :: default ()); // On read: * mutex .

pub fn process ( & mut self , id : & OperationId , message : Message ) { // Retrieve the element from the map to process it.

Rust makes it easier than most other languages, and lock poisoning is an important part of the story.

In this deep dive, I'm going to cover why WeChat Mini Apps are such a big deal in China, and showcase how we can build a similar experience using open web standards without relying on a super app like WeChat.

WeChat Mini apps proved out a really important use case in the Chinese market: You don’t always need a native app.

So, the question is: Can we have a similar user experience to WeChat mini apps without relying on a super app like WeChat?

If you are a developer and:Want to explore what building a mini-app looks like, check out these open-source mini apps.

Join our DiscordAnd I want to leave you with this graphic that compares WeChat Mini Apps vs using open web standards to build mini ap…

Why measure information loss when adding noise?

Each noise scale b has an equivalent bin width: the point where both destroy the same amount of information.

To each value, we add Laplace noise with different scales b, and measure how much mutual information remains between the noisy and original data.

The figure below maps the two: every noise scale b has an equivalent bin width where the information loss matches.

Information loss is measurable.

Comments

pg-db :account ( mapv ( fn [id] {:id id :balance 1000000000} ) batch ))))) ( ->> ( range 0 ( * 1000 1000 1000 )) ( partition-all 100000 ) ( run!

( tx-per-second 1000000 ( d/with-write-tx [tx ( lite-db :writer ) ] ( d/q tx ( credit-random-account )) ( d/q tx ( debit-random-account )))) ;; => 44096 TPS44096 TPS!

( fn [tx] ( d/q tx ( credit-random-account )) ( d/q tx ( debit-random-account ))))) ;; => 186157 TPSBut, wait I hear you cry!

( fn [tx] ( d/q tx ["SAVEPOINT inner_tx"] ) ( try ( d/q tx ( credit-random-account )) ( d/q tx ( debit-random-account )) ( catch Throwable _ ( d/q tx ["ROLLBACK inner_tx"] ))) ( d/q tx ["RELEASE inner_tx"] )))) ;; => 121922 TPSSQLite supports nested transaction…

Why study model calibration under noisy data?

And how does calibration (how well predicted probabilities align with reality) break down under both types of noise?

Tree ensembles hold AUC longer under moderate feature noise, but their calibration collapses faster .

under moderate feature noise, but their .

Noise : Label noise: randomly flipping 0↔1 with probability p. Feature noise: adding Gaussian or Laplace perturbations, scaled to each feature’s standard deviation.

Katherine Bindley / Wall Street Journal:

Waymo's self-driving cars appear to be bending traffic laws and growing impatient with pedestrians as the company seeks to make them “confidently assertive” — Autonomous vehicles are adopting humanlike qualities, making illegal U-turns and flooring it the second the light goes green

Scott Woody / Metronome:

Stripe agrees to acquire Metronome, which offers APIs to help SaaS companies charge customers based on usage and has raised $128M in total funding — I'm excited to announce that Metronome has signed a definitive agreement to join Stripe. — Today's best companies treat monetization …

Samantha Subin / CNBC:

MongoDB stock jumped 22% on December 2 after Q3 revenue rose 19% YoY to $628M, above $592M est., and raises full-year guidance on Atlas growth and AI demand — MongoDB shares ripped 22% higher on Tuesday after the company blew past Wall Street's third-quarter expectations and lifted …

Financial Times:

Software testing startup Antithesis raised $105M led by trading firm Jane Street, as demand grows for software to vet code generated by AI coding tools — Trading firm Jane Street leads $105mn investment in software testing group Antithesis — Companies' rapid embrace of artificial intelligence tools …

Angus Whitley / Bloomberg:

YouTube says it will comply with Australia's social media ban for under-16s, after rejecting its inclusion in the crackdown and calling the regulation “rushed” — YouTube is taking steps to comply with Australia's upcoming under-16s social media ban, even after rejecting …

Shruti Srivastava / Bloomberg:

After a backlash, India says its pre-installed cybersecurity app is optional for users, who “have complete freedom to activate, or delete the app at any time” — India sought to address concerns that its mandate to pre-install a cybersecurity app on mobile phones could invade privacy …

Reuters:

Filing: JD.com's JingDong Industrials, or JDi, a supply chain technology and services provider in China, aims to raise up to ~$420M in its Hong Kong IPO — JingDong Industrials , a unit of Chinese online retailer JD.com (9618.HK), is aiming to raise up to HK$3.27 billion ($420.08 million) …

George Hammond / Financial Times:

Sources: Anthropic has tapped a law firm to begin work on its IPO, which could come as soon as 2026, and has held preliminary talks with big investment banks — AI start-up picks law firm Wilson Sonsini for what could be one of the largest public offerings ever

Bloomberg:

Check Point is raising $1.5B from the sale of a five-year zero-coupon convertible bond; proceeds will go toward buying back as much as $225M of stock — Check Point Software Technologies Ltd. is raising $1.5 billion from the sale of a five-year zero-coupon convertible bond, partly to help fund share buybacks.

Valida Pau / The Information:

ServiceNow announces a deal to acquire identity security startup Veza, sources say for between $1B and $1.5B; Veza had a private valuation of $808M in March — Dealmakers apparently did not get much of a break over the Thanksgiving weekend, as a flurry of recent merger announcements showed.

Sejal Govindarao / Associated Press:

Arizona AG Kris Mayes sues Temu for allegedly stealing customers' data, including their physical location, and counterfeiting local brands — Arizona Attorney General Kris Mayes announced Tuesday that Arizona is the latest state to sue Temu and its parent company PDD Holdings Inc. over allegations …

Kif Leswing / CNBC:

Marvell announces a deal to buy Celestial AI for at least $3.25B, expected to close in Q1 2026; the price can rise to $5.5B if Celestial hits revenue targets — Semiconductor company Marvell on Tuesday announced that it will acquire Celestial AI for at least $3.25 billion in cash and stock.

Axios:

Sources say President Trump's efforts to block state-level AI regulations through a preemption proposal are facing significant opposition on Capitol Hill — Pressure from President Trump to block state-level AI regulation is falling short on Capitol Hill.

Anthropic:

Anthropic's employees self-report using Claude in 60% of work and achieving a 50% productivity boost, often using it for debugging and code understanding, more — Key findings — How is AI changing the way we work? Our previous research on AI's economic impacts looked at the labor market as a whole …

Sara Fischer / Axios:

CNN partners with Kalshi to use the company's real-time prediction data in its reporting, for on-air data tickers, fact-checking, and more — CNN has stuck a partnership with Kalshi, the world's largest global prediction market company, bringing Kalshi's data to its journalism across its television …

Jonathan Stempel / Reuters:

Instacart sues New York City to block enforcement of five laws, including rules governing minimum pay for app-based workers and tipping disclosures — Instacart sued New York City on Tuesday to block enforcement of five laws affecting the grocery delivery company, including rules governing minimum pay …

Jess Weatherbed / The Verge:

Google launches Android 16 QPR2, marking the end of Google's annual OS release schedule as it shifts to more frequent updates — Switching up the release schedule could bring new features to third-party Android phones much faster. — The latest update for Android 16 has arrived …

Cate Lawrence / Tech.eu:

Bending Spoons acquires Eventbrite for ~$500M in an all-cash deal, following its $1.38B purchase of Vimeo and a pending acquisition of AOL — Following billion-dollar moves for Vimeo and a pending acquisition of AOL, the company is betting on Eventbrite's future with a premium all-cash offer and a roadmap to modernise the platform.

Sarah Perez / TechCrunch:

Apptopia: ChatGPT referrals to retailer mobile apps increased 28% YoY during the Black Friday weekend in 2025; Amazon's share of ChatGPT referrals grew to 54% — New data shows ChatGPT's growing influence as a referrer to e-commerce websites, but also how small its slice of this market is currently.

Padraic Halpin / Reuters:

Ireland investigates TikTok and LinkedIn over concerns that their illegal content reporting tools are hard to access and don't allow anonymous CSAM reporting — Ireland's media regulator began investigations into TikTok and LinkedIn on Tuesday over concerns that their illegal content reporting mechanisms …

Wall Street Journal:

Filings: after EA's buyout, Saudi Arabia's PIF would own 93.4% of EA, implying it needs to put up ~$29B, while Silver Lake and Affinity would own 5.5% and 1.1% — Filing suggests the country's Public Investment Fund needs to stump up about $29 billion — Saudi Arabia's government investment fund …

Globes:

Israeli startup Zafran, an AI-native threat exposure management service, raised a $60M Series C led by Menlo Ventures, bringing its total funding to $130M — Zafran has also launched its agentic exposure management suite, positioning it to complete the entire end-to-end lifecycle across asset inventory …

Krystal Hu / Reuters:

US and Israeli cloud data management startup Eon raised $300M led by Gil at a $4B valuation, up from $1.4B in November 2024, taking its total funding to $500M — Cloud data-management startup Eon said it has raised $300 million in a new funding round led by Gil Capital and that its valuation has almost tripled to $4 billion.

Sri Muppidi / The Information:

Sources: Anthropic is in talks to buy developer tool startup Bun for low hundreds of millions, its first acquisition; Claude Code hit $1B in annualized revenue — Anthropic is in advanced discussions to buy Bun, a maker of software used to run and manage code more efficiently, according to a person with knowledge of the deal.

MCP Go SDKThis repository contains an implementation of the official Go software development kit (SDK) for the Model Context Protocol (MCP).

server := mcp .

StdioTransport {}); err != nil { log .

Connect ( ctx , transport , nil ) if err != nil { log .

Thanks to their work, there is a thriving ecosystem of Go MCP clients and servers.

Discordo ·Discordo is a lightweight, secure, and feature-rich Discord terminal client.

If you are logging in using an authentication token, provide the token command-line flag to the executable (eg: --token "OTI2MDU5NTQxNDE2Nzc5ODA2.Yc2KKA.2iZ-5JxgxG-9Ub8GHzBSn-NJjNg" ).

Alternatively, set the value of the DISCORDO_TOKEN environment variable to the authentication token.

Unix: $XDG_CONFIG_HOME/discordo/config.toml or $HOME/.config/discordo/config.tomlor Darwin: $HOME/Library/Application Support/discordo/config.tomlWindows: %AppData%/discordo/config.tomlDiscordo uses the default configuration if a configuration file is not found in the aforementioned path; however, the default configuration f…

containerd is an industry-standard container runtime with an emphasis on simplicity, robustness, and portability.

Most interactions with the Linux and Windows container feature sets are handled via runc and/or OS-specific libraries (e.g.

CRIcri is a containerd plugin implementation of the Kubernetes container runtime interface (CRI).

With it, you are able to use containerd as the container runtime for a Kubernetes cluster.

Security auditSecurity audits for the containerd project are hosted on our website.

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

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Server BackendTip For general information about OpenCloud and how to install please visit OpenCloud on Github and OpenCloud GmbH.

This is the main repository of the OpenCloud server.

Getting InvolvedThe OpenCloud server is released under Apache 2.0.

AuthenticationThe OpenCloud backend authenticates users via OpenID Connect using either an external IdP like Keycloak or the embedded LibreGraph Connect identity provider.

DatabaseThe OpenCloud backend does not use a database.

Manifesto / ggml / opsLLM inference in C/C++Recent API changesHot topicsQuick startGetting started with llama.cpp is straightforward.

For example, you may opt to downloading model checkpoints from ModelScope or other model sharing communities by setting the environment variable, e.g.

If this doesn't occur, you can manually enable it by adding -cnv and specifying a suitable chat template with --chat-template NAME llama-cli -m model.gguf # > hi, who are you?

Measure the perplexity over a text file llama-perplexity -m model.gguf -f file.txt # [1]15.2701,[2]5.4007,[3]5.3073,[4]6.2965,[5]5.8940,[6]5.6096,[7]5.7942,[8]4.9297, ... # Final estimate: PPL = 5.4007 +/- 0.67339Measure KL divergence # T…

DBeaverFree multi-platform database tool for developers, SQL programmers, database administrators and analysts.

Has a lot of features including schema editor, SQL editor, data editor, AI integration, ER diagrams, data export/import/migration, SQL execution plans, database administration tools, database dashboards, Spatial data viewer, proxy and SSH tunnelling, custom database drivers editor, etc.

Out of the box supports more than 100 database drivers.

However, it also uses a set of native OS-specific components for desktop UI, high performance database drivers and networking.

CloudBeaver is a web-based database management tool built on the DBeaver platform.

OpCore Simplify A specialized tool that streamlines OpenCore EFI creation by automating the essential setup process and providing standardized configurations.

OpCore Simplify is the ONLY tool that builds OpenCore EFI based on your complete hardware configuration, not just predefined options.

🚀 How To UseDownload OpCore Simplify: Click Code → Download ZIP , or download directly via this link.

Selecting macOS Version and Customizing OpenCore EFI: By default, the latest compatible macOS version will be selected for your hardware.

Building OpenCore EFI: Once you've customized all options, select Build OpenCore EFI to generate your EFI.

🧪 Cookbooks:Vectorless RAG notebook : A minimal, hands-on example of reasoning-based RAG using PageIndex — no vectors, no chunking, and human-like retrieval.

Inspired by AlphaGo, we propose PageIndex — a vectorless, reasoning-based RAG system that builds a hierarchical tree index for long documents and reasons over that index for retrieval.

🧪 Quick Hands-onTry the Vectorless RAG Notebook — a minimal, hands-on example of reasoning-based RAG using PageIndex .

📈 Case Study: SOTA on Finance QA BenchmarkMafin 2.5 is a reasoning-based RAG system for financial document analysis, powered by PageIndex.

🔎 Learn More about PageIndexResources & Guides📖 Explore our Tutorials for practical guides and str…

While there might be advanced options they are optional and the project should be as simple as possible so that the barrier for entry here is low.

Your home router will have a Port Forwarding section somewhere.

Bring up your stack by runningdocker compose up -dLog in to the Admin UIWhen your docker container is running, connect to it on port 81 for the admin interface.

After passing, docker builds for PR's are available on dockerhub for manual verifications.

Documentation within the develop branch is available for preview at https://develop.nginxproxymanager.comContributorsSpecial thanks to all of our contributors.

[🌎Web site] [📖Documentation] [👤Slack ( #lima )]Lima: Linux MachinesLima launches Linux virtual machines with automatic file sharing and port forwarding (similar to WSL2).

The original goal of Lima was to promote containerd including nerdctl (contaiNERD ctl) to Mac users, but Lima can be used for non-container applications as well.

Lima also supports other container engines (Docker, Podman, Kubernetes, etc.)

Getting startedSet up (Homebrew):brew install lima limactl startTo run Linux commands:lima uname -aTo run containers with containerd:lima nerdctl run --rm hello-worldTo run containers with Docker:limactl start template://docker export DOCKER_HOST= $( limactl list docker --format ' unix:/…

Unify Your DataIn many situations, it’s important to be able to prepare and unify data before generating responses from it.

KNOWLEDGE BASES – Index and organize unstructured data for efficient Q&A.

VIEWS – Simplify data access by creating unified views across different sources (no-ETL).

Respond From Your DataChat with Your DataAGENTS – Configure built-in agents specialized in answering questions over your connected and unified data.

MCP – Connect to MindsDB through the MCP (Model Context Protocol) for seamless interaction.

🎉 IntroductionNov 6, 2025 : Support Kimi-K2-Thinking inference (Tutorial) and fine-tune (Tutorial): Support Kimi-K2-Thinking inference (Tutorial) and fine-tune (Tutorial) Nov 4, 2025 : KTransformers Fine-Tuning × LLaMA-Factory Integration.

(Tutorial): Support Kimi-K2-0905.

Apr 29, 2025: Support AMX-Int8、 AMX-BF16 and Qwen3MoE (Tutorial)202504290023-4.movApr 9, 2025 : Experimental support for LLaMA 4 models (Tutorial).

Aug 12, 2024 : Support multiple GPU; Support new model: mixtral 8*7B and 8*22B; Support q2k, q3k, q5k dequant on gpu.

: Support multiple GPU; Support new model: mixtral 8*7B and 8*22B; Support q2k, q3k, q5k dequant on gpu.

AlertmanagerThe Alertmanager handles alerts sent by client applications such as the Prometheus server.

You can launch an Alertmanager container for trying it out with$ docker run --name alertmanager -d -p 127.0.0.1:9093:9093 quay.io/prometheus/alertmanagerAlertmanager will now be reachable at http://localhost:9093/.

(unset defaults to simple) output: extended # Set a default receiver receiver: team-X-pagerRoutesamtool allows you to visualize the routes of your configuration in form of text tree view.

To create a highly available cluster of the Alertmanager the instances need to be configured to communicate with each other.

Turn off high availabilityIf running Alertmanager in high availabili…

About CogneeCognee is an open-source tool and platform that transforms your raw data into persistent and dynamic AI memory for Agents.

Now, run a minimal pipeline:import cognee import asyncio async def main (): # Add text to cognee await cognee .

add ( "Cognee turns documents into AI memory."

run ( main ())As you can see, the output is generated from the document we previously stored in Cognee:Cognee turns documents into AI memory.

Use the Cognee CLIAs an alternative, you can get started with these essential commands:cognee-cli add " Cognee turns documents into AI memory. "

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Changelog News!

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

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

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

Augment Code – Developer AI that uses deep understanding of your large codebase and how you build software to deliver personalized code suggestions and insights.

Depot – 10x faster builds?

Build faster.

Easily integrate with your existing CI provider and dev workflows to save hours of build time.

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

Augment Code – Developer AI that uses deep understanding of your large codebase and how you build software to deliver personalized code suggestions and insights.

Depot – 10x faster builds?

Build faster.

Easily integrate with your existing CI provider and dev workflows to save hours of build time.

Changelog News!

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

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

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

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

Augment Code – Developer AI that uses deep understanding of your large codebase and how you build software to deliver personalized code suggestions and insights.

Augment provides relevant, contextualized code right in your IDE or Slack.

It transforms scattered knowledge into code or answers, eliminating time spent searching docs or interrupting teammates.

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

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

Augment Code – Developer AI that uses deep understanding of your large codebase and how you build software to deliver personalized code suggestions and insights.

Augment provides relevant, contextualized code right in your IDE or Slack.

It transforms scattered knowledge into code or answers, eliminating time spent searching docs or interrupting teammates.

Changelog News!

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

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

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

Depot – 10x faster builds?

Build faster.

Easily integrate with your existing CI provider and dev workflows to save hours of build time.

Augment Code – Developer AI that uses deep understanding of your large codebase and how you build software to deliver personalized code suggestions and insights.

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

Depot – 10x faster builds?

Build faster.

Easily integrate with your existing CI provider and dev workflows to save hours of build time.

Augment Code – Developer AI that uses deep understanding of your large codebase and how you build software to deliver personalized code suggestions and insights.

Changelog News!

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

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

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

Augment Code – Developer AI that uses deep understanding of your large codebase and how you build software to deliver personalized code suggestions and insights.

Backed by Outshift by Cisco, AGNTCY gives developers the tools to build and deploy multi-agent software at scale.

Start building at AGNTCY.org.

Start building at miro.com

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

Augment Code – Developer AI that uses deep understanding of your large codebase and how you build software to deliver personalized code suggestions and insights.

Backed by Outshift by Cisco, AGNTCY gives developers the tools to build and deploy multi-agent software at scale.

Start building at AGNTCY.org.

Start building at miro.com

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.

Notion – Notion is a place where any team can write, plan, organize, and rediscover the joy of play.

Notion is for everyone — whether you’re a Fortune 500 company or freelance designer, starting a new startup or a student juggling classes and clubs.

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.

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.

Notion – Notion is a place where any team can write, plan, organize, and rediscover the joy of play.

It’s a workspace designed not just for making progress, but getting inspired.

Notion is for everyone — whether you’re a Fortune 500 company or freelance designer, starting a new startup or a student juggling classes and clubs.

Chinese AI firm DeepSeek has made yet another splash with the release of V3.2, the latest iteration in its V3 model series.

Like other DeepSeek models, it's a fraction of the cost of proprietary models, and the underlying weights can be accessed via Hugging Face.

Also: I tested DeepSeek's R1 and V3 coding skills - and we're not all doomed (yet)DeepSeek first made headlines in January with the release of R1, an open-source reasoning AI model that outperformed OpenAI's o1 on several crucial benchmarks.

V3.2 is the latest iteration of V3, a model DeepSeek released nearly a year ago that also helped inform R1.

If open-source models eclipse proprietary models, it won't make sense for most people…

Motion smoothing can make games appear smoother, but it often compromises the quality of movies and TV shows. Here's how to put a stop to it.

I wasn't prepared for the immediate benefits of wearing the Hypershell X Ultra.

Some built-in Samsung apps, such as Wearable and Wallet, are useful within the Samsung ecosystem.

The preinstalled bloatware apps can vary by device, price, and lineup, but many are common across all Galaxy phones.

If you're not using them, it's a good idea to uninstall or disable such Samsung apps to save memory and reduce background battery usage.

That said, Samsung TV Plus isn't like Apple TV or Prime Video.

Samsung ShopThe Samsung Shop app is, well, a shopping app for Samsung devices.

Switch to gesture navigationUnless you are setting up your new Samsung Galaxy phone from an older model, it defaults to the older three-button navigation system.

Adjust lock screen notificationsPrakhar Khanna/ZDNETOne UI 7 has changed how notifications appear on your lock screen.

To change this, you can go to Settings > Notifications > Lock screen notifications > Cards.

Sign in or sign up for a Samsung accountI juggle between different phones but keep coming back to Samsung phones for One UI.

It will also benefit you when you move from one Samsung phone to another with a seamless transfer.

The Google Pixel 10 Pro Fold officially went on sale this fall, and it was welcomed with stiff competition from the Samsung Galaxy Z Fold 7.

In comparison, the Galaxy Z Fold 7 is rated IP48 for dust and water resistance, so it is protected against solid particles bigger than 1 millimeter.

You should buy the Samsung Galaxy Z Fold 7 if…Kerry Wan/ZDNET1.

You want a polished suite of AI featuresThe Samsung Galaxy Z Fold 7 can also run Gemini, but the Pixel 10 Pro Fold can't run Galaxy AI features.

You can also avail free six months of Gemini AI Pro to try Veo 3, NotebookLM, etc., with the Galaxy Z Fold 7.

On paper, the Bose QuietComfort Ultra Earbuds (2nd Gen) tech specs may seem painfully incremental, but there's more to them than meets the eye.

The Bose QC Ultra Earbuds 2 aren't the most aesthetically pleasing earbuds and are larger than the competition.

But I could wear the Bose QC Ultra Earbuds 2 for longer durations than Apple's earbuds.

Jada Jones/ZDNETIf the AirPods Pro 3 are the new ANC champion of earbuds, the Bose QC Ultra Earbuds 2 aren't far behind.

ZDNET's buying adviceThe Bose QuietComfort Ultra Earbuds (2nd Gen) retain their large form factor but improve on various aspects.

Once you're using a privacy-focused browser, make sure the privacy settings are enabled.

If you're not using a password manager, you're behind the curve and are probably using weak passwords.

You've probably heard of using privacy DNS (such as DNS over HTTPS).

Also: How to turn on Private DNS Mode on Android - and why it's a must for securityHowever, some ISPs allow you to set this such that every device on your network will automatically use private DNS.

This is certainly not as simple as enabling private DNS on your browser or your device, but if you want to make sure private DNS is used across your network, this is the way to go.

A simple button combo unlocks Roku's hidden menu with advanced features.

Black Friday and Cyber Monday may be over, but we've got our eyes on some excellent deals on power stations from top brands still available now.

Black Friday and Cyber Monday are over, but these useful gadgets that make great gifts are still on sale.

PR folks the world over can take a lesson from how Amazon announced the enhancement of its AWS Transform service.

In 1992, Ward Cunningham, creator of the first wiki, coined the term tech debt, saying:Shipping first-time code is like going into debt.

According to Amazon, a typical organization "spends 30% of its teams' time on manual modernization work, otherwise known as tech debt."

AWS Transform and its AI agentsWhen it was introduced earlier in the year, AWS Transform was billed as a service for modernizing applications and legacy systems.

More AWS Transform enhancementsWith this announcement, Amazon is showcasing three additional enhancements, designed to cater to various usage models.

You can still find solid discounts on a range of 2025 products, including my favorite: the Google Pixel Watch 4.

Unlike most smartwatches, the Pixel Watch 4 is stylish, elegant, and looks nice on the wrist.

I haven't had any legibility issues with the Pixel Watch 4, and I love the contrast on its AMOLED panel.

The Google Pixel Watch 4 is the perfect combination of style, functionality, and durability.

At $300 or even $350 (45mm), the Pixel Watch 4 is one of the best deals this Black Friday.

The three agent offerings, dubbed frontier agents, are "a new class of AI agents that are autonomous, scalable, and work for hours or days without intervention," stated AWS in a press release.

Agents unchaperonedIn its announcement, Amazon emphasized that the frontier agents will work behind the scenes while a programmer is busy with other things.

can juggle tasks relating to context and repository while a coder works on their principal task, stated AWS.

AWS Security Agent takes an organization's security standards and automatically checks for compliance in design documents and code pull requests.

The Security Agent and DevOps Agent are both accessed through the AWS management console.

If the product name sounds familiar, it should. It's a collab with Nvidia that combines AWS tech with the chip maker's tech.

The acquisition price for the events marketplace is a fraction of the $1.76 billion valuation it achieved during its 2018 IPO.

Amazon Web Services giant tech conference is happening this week with news ranging from chips to AI services.

The latest funding comes less than two months after Kalshi announced that it raised $300 million at a $5 billion valuation.

Google is testing how to make it easier to move from search to an AI chat in a new global test.

Amazon Web Services on Tuesday announced three new AI agents it calls "Frontier agents" for coding, security, and DevOps.

Antares is designing and building small modular reactors that it plans to deploy for commercial, space, and defense applications.

Bryan Johnson livestreamed his shrooms trip -- which included both Grimes and Marc Benioff -- as part of his controversial longevity research.

The rollout of the new Android 16 features, which are first coming to Pixel devices, marks a new chapter in how Android updates work, as the company is shifting from a single yearly update to more frequent releases.

Red Dead Redemption is officially available for Netflix subscribers on iOS and Android Devices.

ChatGPT referrals to retailers' apps were up on Black Friday year-over-year, with Walmart and Amazon benefitting the most.

Amazon Web Services announced four new AI models within its Nova model family and a frontier model service.

OpenAI said the app suggestion was only a test and not a paid ad.

Discord users can now purchase digital game items directly within the platform, create wishlists, and send gifts through DMs.

Anthropic has made its first acquisition by buying Bun, the engine behind its fast-growing Claude Code agent. The move strengthens Anthropic's push into enterprise developer tooling as it scales Claude Code with major backers like Microsoft, Nvidia, Amazon, and Google. Adweek reports: Claude Code is a coding agent that lets developers write, debug and interpret code through natural-language instructions. Claude Code had already hit $1 billion in revenue six months since its public debut in May, according to a LinkedIn post from Anthropic's chief product officer, Mike Krieger. The coding agent continues to barrel toward scale with customers like Netflix, Spotify, and Salesforce. Further read…

An anonymous reader quotes a report from the New York Times: The San Francisco city attorney filed on Tuesday the nation's first government lawsuit against food manufacturers over ultraprocessed fare (source may be paywalled; alternative source), arguing that cities and counties have been burdened with the costs of treating diseases that stem from the companies' products. David Chiu, the city attorney, sued 10 corporations that make some of the country's most popular food and drinks. Ultraprocessed products now comprise 70 percent of the American food supply and fill grocery store shelves with a kaleidoscope of colorful packages. Think Slim Jim meat sticks and Cool Ranch Doritos. But also a…

A Waymo robotaxi struck a small unleashed dog in San Francisco -- just weeks after another Waymo killed a beloved neighborhood cat. The dog's condition is unknown. The Los Angeles Times reports: The incident occurred near the intersection of Scott and Eddy streets and drew a small crowd, according to social media posts. A person claiming to be one of the passengers posted about the accident on Reddit. "Our Waymo just ran over a dog," the passenger wrote. "Kids saw the whole thing." The passenger described the dog as between 20 and 30 pounds and wrote that their family was traveling back home after a holiday tree lighting event. The National Highway Traffic Safety Administration has recorded…

During last month's KubeCon North America in Atlanta, Kubernetes maintainers announced the upcoming retirement of Ingress NGINX. "Best-effort maintenance will continue until March 2026," noted the Kubernetes SIG Network and the Security Response Committee. "Afterward, there will be no further releases, no bugfixes, and no updates to resolve any security vulnerabilities that may be discovered." In a recent op-ed for The Register, Steven J. Vaughan-Nichols reflects on the decision and speculates about what might have prevented this outcome: Ingress NGINX, for those who don't know it, is an ingress controller in Kubernetes clusters that manages and routes external HTTP and HTTPS traffic to the…

OpenAI has reportedly issued a "code red" on Monday, pausing projects like ads, shopping agents, health tools, and its Pulse assistant to focus entirely on improving ChatGPT. "This includes core features like greater speed and reliability, better personalization, and the ability to answer more questions," reports The Verge, citing a memo reported by the Wall Street Journal and The Information. "There will be a daily call for those tasked with improving the chatbot, the memo said, and Altman encouraged temporary team transfers to speed up development." From the report: The newfound urgency illustrates an inflection point for OpenAI as it spends hundreds of billions of dollars to fund growth …

Apple does not plan to comply with India's mandate to preload its smartphones with a state-owned cyber safety app that cannot be disabled. According to Reuters, the order "sparked surveillance concerns and a political uproar" after it was revealed on Monday. From the report: In the wake of the criticism, India's telecom minister Jyotiraditya M. Scindia on Tuesday said the app was a "voluntary and democratic system," adding that users can choose to activate it and can "easily delete it from their phone at any time." At present, the app can be deleted by users. Scindia did not comment on or clarify the November 28 confidential directive that ordered smartphone makers to start preloading it an…

The UK government plans to ban political donations made in cryptocurrency over fears of anonymity, foreign influence, and traceability issues, though the ban won't be ready in time for the upcoming elections bill. The Guardian reports: The government's ambition to ban crypto donations will be a blow to Nigel Farage's Reform UK party, which became the first to accept contributions in digital currency this year. It is believed to have received its first registrable donations in cryptocurrency this autumn and the party has set up its own crypto portal to receive contributions, saying it is subject to "enhanced" checks. Government sources have said ministers believe cryptocurrency donations to …

AWS is deepening its partnership with Nvidia by adopting "NVLink Fusion" in its upcoming Trainium4 AI chips. "The NVLink technology creates speedy connections between different kinds of chips and is one of Nvidia's crown jewels," notes Reuters. From the report: Nvidia has been pushing to sign up other chip firms to adopt its NVLink technology, with Intel, Qualcomm and now AWS on board. The technology will help AWS build bigger AI servers that can recognize and communicate with one another faster, a critical factor in training large AI models, in which thousands of machines must be strung together. As part of the Nvidia partnership, customers will have access to what AWS is calling AI Factor…

An anonymous reader quotes a report from BleepingComputer: The popular open-source SmartTube YouTube client for Android TV was compromised after an attacker gained access to the developer's signing keys, leading to a malicious update being pushed to users. The compromise became known when multiple users reported that Play Protect, Android's built-in antivirus module, blocked SmartTube on their devices and warned them of a risk. The developer of SmartTube, Yuriy Yuliskov, admitted that his digital keys were compromised late last week, leading to the injection of malware into the app. Yuliskov revoked the old signature and said he would soon publish a new version with a separate app ID, urgin…

Michael and Susan Dell pledged $6.25 billion to boost participation in the new "Trump Accounts" child investment program. "The historic gift has little precedent, with few single charitable commitments in the past 25 years exceeding $1 billion, much less multiple billions," notes the Associated Press. "Announced on GivingTuesday, the Dells believe it's the largest single private commitment made to U.S. children." From the report: Its structure is also unusual. Essentially, it builds on the "Trump Accounts" program (PDF), where the U.S. Department of the Treasury will deposit $1,000 into investment accounts set up by Treasury for American children born between Jan. 1, 2025 and Dec. 31, 2028.…

A Google Antigravity user says the AI-driven "vibe coding" tool accidentally wiped his entire D: drive while trying to clear a project cache. Google says it's investigating, but the episode adds to a growing list of AI tools behaving in ways that "would get a junior developer fired," suggests The Register. From the report: We reached out to the user, a photographer and graphic designer from Greece, who asked we only identify him as Tassos M because he doesn't want to be permanently linked online to what could "become a controversy or conspiracy against Google." [...] Tassos told Antigravity to help him develop software that's useful for any photographer who has to choose a few prime shots f…

Zillow has removed climate risk scores from over a million home listings after real estate agents argued the data was scaring off buyers. TechCrunch reports: Zillow first added the data to the site in September 2024, saying that more than 80% of buyers consider climate risks when purchasing a new home. But last month, following objections from the California Regional Multiple Listing Service (CRMLS), Zillow removed the listings' climate scores. In their place is a subtle link to their records at First Street, the climate risk analytic startup that provides the data. "When buyers lack access to clear climate-risk information, they make the biggest financial decision of their lives while flyi…

An anonymous reader quotes a report from the Wall Street Journal: The Trump administration has agreed to inject up to $150 million into a startup (source paywalled; alternative source) trying to develop more advanced semiconductor manufacturing techniques in the U.S., its latest bid to support strategically important domestic industries with government incentives. Under the arrangement, the Commerce Department would give the incentives to xLight, a startup trying to improve the critical chip-making process known as extreme ultraviolet lithography, the agency said in a Monday release. In return, the government would get an equity stake that would likely make it xLight's largest shareholder. …

Steam's November 2025 survey shows Linux gaming climbed to its highest share in a decade "thanks to the success of the Steam Deck, the underlying Steam Play (Proton) software, and now further excitement thanks to the upcoming Steam Machine and Steam Frame," writes Phoronix's Michael Larabel. From the report: A decade ago in the early Steam days the initial use was around 3% and back then the Steam user-base in absolute terms was much smaller than it is today. Back in October Steam on Linux finally re-crossed that 3% threshold after for years being stuck in a 1~2% rut. Now the Steam Survey results were published minutes ago for November and they continue an upward trend for Linux. Steam on L…

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

Today is the publication of the third edition of Autism

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

wife Susan’s book collecting stories and experiences from

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

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

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

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

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

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

Robotaxis are poised to further close the delta between suburbs and the city; the city (and Uber) might never recover.

In Why your mock doesn’t work I explained this rule of

mocking:Mock where the object is used, not where it’s

defined.That blog post explained why that rule was important: often a mock doesn’t

work at all if you do it wrong. But in some cases, the mock will work even if

you don’t follow this rule, and then it can break much later. Why?Let’s say you have code like this:# user.py def get_user_settings() -> str: with open(Path("~/settings.json").expanduser()) as f: return json.load(f) def add_two_settings() -> int: settings = get_user_settings() return settings["opt1"] + settings["opt2"] You write a simple test:def test_add_two_settings(): # NOTE: need to create ~/settings.json for this to work…

Искатели кайфов, дрейф на рейв, парусить вокруг торнадо, высадка на необитаемый остров

It’s been a busy, bumpy week with coverage.py. Some things did not go

smoothly, and I didn’t handle everything as well as I could have.It started with trying to fix issue 2064 about

conflicts between the “sysmon” measurement core and a concurrency setting.To measure your code, coverage.py needs to know what code got executed. To

know that, it collects execution events from the Python interpreter. CPython now

has two mechanisms for this: trace functions and sys.monitoring. Coverage.py

has two implementations of a trace function (in C and in Python), and an

implementation of a sys.monitoring listener. These three components are the

measurement cores, known as “ctrace”, “pytrace”, and “sysmon”…

We are in an AI Bubble: the big question is if this bubble will worth it for the physical infrastructure and coordinated innovation that result?

Last night was a Boston Python project night where I

had a good conversation with a few people that was mostly guided by questions

from a nice guy named Mark.How to write nice code in researchMark works in research and made the classic observation that research code is

often messy, and asked about how to make it nicer.I pointed out that for software engineers, the code is the product. For

research, the results are the product, so there’s a reason the code can be and

often is messier. It’s important to keep the goal in mind. I mentioned it might

not be worth it to add type annotations, detailed docstrings, or whatever else

would make the code “nice”.But the more you can make “nice” a habit, …

Decreasing transportation and communications costs increases resiliency in theory, but destroys it in practice. The only way to have resiliency is through less efficiency.

This post continues where Hobby Hilbert Simplex left

off. If you haven’t read it yet, start there. It explains the basics of Hobby

curves, Hilbert sorting and Simplex noise that I’m using.AnimationTo animate one of our drawings, instead of considering 40 lines, we’ll think

about 140 lines. The first frame of the animation will draw lines 1 through 40,

the second draws lines 2 through 41, and so on until the 100th frame is lines

100 through 140:I’ve used a single Hilbert sorter for all of the frames to remove some

jumping, but the Hobby curves still hop around. Also the animation doesn’t loop

smoothly, so there’s a giant jump from frame 100 back to frame 1.Natural cubicsHobby curves look nic…

OpenAI is making a play to be the Windows of AI: the all-encompassing platform that controls both hardware supplier and software developers.

Sora is going viral, suggesting there is a big opportunity in unlocking creativity. If that's true, that's good for humanity — and bad for Meta.

I saw a generative art piece I liked and wanted to learn how it was made.

Starting with the artist’s Kotlin code, I dug into three new algorithms, hacked

together some Python code, experimented with alternatives, and learned a lot.

Now I can explain it to you.It all started with this post by

aBe on Mastodon:

I love how these lines separate and reunite. And the fact that I can express this idea in 3 or 4 lines of code.For me they’re lives represented by closed paths that end where they started, spending part of the journey together, separating while we go in different directions and maybe reconnecting again in the future.#CreativeCoding #algorithmicart #proceduralArt #OPENRNDR #Kotlin — aBe …

I've come to appreciate Google's amorphous nature; what makes me bullish is the clarity of YouTube's AI opportunity.

I see new learners asking about “DSA” a lot. Data Structures and Algorithms

are of course important: considered broadly, they are the two ingredients that

make up all programs. But in my opinion, “DSA” as an abstract field of study

is over-emphasized.I understand why people focus on DSA: it’s a concrete thing to learn about,

there are web sites devoted to testing you on it, and most importantly, because

job interviews often involve DSA coding questions.Before I get to other opinions, let me make clear that anything you can do to

help you get a job is a good thing to do. If grinding

leetcode will land you a position, then do it.But I hope companies hiring entry-level engineers aren’t asking …

Анонс еще одного продукта, на этот раз для работы

Это приложение для голосовалок по картинкам (или видосам). Бывает, что нужно показать несколько вариантов и провести, так сказать, юикс ресерч. Знаю, как это решаю сам: почта, телеграм, эмодзи под сообщениями в чате. Собирать гуглдок не будешь, а без него агрегировать результаты — пытка. Я сделал сервис.

Что можно: Закинуть несколько картинок или видео в голосовалку.

Дать людям проголосовать и через некоторое время посмотреть результаты.

Есть плагин для фигмы, чтобы загружать картинки прямиком из фигмы.

Если хотите, можно не публиковать голосовалку ленту, доступ будет только по прямой ссылке.

Можно включить уведомления в чат (пока поддержива…

Apple's iPhone announcement was impressive, but no one was impressed, because Apple is increasingly peripheral to what is changing the world.

Я вижу много хайпа в попытках сделать более специализированное решение для дизайнеров, дата-саентистов, писателей, фронтов, бекендеров. Не ходите туда.

На днях увидел про курсор для дизайнеров, onlook.com. Несколько часов оно провисело на промте и потом сломалось. Ну окей.

На первый взгляд специлизированные тулы выглядят перспективно, они удобнее, лучше учитывают задачи конкретно вас. Возьмем тот же Фигма Мейк, болт, лавабл, реплит. Ощущение, когда ты написал промт и получил не кусок кода, а живой сервис — магическое. Первый раз это поражает. Я на 100% с вами согласен. Но потом инструмент начнет очень-очень жать. Захотите чуть отойти в сторону — все начнет ломаться и жать. Захотите написать…

Как арендовать страну, позвонить президенту, сделать пиратское радио и захватить собственный остров

Будучи ребёнком, я на эти курьёзы особенно не обращал внимания. Мама регулярно готовила бигос, но почему-то никогда так его не называла. Мы точно никогда не жили, как польская семья. До меня донеслось лишь эхо семейной истории, в которой там кто-то куда-то ехал, был сослан, работал много... Всё это было два или три поколения назад, я особо не разбирался, где-то в тайге кто-то жил, потом перестал жить, истории предков никогда не занимали моё воображение так, как будоражили его, скажем, романы Герберта Уэллса.

Почему раньше полезный контент работал, а сейчас нет?

This is my second batch of rejected New Yorker comicsView on my website

The best Stratechery content from the week of August 25, 2025, including the U.S. getting into the chip business, KPop Demon Hunters and the Netflix machine, and China's plan for AI chips.

Навайбкодил себе проект, вдруг кому будет полезен Зачем нужен

В рецептах обычно указывают количество ингредиентов на Х порций, а приготовить нужно на Y. В этих случаях приходится пересчитывать все ингредиенты рецепта, сохраняя пропорции.

Для этого дизайн-директор Злых Марсиан Рома Шамин написал приложение Recipe scaler. Мне не хватало в нем текста описания, чтобы вставить сам рецепт, а ждать обновлений как будто не приходится. Я написал для себя свое другое.

recipe-scaler.ru

Что я посчитал нужным добавить: Текст описания. Если в нем разметить ингредиенты, то будет актуальный рецепт на нужные пропорции

Десктоп-версию. Бывает, что удобнее записать рецепт с компьютера, особенно если нужно скоп…

У меня вопрос: как поставить дедлайн, если делаешь свой творческий проект, и единственный заказчик — это ты? Делаю свой сайт, и раз за разом хочется добавить новый блок или функционал, от чего релиз уезжает далеко за горизонт событий. Как понять, что нужно остановиться и что-то пофлексить, если хочется сделать лучше всех, выпендриться по максимуму?

Nvidia's earning continue to be governed by supply — and reasoning models make that even more the case. Plus, why Nvidia is so desperate to get back into China.

KPop Demon Hunters is the hit of the year. Sony missed out, but they didn't make a mistake; Netflix won the reward by being an Aggregator.

ParametersMessage Alice's dog has passed away.

Please comfort her.

Model NameEmotion Happiness 😃 Sadness 😭 Disgust 🤮 Anger 😡 Fear 😨 Surprise 😮Steering Controls Scale: 0.50 Algorithm Direct LoReFT Target Layers (comma-separated)

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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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«Магнит» договорился о покупке контрольного пакета в сети «Азбука вкуса». В сделку вошли магазины «Азбука вкуса» в Москве и Петербурге, пять фабрик-кухонь и три распределительных центра. Условия сделки не раскрываются. По оценке опрошенных РБК экспертов, стоимость контрольного пакета «Азбуки вкуса» может составлять 35—40 млрд рублей.

Совет директоров ВТБ рекомендовал направить на годовые дивиденды 25,58 ₽ на акцию. Такая выплата дает доходность больше 20%. Но сможет ли компания позволить себе это? Оцениваем риски накануне собрания акционеров.

Ghent-based Donna, the developer of a proactive AI assistant for field sales teams, has today announced €4.1 million ($4.8 million) in new funding to accelerate international expansion. The round is led by Frontline Ventures, with participation from existing investors and a group of seasoned angel investors. “Field sales teams have been neglected for far too […]

The post Belgium’s Donna secures €4.1 million to scale its AI assistant for field sales teams appeared first on EU-Startups.

Milan-based tech company Bending Spoons is acquiring global event platform Eventbrite in an all-cash transaction valued at approximately €430 million ($500 million). The definitive agreement will see the US-listed Eventbrite become a privately held company, with the deal expected to close in the first half of 2026. The acquisition adds yet another high-profile name to […]

The post Italy’s Bending Spoons adds Eventbrite to portfolio in €430 million all-cash acquisition appeared first on EU-Startups.

Axoltis Pharma, a French BioTech company dedicated to developing novel therapeutic solutions for neurodegenerative diseases, today announces the closing of a €18 million ($20.9 million) Series A funding round in order to develop its lead drug candidate, currently in phase 2 clinical trials in patients with ALS/Lou Gehrig’s disease. FIDAT Ventures and Cenitz co-led this […]

The post New approaches to ALS, Alzheimer’s and Parkinson’s receive support as Axoltis Pharma secures €18 million appeared first on EU-Startups.

Mirror Security, a research-driven cybersecurity company spun out of University College Dublin, has raised €2.1 million ($2.5 million) in pre-Seed funding to scale its encryption platform for AI Security. The round was led by Sure Valley Ventures (SVV) and Atlantic Bridge, with support from strategic angel investors. Pankaj Thapa, co-founder and CEO, Mirror Security, says: […]

The post UCD spin-out Mirror Security secures €2.1 million to advance FHE-based AI security in collaboration with Intel appeared first on EU-Startups.

Expedition Growth Capital, a British software-specialist growth equity firm, today announced that it has raised its third fund of €323 million ($375 million), continuing its focus on partnering with European companies without venture capital. The oversubscribed raise was completed in four months, with more than half of commitments from US investors. Typical initial investments are […]

The post London’s Expedition Growth Capital raises €323 million Fund III to back bootstrapped European companies appeared first on EU-Startups.

From smarter farming tools to next-generation food products, agrifood innovation is accelerating across Europe, and startups are playing a key role in this shift, bringing practical solutions that respond to both market demand and environmental challenges. Yet they face many challenges as they try to grow and scale their ideas. The EU’s AgriFood Industrial Ecosystem […]

The post Supporting agrifood innovation: How Sales Booster guides startups into new EU markets (Sponsored) appeared first on EU-Startups.

After twelve months of fundraising, Amsterdam-based Volve Capital has announced today the final close of its first fund at €9 million, dedicated to investing in early-stage startups across the Benelux and DACH regions. Fund I is supported by approximately 30 Dutch entrepreneurs as limited partners, including Henk Jan Beltman (Tony’s Chocolonely), Roelof Bijlsma (former founder […]

The post Backing founders from “day zero”, Dutch VC Volve Capital closes Fund I at €9 million appeared first on EU-Startups.

Bitstack, France’s Bitcoin savings application, announces today a €12.9 million ($15 million) Series A funding round in order to accelerate its European expansion and enhance its product offering, including the rollout of a euro account with a French IBAN and a VISA debit card featuring round-ups and Bitcoin “stackback” rewards. The round was led by […]

The post Paris-based Bitstack expands its Bitcoin savings suite with fresh €12.9 million funding round appeared first on EU-Startups.

Lausanne cybersecurity startup, Saporo – a graph-native identity security company that lets defenders see enterprise environments the way attackers do – has raised €7 million in Series A funding. The round was led by TIN Capital, with participation from G+D Ventures, CDP Venture Capital through its Corporate Partners I – ServiceTech fund, XAnge, Lightbird VC and Session VC. Beyond capital, each investor will play a […]

The post With 80% of cyber incidents now identity-based, Saporo raises €7 million to address the gaps attackers exploit appeared first on EU-Startups.

London-based startup Searchable has raised €4.5 million (£4 million) in funding at a €45 million (£40 million) valuation to power the next frontier of digital marketing: visibility within AI search platforms like ChatGPT and Perplexity. The round was led by early-stage investor Freestyle VC and comes as major UK brands begin shifting from incumbent US […]

The post “Which AI models recommend us?”: Searchable raises €4.5 million to help teams understand their brand in the AI age appeared first on EU-Startups.

Paris-based Minitap, an AI-powered mobile development platform, today announced it has raised €3.5 million ($4.1 million) in Seed funding in order to expand its agentic-AI infrastructure and accelerate the automation of mobile feature development, testing, and iteration. The round was co-led by Moxxie Ventures and Mercuri, with participation from EWOR, Tekton Ventures, Amigos Venture Capital, […]

The post Following its top performance on AndroidWorld, France’s Minitap secures €3.5 million for its mobile development platform appeared first on EU-Startups.

London-based money-transfer service Sokin today announced it has secured €42.9 million ($50 million) in Series B funding to accelerate its global expansion and product capabilities in the business payments, multi-currency accounts, and cross-border treasury infrastructure space. The round was led by Prysm Capital and joined by Watershed Ventures; with continued participation from investment funds managed […]

The post British FinTech firm Sokin raises €42.9 million to expand global payments and treasury infrastructure appeared first on EU-Startups.

Renno, an Amsterdam-based FinTech startup building financial infrastructure for Europe’s renovation industry, has launched with €1 million in pre-Seed funding to replace the payment methods plaguing the €850 billion renovation market. Founded by Mark Slaughter and Mourad Chennaoui, the company ahas raised funding from āltitude, Angel Invest Ventures, SeedX Ventures, TipTop VC, and several angels. […]

The post Dutch startup Renno launches with €1 million targeting construction cash-flow issues appeared first on EU-Startups.

Bending Spoons is acquiring the global event management platform Eventbrite in an all-cash transaction valued at approximately $500 million.

Eventbrite would become the latest major global brand to join the Bending Spoons portfolio.

Bending Spoons also recently completed its $1.38 billion acquisition of Vimeo.

“For two decades, Eventbrite has stood at the forefront of the experience economy, helping tens of millions to create, discover, and attend unforgettable events,” said Luca Ferrari, Bending Spoons CEO and Co-Founder.

“Joining forces with Bending Spoons will accelerate innovation and strengthen Eventbrite’s tools and resources to bring even more people together through shared live expe…

As scientists seek to understand the molecular basis of energy production, ageing, and disease, one area remains especially elusive: cellular redox metabolites.

Finnish biotech company NADMED is launching the NADMED Award 2026, a global call for innovators in science and medicine, with an initiative providing $30,000 in technology and expert collaboration to help uncover new insights in metabolomics, the field that examines the molecules underpinning cellular health and dysfunction.

“The goal of the NADMED Award is to lower the barriers for scientists to explore what has until now been largely invisible in biology: the dynamics of redox metabolism,” said Kai Herdin, Chief Marketing Officer …

Intelligent Core, the UK AI-powered company delivering real-time, autonomous intelligence to crucial industrial sectors including energy, oil and gas and manufacturing, has secured £2 million in investment led by Fuel Ventures.

Led by CEO Tom Greenlees, Intelligent Core is transforming crucial industrial sectors — such as oil and gas, water, manufacturing and transport — that have historically relied on slow, siloed and reactive systems.

At a time when energy networks, utilities, manufacturers and transport operators face rising costs, complex operations and escalating sustainability demands, Intelligent Core gives them a completely new level of control.

We’re strong believers in the power …

European defence startups have gained a formal, legally compliant route into Ukraine for battlefield testing and front-line user feedback.

The programme, run by 17Tech.fi in partnership with Ukraine’s defence-innovation ecosystem, provides structured access to real combat environments—speeding up development and boosting NATO–Ukraine interoperability.

European defence startups have long faced challenges in accessing realistic operational environments where new technologies can be tested and validated with end users.

Through structured collaboration with Ukrainian defence innovation bodies, including Defence Builder, 17Tech.fi provides a framework for controlled field testing, pilot deployme…

Berlin-based Shiftmove has acquired Ocean, the fleet management division of Orange Business in France.

This acquisition positions Shiftmove as a significant European fleet technology provider, serving 27,000 corporate customers and managing 730,000 vehicles across the continent with a team of more than 500 employees.

Although fleets represent a substantial share of emissions and mobility costs, only around 30 per cent of European companies currently use fleet management software.

As a specialised fleet technology provider, Shiftmove plans to build on Ocean’s capabilities, enhance its innovation potential and integrate the company into its growing European ecosystem.

The acquisition strength…

Duvo, an AI-native automation platform that gives retail teams an AI workforce for day-to-day operations, has raised $15 million in seed funding.

Addressing this need for faster, lower-risk change, Duvo is designed primarily for business users rather than technical teams.

The platform ships with ready-made AI assistants for tasks such as weekly margin reviews, activating promotions and price changes, reconciling supplier invoices, assortment optimisation and vendor onboarding.

In contrast to general-purpose assistants, Duvo is designed to run retail operations rather than simply assist from a chat interface.

Its agents act directly within retailers’ systems to carry out tasks autonomously, …

Italy-based Pack, the AI-native HR tech startup, has closed a Series A funding round totalling €5.8 million.

Its goal is to help organisations grow through skills, making teams more agile, informed and prepared for future challenges.

Companies don’t just need HR software; they need an intelligent partner capable of interpreting people data and turning it into strategic decisions.

Our mission is to make organisations more aware, agile and future-ready,explains Giacomo Gentili, CPO and co-founder of Pack.

With this round, Pack strengthens its position among Europe’s HR tech startups, supported by its international outlook, proprietary technology and AI-native culture.

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

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

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

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

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

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

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

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

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

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

This week on StrictlyVC Download, Strictly VC’s Alex Gove speaks with Eric Slesinger from 201 Ventures, a firm focused on seed-stage defense tech startups in Europe. They discuss Slesinger’s journey from CIA to investor and how he recognized the untapped potential in European defense tech while others were dismissive. They also chat about how he’s […]

As the AI Summit got underway in Paris on Monday, some 60 European companies — from incumbent industrial giants to AI startups (including France’s LLM-maker Mistral) — signed up to an initiative to help establish Europe as a leader in AI. But the fact that they felt the need to sign up at all highlights the […]

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Following allegations of potential abuse, Paragon Solutions has cut off Italy from its spyware systems.

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OpenAI on Thursday launched data residency in Europe, allowing European organizations to meet local data sovereignty requirements while using the AI company’s products. Data residency refers to the physical location of an organization’s data, as well as the local laws and policy requirements imposed on that data. Most tech giants and cloud providers offer European […]

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